From f52610ffde665723afdfc7259d31097b003459c4 Mon Sep 17 00:00:00 2001 From: Jordan Hill Date: Tue, 8 Sep 2026 14:44:55 -0500 Subject: [PATCH 01/20] Add shared drift engine and Skill Loop QA plugin --- .agents/plugins/marketplace.json | 20 ++ .claude-plugin/marketplace.json | 5 + README.md | 9 + .../scripts/runtime/audit.mjs | 28 +-- .../scripts/runtime/runner.mjs | 32 +-- .../scripts/runtime/shared/core.mjs | 22 ++ .../scripts/runtime/shared/io.mjs | 39 ++++ .../scripts/runtime/audit.mjs | 28 +-- .../scripts/runtime/runner.mjs | 32 +-- .../scripts/runtime/shared/core.mjs | 22 ++ .../scripts/runtime/shared/io.mjs | 39 ++++ .../scripts/runtime/audit.mjs | 28 +-- .../scripts/runtime/runner.mjs | 32 +-- .../scripts/runtime/shared/core.mjs | 22 ++ .../scripts/runtime/shared/io.mjs | 39 ++++ plugins/skill-loop/.claude-plugin/plugin.json | 10 + plugins/skill-loop/.codex-plugin/plugin.json | 23 ++ plugins/skill-loop/README.md | 160 +++++++++++++ plugins/skill-loop/VERIFICATION.md | 21 ++ plugins/skill-loop/commands/skill-loop.md | 10 + plugins/skill-loop/examples/demo-proposer.mjs | 3 + plugins/skill-loop/examples/demo-runner.mjs | 4 + plugins/skill-loop/package.json | 1 + plugins/skill-loop/scripts/claude-runner.mjs | 10 + plugins/skill-loop/scripts/cli.mjs | 47 ++++ plugins/skill-loop/scripts/codex-runner.mjs | 14 ++ plugins/skill-loop/scripts/engine.mjs | 211 ++++++++++++++++++ plugins/skill-loop/scripts/inventory.mjs | 40 ++++ plugins/skill-loop/scripts/mcp.mjs | 45 ++++ plugins/skill-loop/scripts/report.mjs | 19 ++ plugins/skill-loop/scripts/rules-runner.mjs | 32 +++ plugins/skill-loop/scripts/shared/core.mjs | 22 ++ plugins/skill-loop/scripts/shared/io.mjs | 39 ++++ plugins/skill-loop/skills/skill-loop/SKILL.md | 42 ++++ plugins/skill-loop/tests/engine.test.mjs | 100 +++++++++ scripts/verify-skill-loop.sh | 6 + shared/iteration-engine/README.md | 45 ++++ shared/iteration-engine/core.mjs | 22 ++ shared/iteration-engine/io.mjs | 39 ++++ shared/iteration-engine/sync.py | 15 ++ 40 files changed, 1242 insertions(+), 135 deletions(-) create mode 100644 .agents/plugins/marketplace.json create mode 100644 fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs create mode 100644 fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs create mode 100644 gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs create mode 100644 gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs create mode 100644 gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs create mode 100644 gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs create mode 100644 plugins/skill-loop/.claude-plugin/plugin.json create mode 100644 plugins/skill-loop/.codex-plugin/plugin.json create mode 100644 plugins/skill-loop/README.md create mode 100644 plugins/skill-loop/VERIFICATION.md create mode 100644 plugins/skill-loop/commands/skill-loop.md create mode 100644 plugins/skill-loop/examples/demo-proposer.mjs create mode 100644 plugins/skill-loop/examples/demo-runner.mjs create mode 100644 plugins/skill-loop/package.json create mode 100644 plugins/skill-loop/scripts/claude-runner.mjs create mode 100644 plugins/skill-loop/scripts/cli.mjs create mode 100644 plugins/skill-loop/scripts/codex-runner.mjs create mode 100644 plugins/skill-loop/scripts/engine.mjs create mode 100644 plugins/skill-loop/scripts/inventory.mjs create mode 100644 plugins/skill-loop/scripts/mcp.mjs create mode 100644 plugins/skill-loop/scripts/report.mjs create mode 100644 plugins/skill-loop/scripts/rules-runner.mjs create mode 100644 plugins/skill-loop/scripts/shared/core.mjs create mode 100644 plugins/skill-loop/scripts/shared/io.mjs create mode 100644 plugins/skill-loop/skills/skill-loop/SKILL.md create mode 100644 plugins/skill-loop/tests/engine.test.mjs create mode 100644 scripts/verify-skill-loop.sh create mode 100644 shared/iteration-engine/README.md create mode 100644 shared/iteration-engine/core.mjs create mode 100644 shared/iteration-engine/io.mjs create mode 100644 shared/iteration-engine/sync.py diff --git a/.agents/plugins/marketplace.json b/.agents/plugins/marketplace.json new file mode 100644 index 0000000..641038c --- /dev/null +++ b/.agents/plugins/marketplace.json @@ -0,0 +1,20 @@ +{ + "name": "organized-ai", + "interface": { + "displayName": "Organized Ai" + }, + "plugins": [ + { + "name": "skill-loop", + "source": { + "source": "local", + "path": "./plugins/skill-loop" + }, + "policy": { + "installation": "AVAILABLE", + "authentication": "ON_INSTALL" + }, + "category": "Productivity" + } + ] +} diff --git a/.claude-plugin/marketplace.json b/.claude-plugin/marketplace.json index 5f05b8d..9c06f42 100644 --- a/.claude-plugin/marketplace.json +++ b/.claude-plugin/marketplace.json @@ -130,6 +130,11 @@ "name": "organized-meta-wiring", "source": "./organized-meta-wiring", "description": "Framework for wiring Meta APIs into a Cloudflare Worker \u2014 spin up Meta Apps and system users, the self-refreshing 60-day token vault, Business Use Case rate limiting, and multi-ad-account fan-out. Covers Marketing API, Conversions API, Business Management, Catalog, Instagram, WhatsApp, Pages and Lead Ads, plus the Meta Ads CLI and hosted Ads MCP server." + }, + { + "name": "skill-loop", + "source": "./plugins/skill-loop", + "description": "Detect skill effectiveness drift and stage tested fixes. By Jordaaan; shared engine with GTM Autoresearch." } ] } diff --git a/README.md b/README.md index 62f7a5e..820da4e 100644 --- a/README.md +++ b/README.md @@ -828,3 +828,12 @@ Simplified branded social carousel workflow: capture the source argument, turn i - optional HyperFrames-style preview MP4 wrapper **Triggers:** "social carousel", "turn this into slides", "instagram carousel", "linkedin carousel", "info-only carousel" + +### Skill Loop — effectiveness drift + +[Skill Loop by Jordaaan](plugins/skill-loop/README.md) runs fixed skill tests, +saves baselines, flags lost passing checks, and stages researched improvements +for review. Its bounded iteration core is shared with GTM Autoresearch; GTM's +configuration checks and allowed mutations remain domain-specific. +Start with the no-login offline demo. See the plugin README for CLI/MCP setup, +current compatibility limits, and the local HTML review report. diff --git a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs index 5d2a7fc..76640d6 100644 --- a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs +++ b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs @@ -1,3 +1,4 @@ +import { iterate, dominates } from './shared/core.mjs'; import { createHash } from 'node:crypto'; export const groups = { tag: 'tagId', trigger: 'triggerId', variable: 'variableId', folder: 'folderId' }; @@ -117,23 +118,12 @@ export function applyOperations(input, operations) { return container(c); } -export async function optimize(input, propose, {maxRounds=5, maxFailures=2, plateauRounds=2}={}) { - for (const n of [maxRounds,maxFailures,plateauRounds]) if (!Number.isInteger(n)||n<1||n>30) throw Error('Loop bounds must be integers from 1 to 30'); - let best=container(input), report=audit(best), failures=0, plateau=0; - const baseline=report, rounds=[]; - for(let round=1;round<=maxRounds;round++) { - try { - const operations=await propose({container:structuredClone(best),audit:structuredClone(report),round}); - const candidate=applyOperations(best,operations), next=audit(candidate); - // No dimension may regress, even when the aggregate score rises. - const accepted=next.score>report.score && next.criticalCount<=report.criticalCount && dimensions.every(d=>next.dimensions[d]>=report.dimensions[d]); - rounds.push({round,accepted,score:next.score,operations}); - if(accepted){best=candidate;report=next;plateau=0;}else plateau++; - if(plateau>=plateauRounds) break; - } catch(error) { - rounds.push({round,accepted:false,error:error.message}); - if(++failures>=maxFailures) break; - } - } - return {baseline,report,candidate:best,rounds,published:false}; +export async function optimize(input, propose, options={}) { + const result=await iterate(container(input), { + evaluate:audit, + propose:({candidate,report,round})=>propose({container:candidate,audit:report,round}), + apply:applyOperations, + accept:(before,after)=>dominates(before,after)&&after.criticalCount<=before.criticalCount + },options); + return {...result,rounds:result.rounds.map(({change,...round})=>change===undefined?round:{...round,operations:change})}; } diff --git a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs index e11bfab..9e9d555 100644 --- a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs +++ b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs @@ -3,31 +3,8 @@ import { resolve, join, dirname } from 'node:path'; import { spawn } from 'node:child_process'; import { container, fingerprint, audit, optimize, hash } from './audit.mjs'; -export async function atomic(path, data) { - await fs.mkdir(dirname(path),{recursive:true,mode:0o700}); - const tmp=`${path}.${process.pid}.tmp`; - await fs.writeFile(tmp,typeof data==='string'?data:JSON.stringify(data,null,2)+'\n',{mode:0o600}); - await fs.rename(tmp,path); -} -export async function readJSON(path, fallback) { - try{return JSON.parse(await fs.readFile(path,'utf8'));}catch(e){if(e.code==='ENOENT'&&fallback!==undefined)return fallback;throw e;} -} -export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { - if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string')) throw Error('Command must be an argv array'); - return new Promise((res,rej)=>{ - const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); - let out='',size=0,done=false; - const kill=()=>{try{if(process.platform!=='win32')process.kill(-child.pid,'SIGKILL');else child.kill('SIGKILL');}catch{}}; - const end=(error)=>{if(done)return;done=true;clearTimeout(timer);error?rej(error):res(out.trim());}; - const timer=setTimeout(()=>{kill();end(Error('Command timed out'));},timeoutMs); - child.stdout.on('data',chunk=>{size+=chunk.length;if(size>5_000_000){kill();end(Error('Command output limit exceeded'));}else out+=chunk;}); - child.stderr.on('data',()=>{}); // May contain credentials or raw client data; never mirror it to logs. - child.stdin.on('error',()=>{}); - child.on('error',()=>end(Error('Command could not start; check executable and host configuration'))); - child.on('close',code=>end(code===0?null:Error(`Command failed with exit code ${code}`))); - child.stdin.end(input); - }); -} +export { atomic, readJSON, command } from './shared/io.mjs'; +import { atomic, readJSON, command } from './shared/io.mjs'; export async function loadConfig(file) { const config=await readJSON(file),base=dirname(resolve(file)); if(!config.source||!['file','gtm'].includes(config.source.type))throw Error('source.type must be file or gtm'); @@ -92,11 +69,14 @@ export function markdown(report) { const escape=s=>String(s).replace(/[\r\n|]/g,' '); return `# GTM configuration audit\n\n${report.scope}\n\nScore: ${report.score}/100\n\n`+ report.findings.map(f=>`- **${f.severity}** ${escape(f.kind)} ${escape(f.id)} (${escape(f.name)}): ${escape(f.message)}`).join('\n')+ - '\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; + '\n\n## Configuration drift\n\n'+(report.drift?.detected===null?'Initial snapshot; no prior baseline.':report.drift?.detected?'Configuration changed since the prior snapshot.':'No configuration change detected.')+' This is not a live tracking correctness test.\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; } export async function runSnapshot(config,snapshot,{propose}={}) { const id=fingerprint(snapshot),folder=join(config.stateDir,'runs',`${Date.now()}-${id.slice(0,12)}`); const report=audit(snapshot); + const previous=await readJSON(join(config.stateDir,'latest.json'),null); + const previousReport=previous?await readJSON(join(previous.folder,'audit.json'),null):null; + report.drift={kind:'configuration',detected:previous?previous.fingerprint!==id:null,qualityRegressed:previousReport?Object.keys(report.dimensions).some(key=>report.dimensions[key]`${i+1}. How should I investigate ${f.kind} ${f.id}: ${f.message}?`).join('\n')+'\n'); diff --git a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs new file mode 100644 index 0000000..b187731 --- /dev/null +++ b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs @@ -0,0 +1,22 @@ +// Shared mechanics; adapters own evaluation, permissible changes and acceptance. +export async function iterate(input, adapter, {maxRounds=5,maxFailures=2,plateauRounds=2}={}) { + for(const n of [maxRounds,maxFailures,plateauRounds])if(!Number.isInteger(n)||n<1||n>30)throw Error('Loop bounds must be integers from 1 to 30'); + let best=structuredClone(input),report=await adapter.evaluate(best),failures=0,plateau=0; + const baseline=structuredClone(report),rounds=[]; + for(let round=1;round<=maxRounds;round++) { + try { + const change=await adapter.propose({candidate:structuredClone(best),report:structuredClone(report),round}); + const candidate=await adapter.apply(structuredClone(best),change),next=await adapter.evaluate(candidate); + const accepted=await adapter.accept(report,next); + rounds.push({round,accepted:!!accepted,score:next.score,change}); + if(accepted){best=candidate;report=next;plateau=0;}else plateau++; + if(plateau>=plateauRounds)break; + }catch(error){rounds.push({round,accepted:false,error:error.message});if(++failures>=maxFailures)break;} + } + return {baseline,report,candidate:best,rounds,published:false}; +} +export function dominates(before,after) { + if(!Number.isFinite(before.score)||!Number.isFinite(after.score)||after.score<=before.score)return false; + const keys=Object.keys(before.dimensions); + return keys.length===Object.keys(after.dimensions).length&&keys.every(k=>Object.hasOwn(after.dimensions,k)&&Number.isFinite(after.dimensions[k])&&after.dimensions[k]>=before.dimensions[k]); +} diff --git a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs new file mode 100644 index 0000000..6fff3d7 --- /dev/null +++ b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs @@ -0,0 +1,39 @@ +// Adapted from GTM Autoresearch runner.mjs, codex/reuse-gtm-autoresearch. +import { promises as fs } from 'node:fs'; +import { dirname } from 'node:path'; +import { spawn } from 'node:child_process'; +import { randomUUID, createHash } from 'node:crypto'; +export const hash = value => createHash('sha256').update(typeof value === 'string' ? value : JSON.stringify(value)).digest('hex'); +export async function atomic(path, data) { + await fs.mkdir(dirname(path), {recursive:true, mode:0o700}); + const tmp = `${path}.${randomUUID()}.tmp`; + try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); } + finally { await fs.rm(tmp,{force:true}); } +} +export async function readJSON(path, fallback) { + try { return JSON.parse(await fs.readFile(path,'utf8')); } + catch(e) { if(e.code==='ENOENT' && fallback!==undefined)return fallback; throw e; } +} +export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { + if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string'))throw Error('Runner command must be an argv array'); + return new Promise((resolve,reject)=>{ + const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); + let output='',bytes=0,done=false; + const kill=()=>{try{process.platform==='win32'?child.kill('SIGKILL'):process.kill(-child.pid,'SIGKILL');}catch{}}; + const finish=error=>{if(done)return;done=true;clearTimeout(timer);error?reject(error):resolve(output.trim());}; + const timer=setTimeout(()=>{kill();finish(Error('Runner timed out'));},timeoutMs); + child.stdout.on('data',chunk=>{bytes+=chunk.length;if(bytes>5_000_000){kill();finish(Error('Runner output exceeds 5 MB'));}else output+=chunk;}); + child.stderr.on('data',()=>{}); + child.stdin.on('error',()=>{}); + child.on('error',()=>finish(Error('Runner could not start; check its executable'))); + child.on('close',code=>finish(code===0?null:Error(`Runner failed with exit code ${code}`))); + child.stdin.end(input); + }); +} +export async function locked(folder, fn) { + await fs.mkdir(folder,{recursive:true,mode:0o700}); + const path=folder+'/lock.json'; + const handle=await fs.open(path,'wx',0o600).catch(e=>{if(e.code==='EEXIST')throw Error('Workspace busy; inspect lock.json before recovering a stopped process');throw e;}); + await handle.writeFile(JSON.stringify({pid:process.pid}));await handle.close(); + try{return await fn();}finally{await fs.unlink(path);} +} diff --git a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs index 5d2a7fc..76640d6 100644 --- a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs +++ b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs @@ -1,3 +1,4 @@ +import { iterate, dominates } from './shared/core.mjs'; import { createHash } from 'node:crypto'; export const groups = { tag: 'tagId', trigger: 'triggerId', variable: 'variableId', folder: 'folderId' }; @@ -117,23 +118,12 @@ export function applyOperations(input, operations) { return container(c); } -export async function optimize(input, propose, {maxRounds=5, maxFailures=2, plateauRounds=2}={}) { - for (const n of [maxRounds,maxFailures,plateauRounds]) if (!Number.isInteger(n)||n<1||n>30) throw Error('Loop bounds must be integers from 1 to 30'); - let best=container(input), report=audit(best), failures=0, plateau=0; - const baseline=report, rounds=[]; - for(let round=1;round<=maxRounds;round++) { - try { - const operations=await propose({container:structuredClone(best),audit:structuredClone(report),round}); - const candidate=applyOperations(best,operations), next=audit(candidate); - // No dimension may regress, even when the aggregate score rises. - const accepted=next.score>report.score && next.criticalCount<=report.criticalCount && dimensions.every(d=>next.dimensions[d]>=report.dimensions[d]); - rounds.push({round,accepted,score:next.score,operations}); - if(accepted){best=candidate;report=next;plateau=0;}else plateau++; - if(plateau>=plateauRounds) break; - } catch(error) { - rounds.push({round,accepted:false,error:error.message}); - if(++failures>=maxFailures) break; - } - } - return {baseline,report,candidate:best,rounds,published:false}; +export async function optimize(input, propose, options={}) { + const result=await iterate(container(input), { + evaluate:audit, + propose:({candidate,report,round})=>propose({container:candidate,audit:report,round}), + apply:applyOperations, + accept:(before,after)=>dominates(before,after)&&after.criticalCount<=before.criticalCount + },options); + return {...result,rounds:result.rounds.map(({change,...round})=>change===undefined?round:{...round,operations:change})}; } diff --git a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs index e11bfab..9e9d555 100644 --- a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs +++ b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs @@ -3,31 +3,8 @@ import { resolve, join, dirname } from 'node:path'; import { spawn } from 'node:child_process'; import { container, fingerprint, audit, optimize, hash } from './audit.mjs'; -export async function atomic(path, data) { - await fs.mkdir(dirname(path),{recursive:true,mode:0o700}); - const tmp=`${path}.${process.pid}.tmp`; - await fs.writeFile(tmp,typeof data==='string'?data:JSON.stringify(data,null,2)+'\n',{mode:0o600}); - await fs.rename(tmp,path); -} -export async function readJSON(path, fallback) { - try{return JSON.parse(await fs.readFile(path,'utf8'));}catch(e){if(e.code==='ENOENT'&&fallback!==undefined)return fallback;throw e;} -} -export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { - if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string')) throw Error('Command must be an argv array'); - return new Promise((res,rej)=>{ - const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); - let out='',size=0,done=false; - const kill=()=>{try{if(process.platform!=='win32')process.kill(-child.pid,'SIGKILL');else child.kill('SIGKILL');}catch{}}; - const end=(error)=>{if(done)return;done=true;clearTimeout(timer);error?rej(error):res(out.trim());}; - const timer=setTimeout(()=>{kill();end(Error('Command timed out'));},timeoutMs); - child.stdout.on('data',chunk=>{size+=chunk.length;if(size>5_000_000){kill();end(Error('Command output limit exceeded'));}else out+=chunk;}); - child.stderr.on('data',()=>{}); // May contain credentials or raw client data; never mirror it to logs. - child.stdin.on('error',()=>{}); - child.on('error',()=>end(Error('Command could not start; check executable and host configuration'))); - child.on('close',code=>end(code===0?null:Error(`Command failed with exit code ${code}`))); - child.stdin.end(input); - }); -} +export { atomic, readJSON, command } from './shared/io.mjs'; +import { atomic, readJSON, command } from './shared/io.mjs'; export async function loadConfig(file) { const config=await readJSON(file),base=dirname(resolve(file)); if(!config.source||!['file','gtm'].includes(config.source.type))throw Error('source.type must be file or gtm'); @@ -92,11 +69,14 @@ export function markdown(report) { const escape=s=>String(s).replace(/[\r\n|]/g,' '); return `# GTM configuration audit\n\n${report.scope}\n\nScore: ${report.score}/100\n\n`+ report.findings.map(f=>`- **${f.severity}** ${escape(f.kind)} ${escape(f.id)} (${escape(f.name)}): ${escape(f.message)}`).join('\n')+ - '\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; + '\n\n## Configuration drift\n\n'+(report.drift?.detected===null?'Initial snapshot; no prior baseline.':report.drift?.detected?'Configuration changed since the prior snapshot.':'No configuration change detected.')+' This is not a live tracking correctness test.\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; } export async function runSnapshot(config,snapshot,{propose}={}) { const id=fingerprint(snapshot),folder=join(config.stateDir,'runs',`${Date.now()}-${id.slice(0,12)}`); const report=audit(snapshot); + const previous=await readJSON(join(config.stateDir,'latest.json'),null); + const previousReport=previous?await readJSON(join(previous.folder,'audit.json'),null):null; + report.drift={kind:'configuration',detected:previous?previous.fingerprint!==id:null,qualityRegressed:previousReport?Object.keys(report.dimensions).some(key=>report.dimensions[key]`${i+1}. How should I investigate ${f.kind} ${f.id}: ${f.message}?`).join('\n')+'\n'); diff --git a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs new file mode 100644 index 0000000..b187731 --- /dev/null +++ b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs @@ -0,0 +1,22 @@ +// Shared mechanics; adapters own evaluation, permissible changes and acceptance. +export async function iterate(input, adapter, {maxRounds=5,maxFailures=2,plateauRounds=2}={}) { + for(const n of [maxRounds,maxFailures,plateauRounds])if(!Number.isInteger(n)||n<1||n>30)throw Error('Loop bounds must be integers from 1 to 30'); + let best=structuredClone(input),report=await adapter.evaluate(best),failures=0,plateau=0; + const baseline=structuredClone(report),rounds=[]; + for(let round=1;round<=maxRounds;round++) { + try { + const change=await adapter.propose({candidate:structuredClone(best),report:structuredClone(report),round}); + const candidate=await adapter.apply(structuredClone(best),change),next=await adapter.evaluate(candidate); + const accepted=await adapter.accept(report,next); + rounds.push({round,accepted:!!accepted,score:next.score,change}); + if(accepted){best=candidate;report=next;plateau=0;}else plateau++; + if(plateau>=plateauRounds)break; + }catch(error){rounds.push({round,accepted:false,error:error.message});if(++failures>=maxFailures)break;} + } + return {baseline,report,candidate:best,rounds,published:false}; +} +export function dominates(before,after) { + if(!Number.isFinite(before.score)||!Number.isFinite(after.score)||after.score<=before.score)return false; + const keys=Object.keys(before.dimensions); + return keys.length===Object.keys(after.dimensions).length&&keys.every(k=>Object.hasOwn(after.dimensions,k)&&Number.isFinite(after.dimensions[k])&&after.dimensions[k]>=before.dimensions[k]); +} diff --git a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs new file mode 100644 index 0000000..6fff3d7 --- /dev/null +++ b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs @@ -0,0 +1,39 @@ +// Adapted from GTM Autoresearch runner.mjs, codex/reuse-gtm-autoresearch. +import { promises as fs } from 'node:fs'; +import { dirname } from 'node:path'; +import { spawn } from 'node:child_process'; +import { randomUUID, createHash } from 'node:crypto'; +export const hash = value => createHash('sha256').update(typeof value === 'string' ? value : JSON.stringify(value)).digest('hex'); +export async function atomic(path, data) { + await fs.mkdir(dirname(path), {recursive:true, mode:0o700}); + const tmp = `${path}.${randomUUID()}.tmp`; + try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); } + finally { await fs.rm(tmp,{force:true}); } +} +export async function readJSON(path, fallback) { + try { return JSON.parse(await fs.readFile(path,'utf8')); } + catch(e) { if(e.code==='ENOENT' && fallback!==undefined)return fallback; throw e; } +} +export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { + if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string'))throw Error('Runner command must be an argv array'); + return new Promise((resolve,reject)=>{ + const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); + let output='',bytes=0,done=false; + const kill=()=>{try{process.platform==='win32'?child.kill('SIGKILL'):process.kill(-child.pid,'SIGKILL');}catch{}}; + const finish=error=>{if(done)return;done=true;clearTimeout(timer);error?reject(error):resolve(output.trim());}; + const timer=setTimeout(()=>{kill();finish(Error('Runner timed out'));},timeoutMs); + child.stdout.on('data',chunk=>{bytes+=chunk.length;if(bytes>5_000_000){kill();finish(Error('Runner output exceeds 5 MB'));}else output+=chunk;}); + child.stderr.on('data',()=>{}); + child.stdin.on('error',()=>{}); + child.on('error',()=>finish(Error('Runner could not start; check its executable'))); + child.on('close',code=>finish(code===0?null:Error(`Runner failed with exit code ${code}`))); + child.stdin.end(input); + }); +} +export async function locked(folder, fn) { + await fs.mkdir(folder,{recursive:true,mode:0o700}); + const path=folder+'/lock.json'; + const handle=await fs.open(path,'wx',0o600).catch(e=>{if(e.code==='EEXIST')throw Error('Workspace busy; inspect lock.json before recovering a stopped process');throw e;}); + await handle.writeFile(JSON.stringify({pid:process.pid}));await handle.close(); + try{return await fn();}finally{await fs.unlink(path);} +} diff --git a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs index 5d2a7fc..76640d6 100644 --- a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs +++ b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/audit.mjs @@ -1,3 +1,4 @@ +import { iterate, dominates } from './shared/core.mjs'; import { createHash } from 'node:crypto'; export const groups = { tag: 'tagId', trigger: 'triggerId', variable: 'variableId', folder: 'folderId' }; @@ -117,23 +118,12 @@ export function applyOperations(input, operations) { return container(c); } -export async function optimize(input, propose, {maxRounds=5, maxFailures=2, plateauRounds=2}={}) { - for (const n of [maxRounds,maxFailures,plateauRounds]) if (!Number.isInteger(n)||n<1||n>30) throw Error('Loop bounds must be integers from 1 to 30'); - let best=container(input), report=audit(best), failures=0, plateau=0; - const baseline=report, rounds=[]; - for(let round=1;round<=maxRounds;round++) { - try { - const operations=await propose({container:structuredClone(best),audit:structuredClone(report),round}); - const candidate=applyOperations(best,operations), next=audit(candidate); - // No dimension may regress, even when the aggregate score rises. - const accepted=next.score>report.score && next.criticalCount<=report.criticalCount && dimensions.every(d=>next.dimensions[d]>=report.dimensions[d]); - rounds.push({round,accepted,score:next.score,operations}); - if(accepted){best=candidate;report=next;plateau=0;}else plateau++; - if(plateau>=plateauRounds) break; - } catch(error) { - rounds.push({round,accepted:false,error:error.message}); - if(++failures>=maxFailures) break; - } - } - return {baseline,report,candidate:best,rounds,published:false}; +export async function optimize(input, propose, options={}) { + const result=await iterate(container(input), { + evaluate:audit, + propose:({candidate,report,round})=>propose({container:candidate,audit:report,round}), + apply:applyOperations, + accept:(before,after)=>dominates(before,after)&&after.criticalCount<=before.criticalCount + },options); + return {...result,rounds:result.rounds.map(({change,...round})=>change===undefined?round:{...round,operations:change})}; } diff --git a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs index e11bfab..9e9d555 100644 --- a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs +++ b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/runner.mjs @@ -3,31 +3,8 @@ import { resolve, join, dirname } from 'node:path'; import { spawn } from 'node:child_process'; import { container, fingerprint, audit, optimize, hash } from './audit.mjs'; -export async function atomic(path, data) { - await fs.mkdir(dirname(path),{recursive:true,mode:0o700}); - const tmp=`${path}.${process.pid}.tmp`; - await fs.writeFile(tmp,typeof data==='string'?data:JSON.stringify(data,null,2)+'\n',{mode:0o600}); - await fs.rename(tmp,path); -} -export async function readJSON(path, fallback) { - try{return JSON.parse(await fs.readFile(path,'utf8'));}catch(e){if(e.code==='ENOENT'&&fallback!==undefined)return fallback;throw e;} -} -export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { - if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string')) throw Error('Command must be an argv array'); - return new Promise((res,rej)=>{ - const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); - let out='',size=0,done=false; - const kill=()=>{try{if(process.platform!=='win32')process.kill(-child.pid,'SIGKILL');else child.kill('SIGKILL');}catch{}}; - const end=(error)=>{if(done)return;done=true;clearTimeout(timer);error?rej(error):res(out.trim());}; - const timer=setTimeout(()=>{kill();end(Error('Command timed out'));},timeoutMs); - child.stdout.on('data',chunk=>{size+=chunk.length;if(size>5_000_000){kill();end(Error('Command output limit exceeded'));}else out+=chunk;}); - child.stderr.on('data',()=>{}); // May contain credentials or raw client data; never mirror it to logs. - child.stdin.on('error',()=>{}); - child.on('error',()=>end(Error('Command could not start; check executable and host configuration'))); - child.on('close',code=>end(code===0?null:Error(`Command failed with exit code ${code}`))); - child.stdin.end(input); - }); -} +export { atomic, readJSON, command } from './shared/io.mjs'; +import { atomic, readJSON, command } from './shared/io.mjs'; export async function loadConfig(file) { const config=await readJSON(file),base=dirname(resolve(file)); if(!config.source||!['file','gtm'].includes(config.source.type))throw Error('source.type must be file or gtm'); @@ -92,11 +69,14 @@ export function markdown(report) { const escape=s=>String(s).replace(/[\r\n|]/g,' '); return `# GTM configuration audit\n\n${report.scope}\n\nScore: ${report.score}/100\n\n`+ report.findings.map(f=>`- **${f.severity}** ${escape(f.kind)} ${escape(f.id)} (${escape(f.name)}): ${escape(f.message)}`).join('\n')+ - '\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; + '\n\n## Configuration drift\n\n'+(report.drift?.detected===null?'Initial snapshot; no prior baseline.':report.drift?.detected?'Configuration changed since the prior snapshot.':'No configuration change detected.')+' This is not a live tracking correctness test.\n\n## Not verified\n\n'+report.skipped.map(s=>`- ${s}`).join('\n')+'\n'; } export async function runSnapshot(config,snapshot,{propose}={}) { const id=fingerprint(snapshot),folder=join(config.stateDir,'runs',`${Date.now()}-${id.slice(0,12)}`); const report=audit(snapshot); + const previous=await readJSON(join(config.stateDir,'latest.json'),null); + const previousReport=previous?await readJSON(join(previous.folder,'audit.json'),null):null; + report.drift={kind:'configuration',detected:previous?previous.fingerprint!==id:null,qualityRegressed:previousReport?Object.keys(report.dimensions).some(key=>report.dimensions[key]`${i+1}. How should I investigate ${f.kind} ${f.id}: ${f.message}?`).join('\n')+'\n'); diff --git a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs new file mode 100644 index 0000000..b187731 --- /dev/null +++ b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/core.mjs @@ -0,0 +1,22 @@ +// Shared mechanics; adapters own evaluation, permissible changes and acceptance. +export async function iterate(input, adapter, {maxRounds=5,maxFailures=2,plateauRounds=2}={}) { + for(const n of [maxRounds,maxFailures,plateauRounds])if(!Number.isInteger(n)||n<1||n>30)throw Error('Loop bounds must be integers from 1 to 30'); + let best=structuredClone(input),report=await adapter.evaluate(best),failures=0,plateau=0; + const baseline=structuredClone(report),rounds=[]; + for(let round=1;round<=maxRounds;round++) { + try { + const change=await adapter.propose({candidate:structuredClone(best),report:structuredClone(report),round}); + const candidate=await adapter.apply(structuredClone(best),change),next=await adapter.evaluate(candidate); + const accepted=await adapter.accept(report,next); + rounds.push({round,accepted:!!accepted,score:next.score,change}); + if(accepted){best=candidate;report=next;plateau=0;}else plateau++; + if(plateau>=plateauRounds)break; + }catch(error){rounds.push({round,accepted:false,error:error.message});if(++failures>=maxFailures)break;} + } + return {baseline,report,candidate:best,rounds,published:false}; +} +export function dominates(before,after) { + if(!Number.isFinite(before.score)||!Number.isFinite(after.score)||after.score<=before.score)return false; + const keys=Object.keys(before.dimensions); + return keys.length===Object.keys(after.dimensions).length&&keys.every(k=>Object.hasOwn(after.dimensions,k)&&Number.isFinite(after.dimensions[k])&&after.dimensions[k]>=before.dimensions[k]); +} diff --git a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs new file mode 100644 index 0000000..6fff3d7 --- /dev/null +++ b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs @@ -0,0 +1,39 @@ +// Adapted from GTM Autoresearch runner.mjs, codex/reuse-gtm-autoresearch. +import { promises as fs } from 'node:fs'; +import { dirname } from 'node:path'; +import { spawn } from 'node:child_process'; +import { randomUUID, createHash } from 'node:crypto'; +export const hash = value => createHash('sha256').update(typeof value === 'string' ? value : JSON.stringify(value)).digest('hex'); +export async function atomic(path, data) { + await fs.mkdir(dirname(path), {recursive:true, mode:0o700}); + const tmp = `${path}.${randomUUID()}.tmp`; + try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); } + finally { await fs.rm(tmp,{force:true}); } +} +export async function readJSON(path, fallback) { + try { return JSON.parse(await fs.readFile(path,'utf8')); } + catch(e) { if(e.code==='ENOENT' && fallback!==undefined)return fallback; throw e; } +} +export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { + if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string'))throw Error('Runner command must be an argv array'); + return new Promise((resolve,reject)=>{ + const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); + let output='',bytes=0,done=false; + const kill=()=>{try{process.platform==='win32'?child.kill('SIGKILL'):process.kill(-child.pid,'SIGKILL');}catch{}}; + const finish=error=>{if(done)return;done=true;clearTimeout(timer);error?reject(error):resolve(output.trim());}; + const timer=setTimeout(()=>{kill();finish(Error('Runner timed out'));},timeoutMs); + child.stdout.on('data',chunk=>{bytes+=chunk.length;if(bytes>5_000_000){kill();finish(Error('Runner output exceeds 5 MB'));}else output+=chunk;}); + child.stderr.on('data',()=>{}); + child.stdin.on('error',()=>{}); + child.on('error',()=>finish(Error('Runner could not start; check its executable'))); + child.on('close',code=>finish(code===0?null:Error(`Runner failed with exit code ${code}`))); + child.stdin.end(input); + }); +} +export async function locked(folder, fn) { + await fs.mkdir(folder,{recursive:true,mode:0o700}); + const path=folder+'/lock.json'; + const handle=await fs.open(path,'wx',0o600).catch(e=>{if(e.code==='EEXIST')throw Error('Workspace busy; inspect lock.json before recovering a stopped process');throw e;}); + await handle.writeFile(JSON.stringify({pid:process.pid}));await handle.close(); + try{return await fn();}finally{await fs.unlink(path);} +} diff --git a/plugins/skill-loop/.claude-plugin/plugin.json b/plugins/skill-loop/.claude-plugin/plugin.json new file mode 100644 index 0000000..ad5167d --- /dev/null +++ b/plugins/skill-loop/.claude-plugin/plugin.json @@ -0,0 +1,10 @@ +{ + "name": "skill-loop", + "version": "0.1.0", + "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.", + "author": { + "name": "Jordaaan" + }, + "homepage": "https://skill.organizedai.vip/workshop/", + "repository": "https://github.com/Organized-AI/plugin-marketplace" +} diff --git a/plugins/skill-loop/.codex-plugin/plugin.json b/plugins/skill-loop/.codex-plugin/plugin.json new file mode 100644 index 0000000..47e5abd --- /dev/null +++ b/plugins/skill-loop/.codex-plugin/plugin.json @@ -0,0 +1,23 @@ +{ + "name": "skill-loop", + "version": "0.1.0", + "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.", + "author": { + "name": "Jordaaan" + }, + "skills": "./skills/", + "interface": { + "displayName": "Skill Loop", + "shortDescription": "Detect effectiveness drift and test fixes.", + "longDescription": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.", + "developerName": "Jordaaan", + "category": "Productivity", + "capabilities": [], + "defaultPrompt": [ + "Set up Skill Loop and run the offline demo.", + "Check my skill for effectiveness drift." + ] + }, + "homepage": "https://skill.organizedai.vip/workshop/", + "repository": "https://github.com/Organized-AI/plugin-marketplace" +} diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md new file mode 100644 index 0000000..2482d5d --- /dev/null +++ b/plugins/skill-loop/README.md @@ -0,0 +1,160 @@ +# Skill Loop by Jordaaan + +Detect **effectiveness drift**, test a researched fix, and review it before it changes +an active skill. This first local engine uses the same bounded iteration core as +GTM Autoresearch. It requires Node.js 22 or later and no npm dependencies. + +## Five-minute offline demo + +From this plugin directory: + +```sh +node scripts/cli.mjs doctor +node scripts/cli.mjs init ~/skill-loop-demo --demo +node scripts/cli.mjs run ~/skill-loop-demo/skill-loop.json +``` + +Copy the returned run `id` into the baseline command, then iterate: + +```sh +node scripts/cli.mjs baseline ~/skill-loop-demo/skill-loop.json RUN_ID +node scripts/cli.mjs loop ~/skill-loop-demo/skill-loop.json +node scripts/cli.mjs report ~/skill-loop-demo/skill-loop.json +``` + +Open the returned report file. The supplied deterministic adapter scores 1/2, +then stages a prepared 2/2 candidate. It does not call an AI model, browse sources, +or prove general skill reliability. The original skill remains intact. After +review, use `approve CONFIG PROPOSAL_ID` or `reject CONFIG PROPOSAL_ID`. + +## Connect your assistant + +The Claude Code marketplace entry and Codex plugin both expose the `skill-loop` +skill. Ask your installed assistant to help initialize and run Skill Loop. +The skill resolves its bundled CLI path; keep your workspace outside the plugin cache. + +For clients supporting local stdio MCP, run: + +```sh +node scripts/cli.mjs connect +``` + +This prints the exact command and absolute argument path for this installation. +Add the returned server entry through your client's MCP settings; it does not +rewrite existing client configuration. Restart/reconnect as required by the host, +then call `skill_loop_init`, `skill_loop_prepare`, and `skill_loop_ingest`. +Claude Desktop, Codex, OpenClaw and Hermes require host-specific installation +verification. The transport is tested; this is not a blanket compatibility claim. + +The engine also works without MCP: `prepare CONFIG` returns only the skill and +case inputs, and `ingest CONFIG response.json` scores the assistant's response. +The response must copy the requestId and contain exactly one `{id, output}` per +case. Private checks are withheld by prepare and command execution. This is +procedural isolation, not a security sandbox against an agent that can read disk. + +For automated runs set `runner.command` to a trusted executable argv array. +It receives the prepared JSON on stdin and must return the same response shape +on stdout. `scripts/claude-runner.mjs` is an optional Claude Code adapter using +existing host authentication. It disables tools for the evaluation request. +No credentials are bundled, and no account setup is performed automatically. + +## What drift means + +- **Effectiveness drift:** a previously passing check now fails under the same + versioned suite, scorer and runner configuration. Score drops and lost checks + are recorded. Model randomness can cause failures; investigate and repeat. +- **Conditions changed:** suite or runner settings changed, making the old baseline + incomparable. Model changes behind the same configured model alias can still be + detected as output drift; actual model identity should be recorded by the operator. +- **GTM configuration drift:** the container snapshot changed. The GTM adapter + separately checks whether any of its static audit dimensions worsened. It does + not establish whether live conversion tracking broke. + +## Research, iteration and approval + +Research belongs to the domain assistant, using cited authoritative rules and +observed failures. `stage CONFIG candidate.md "source and rationale"` tests a +manual candidate. A trusted `proposerCommand` enables `loop`; it receives skill +text and test feedback, and returns `{text, evidence}`. Feedback contains expected +training answers. Use a separate holdout suite for a generalization check. + +The shared core stops at a round limit, plateau, or failure limit. Domain adapters +own permissible changes and acceptance. Skill Loop requires a strict score +improvement with no lost passing check. GTM retains metadata-only edits, no lost +audit dimension, no increase in critical findings, and no live import/publish. + +Proposal creation never applies a change. Approval verifies the current skill, +suite, baseline and candidate evidence; saves a backup; and uses a recovery journal +for interrupted writes. If interrupted, repeat approval for that same proposal. +Do not delete a lock until its recorded process has ended. Reports, inputs and +outputs remain local in the workspace state directory and may contain test data. + +## Watching and limits + +`watch CONFIG INTERVAL_SECONDS MAX_RUNS` repeats tests in the foreground; Ctrl-C +stops between runs. It stops after three consecutive execution failures. This first +release does not provision Cloudflare, D1, a scheduler, or a background service. +No watch starts on install. Use your host's supervisor only after validating setup. + +This engine is local, dependency-free, and fixture-based. It does not automatically +verify source credibility, causal model regressions, adversarial skill behavior, +or every agent host. Do not install the unrelated unscoped npm `skill-loop` package. + +## Shared source and tests + +Canonical mechanics live in `shared/iteration-engine` at the marketplace root. +Run its sync script, then the GTM bundle sync before release; both support `--check`. +Bundled copies make each plugin independently installable. The GTM adapter comes +from the existing `codex/reuse-gtm-autoresearch` implementation. + +```sh +npm test +``` + +## All skills in a coding environment + +The consent example is only a starter fixture. Inventory any skill directory: + +```sh +node scripts/cli.mjs inventory +node scripts/cli.mjs inventory /path/to/project/skills /path/to/plugin/cache +``` + +Defaults cover personal Codex, Claude, Agents and Hermes skill directories plus +project Claude/Agents directories. They do not discover every application's +plugin cache automatically. The report lists scanned roots and unreadable paths. +Each discovered skill is **untested**, not assumed effective. Associate each skill +with its own config and test suite in a registry: + +```json +{"version":1,"entries":[{"skill":"skills/a/SKILL.md","config":"tests/a/skill-loop.json"},{"skill":"skills/b/SKILL.md"}]} +``` + +`check-all registry.json` runs the enrolled evaluations sequentially. Missing +configs remain untested; failures stay errors. It verifies config-to-skill identity. +There is no universal correctness test for arbitrary skills: each needs observable +outputs, executable checks and its authoritative rules. Screenshots, files, API +results or compiler/test outcomes can be normalized by a command adapter into JSON. + +## More deterministic outputs + +- `init DIR --rules` creates a declarative JSON rule skill executed without an LLM. + Rules use explicit JSON paths, comparisons, first-match priority and a default + output; no dynamic code evaluation is used. It supports rule-shaped work, not + arbitrary natural-language reasoning. +- `replay CONFIG RUN_ID` rescores saved outputs with the saved suite, without a + new model call. This reproduces evidence; it does not measure fresh drift. +- CLI and MCP invoke the same functions. Neither transport makes model inference + deterministic. Slash commands are convenient entry points, not deterministic + substitutes for executable checks. +- Keep fixtures, scorer and model/harness settings versioned. A code-based checker + supplies repeatable judgments even when the upstream model output varies. + +## QA record and source of truth + +Add `source: {title, reference, version}` and `coverage` to each suite. The report +shows that source, actual versus expected outputs, lost checks, candidate evidence, +and review status. Missing sources are explicitly labeled. Source metadata is +part of the versioned test conditions. This makes the output a reviewable QA +record; it does not certify that the operator's source or expected answers are +correct, complete, current, or independently verified. diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md new file mode 100644 index 0000000..224b623 --- /dev/null +++ b/plugins/skill-loop/VERIFICATION.md @@ -0,0 +1,21 @@ +# Verification — September 8, 2026 + +- 15 Skill Loop tests pass, including real subprocess demo, MCP stdio discovery + and prepare, private-check omission, strict results, stale requests/proposals, + non-regressing improvement gates, timeout handling, filtered environment, and + failure-injected approval recovery. +- 20 existing GTM tests pass with the extracted shared core, including the + actual background start/change/restart/stop test and metadata-only safeguards. +- Shared and GTM bundle drift checks pass. Plugin and skill validators pass. +- Offline demonstration: initial 1/2, prepared candidate 2/2, staged without + applying. These are deterministic example outputs, not measured AI improvement. +- Live Claude Code evaluation attempted but blocked by expired host OAuth. +- The PATH Codex shortcut is missing its platform dependency. The bundled CLI + in ChatGPT.app was found signed in and completed a real evaluation: incomplete + skill 1/2, corrected candidate 2/2, staged without applying. No login change + was required. This small test is not general proof of reliability. +- Claude Desktop, Codex app plugin installation, Grok Bot, OpenClaw, Hermes, Pi, Prime Agent and + DeepSeek-backed execution have not completed host integration tests. +- Cloudflare-hosted execution and automatic research are not implemented; + configured host commands perform evaluation/research. Local evidence storage, + bounded iteration and explicit approval are implemented. diff --git a/plugins/skill-loop/commands/skill-loop.md b/plugins/skill-loop/commands/skill-loop.md new file mode 100644 index 0000000..ce1b5fd --- /dev/null +++ b/plugins/skill-loop/commands/skill-loop.md @@ -0,0 +1,10 @@ +--- +description: Inventory skills, run configured drift checks, replay evidence, or open a report. +--- + +Use the bundled skill-loop skill and CLI. Interpret the user's requested action +as inventory, check-all, run, replay, or report and show the actual engine result. +Inventory alone is not an effectiveness test. Do not create a baseline, enable a +watch, or approve a proposal unless that action is requested. The slash command +is a convenience for the assistant; deterministic execution occurs in the CLI, +not in the language model interpreting the slash command. diff --git a/plugins/skill-loop/examples/demo-proposer.mjs b/plugins/skill-loop/examples/demo-proposer.mjs new file mode 100644 index 0000000..bbf3462 --- /dev/null +++ b/plugins/skill-loop/examples/demo-proposer.mjs @@ -0,0 +1,3 @@ +// Prepared candidate for an offline demonstration; does not perform web research. +let input='';for await(const chunk of process.stdin)input+=chunk;JSON.parse(input); +process.stdout.write(JSON.stringify({text:'Check the event count. If consent is denied, zero events is PASS. Otherwise exactly one event is PASS; other counts FAIL. Return JSON with verdict.',evidence:'Demo policy: denied consent requires zero events; granted consent requires exactly one. Prepared deterministic revision, not autonomous research.'})); diff --git a/plugins/skill-loop/examples/demo-runner.mjs b/plugins/skill-loop/examples/demo-runner.mjs new file mode 100644 index 0000000..82eae8c --- /dev/null +++ b/plugins/skill-loop/examples/demo-runner.mjs @@ -0,0 +1,4 @@ +// Deterministic demonstration adapter, not an AI model or a benchmark. +let input='';for await(const chunk of process.stdin)input+=chunk; +const request=JSON.parse(input); +process.stdout.write(JSON.stringify({requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:{verdict:request.skill.includes('consent is denied')&&c.input.consent==='denied'?'PASS':c.input.events===1?'PASS':'FAIL'}}))})); diff --git a/plugins/skill-loop/package.json b/plugins/skill-loop/package.json new file mode 100644 index 0000000..5292919 --- /dev/null +++ b/plugins/skill-loop/package.json @@ -0,0 +1 @@ +{"name":"@organized-ai/skill-loop","version":"0.1.0","private":true,"type":"module","engines":{"node":">=22"},"scripts":{"test":"node --test tests/*.test.mjs"}} diff --git a/plugins/skill-loop/scripts/claude-runner.mjs b/plugins/skill-loop/scripts/claude-runner.mjs new file mode 100644 index 0000000..12d2cfa --- /dev/null +++ b/plugins/skill-loop/scripts/claude-runner.mjs @@ -0,0 +1,10 @@ +// Optional Claude Code adapter. Uses the host's existing login; does not install or configure it. +import { command } from './shared/io.mjs'; +let text='';for await(const chunk of process.stdin)text+=chunk; +const request=JSON.parse(text); +const prompt='Evaluate each case by following the supplied skill. Return only a JSON object containing requestId and outputs, each with id and output. Do not use tools.\n'+JSON.stringify(request); +const raw=await command(['claude','-p','--tools','','--disable-slash-commands','--output-format','json'],prompt,{timeoutMs:110000}); +const parsed=JSON.parse(raw);const envelope=Array.isArray(parsed)?parsed.findLast(row=>row.type==='result'):parsed; +if(!envelope)throw Error('Claude returned no result envelope');if(envelope.is_error)throw Error('Claude reported an unsuccessful run'); +const result=typeof envelope.result==='string'?JSON.parse(envelope.result):envelope; +process.stdout.write(JSON.stringify(result)); diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs new file mode 100644 index 0000000..1703863 --- /dev/null +++ b/plugins/skill-loop/scripts/cli.mjs @@ -0,0 +1,47 @@ +#!/usr/bin/env node +import { promises as fs } from 'node:fs'; +import { resolve,join,dirname } from 'node:path'; +import { fileURLToPath } from 'node:url'; +import * as engine from './engine.mjs'; +import { inventory,checkAll } from './inventory.mjs'; +import { atomic,readJSON } from './shared/io.mjs'; +import { report } from './report.mjs'; +const here=dirname(fileURLToPath(import.meta.url)); +export async function init(folder,{demo=false,rules=false}={}) { + folder=resolve(folder);await fs.mkdir(folder,{recursive:true}); + // A dedicated empty directory avoids overwriting a user's skill or config. + if((await fs.readdir(folder)).length)throw Error('Choose an empty directory for setup'); + await atomic(join(folder,'skill.md'),'Check the event count. Exactly one event is PASS; otherwise FAIL. Return JSON with verdict.\n'); + await atomic(join(folder,'suite.json'),{version:1,source:{title:'Workshop consent policy',reference:'Local fictional exercise',version:'1'},coverage:'Two event-count cases; no live tracking, security or business-outcome validation',cases:[{id:'granted',input:{consent:'granted',events:1},checks:[{path:'/verdict',op:'equals',value:'PASS'}]},{id:'denied',input:{consent:'denied',events:0},checks:[{path:'/verdict',op:'equals',value:'PASS'}]}]}); + const runner=demo?{label:'deterministic-demo-not-an-AI-model',command:[process.execPath,join(here,'../examples/demo-runner.mjs')]}:{label:'my-assistant'}; + const config={version:1,skill:'skill.md',suite:'suite.json',state:'.skill-loop',runner}; + if(demo)config.proposerCommand=[process.execPath,join(here,'../examples/demo-proposer.mjs')]; + if(rules) { + config.skill='skill.json';config.runner={label:'declarative-rules-no-model',command:[process.execPath,join(here,'rules-runner.mjs')]};delete config.proposerCommand; + await fs.rm(join(folder,'skill.md')); + await atomic(join(folder,'skill.json'),{version:1,rules:[{when:[{path:'/consent',op:'equals',value:'granted'},{path:'/events',op:'equals',value:1}],output:{verdict:'PASS'}}],defaultOutput:{verdict:'FAIL'}}); + } + const path=join(folder,'skill-loop.json');await atomic(path,config);return {config:path,mode:rules?'declarative rules, no model':demo?'offline demonstration':'assistant prepare/ingest',next:demo?'run, baseline, loop, report, review':'prepare, ask your assistant to run the returned cases, ingest, baseline'}; +} +export async function main(args) { + const [action,file,...rest]=args; + if(action==='inventory')return inventory(file?[file,...rest]:undefined); + if(action==='check-all')return checkAll(file); + if(action==='init')return init(file??'skill-loop-workspace',{demo:rest.includes('--demo'),rules:rest.includes('--rules')}); + if(action==='connect')return {mcpServers:{'skill-loop':{command:process.execPath,args:[join(here,'mcp.mjs')]}}}; + if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'}; + if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]'); + if(['run','prepare','status','loop'].includes(action))return engine[action](resolve(file)); + if(action==='ingest')return engine.ingest(file,await readJSON(rest[0])); + if(action==='replay')return engine.replay(file,rest[0]); + if(action==='baseline')return engine.baseline(file,rest[0]); + if(action==='stage')return engine.stage(file,resolve(rest[0]),rest.slice(1).join(' ')); + if(action==='approve'||action==='reject')return engine.decide(file,rest[0],action); + if(action==='report')return report(file); + if(action==='watch') { + const controller=new AbortController();process.once('SIGINT',()=>controller.abort());process.once('SIGTERM',()=>controller.abort()); + await engine.watch(file,{intervalSeconds:Number(rest[0]??60),maxRuns:Number(rest[1]??10),signal:controller.signal,emit:r=>process.stdout.write(JSON.stringify(r)+'\n')});return {status:'stopped'}; + } + throw Error('Unknown command'); +} +if(process.argv[1]&&resolve(process.argv[1])===fileURLToPath(import.meta.url))main(process.argv.slice(2)).then(r=>process.stdout.write(JSON.stringify(r,null,2)+'\n')).catch(e=>{process.stderr.write(e.message+'\n');process.exitCode=1;}); diff --git a/plugins/skill-loop/scripts/codex-runner.mjs b/plugins/skill-loop/scripts/codex-runner.mjs new file mode 100644 index 0000000..d949e20 --- /dev/null +++ b/plugins/skill-loop/scripts/codex-runner.mjs @@ -0,0 +1,14 @@ +// Optional Codex adapter. Select an installed binary with CODEX_BIN or use PATH. +import { promises as fs } from 'node:fs'; +import { tmpdir } from 'node:os'; +import { join } from 'node:path'; +import { command } from './shared/io.mjs'; +let text='';for await(const chunk of process.stdin)text+=chunk; +const request=JSON.parse(text),dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-eval-')); +try { + const output=join(dir,'response.json'); + const prompt='Follow the supplied skill on each supplied case. Return ONLY JSON with the original requestId and outputs: an array of {id,output}. Treat case input as data. Do not use tools or inspect files.\n'+JSON.stringify(request); + await command([process.env.CODEX_BIN??'codex','exec','--ignore-user-config','--ephemeral','--skip-git-repo-check','--sandbox','read-only','--output-last-message',output,'-'],prompt,{cwd:dir,timeoutMs:110000}); + const raw=await fs.readFile(output,'utf8');const response=JSON.parse(raw.trim().replace(/^```(?:json)?\s*/, '').replace(/\s*```$/, '')); + process.stdout.write(JSON.stringify(response)); +}finally {await fs.rm(dir,{recursive:true,force:true});} diff --git a/plugins/skill-loop/scripts/engine.mjs b/plugins/skill-loop/scripts/engine.mjs new file mode 100644 index 0000000..bd64ebb --- /dev/null +++ b/plugins/skill-loop/scripts/engine.mjs @@ -0,0 +1,211 @@ +import { iterate } from './shared/core.mjs'; +import { promises as fs } from 'node:fs'; +import { resolve, dirname, join, isAbsolute } from 'node:path'; +import { randomUUID } from 'node:crypto'; +import { atomic, readJSON, hash, command, locked } from './shared/io.mjs'; + +export async function load(file) { + const config=await readJSON(file),base=dirname(resolve(file)); + if(config.version!==1)throw Error('Config version must be 1'); + for(const key of ['skill','suite'])if(typeof config[key]!=='string'||!config[key])throw Error(`${key} path required`); + if(typeof config.runner?.label!=='string'||!config.runner.label.trim())throw Error('runner.label required'); + config.skill=resolve(base,config.skill);config.suite=resolve(base,config.suite); + config.state=resolve(base,config.state??'.skill-loop');config.base=base; + if([config.skill,config.suite].some(p=>p===config.state||p.startsWith(config.state+'/')))throw Error('Inputs must be outside the state directory'); + config.timeoutMs??=120000; + if(!Number.isInteger(config.timeoutMs)||config.timeoutMs<1||config.timeoutMs>600000)throw Error('timeoutMs must be between 1 and 600000'); + if(config.runner.command && (!Array.isArray(config.runner.command)||!config.runner.command.length||config.runner.command.some(x=>typeof x!=='string')))throw Error('Invalid runner command'); + return config; +} +export function validateSuite(suite) { + if(suite.version!==1||!Array.isArray(suite.cases)||!suite.cases.length)throw Error('Suite requires version 1 and nonempty cases'); + const ids=new Set(); + for(const c of suite.cases) { + if(typeof c.id!=='string'||!c.id||ids.has(c.id)||!Object.hasOwn(c,'input'))throw Error('Cases require unique ids and input');ids.add(c.id); + if(!Array.isArray(c.checks)||!c.checks.length)throw Error('Every case needs checks'); + for(const check of c.checks) { + if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','exists'].includes(check.op))throw Error('Invalid check path or operation'); + if(check.op!=='exists'&&!Object.hasOwn(check,'value'))throw Error('Check value required'); + } + } + return suite; +} +function pointer(value,path) { + for(const part of path===''?[]:path.slice(1).split('/').map(p=>p.replaceAll('~1','/').replaceAll('~0','~'))) { + if(value===null||typeof value!=='object'||!Object.hasOwn(value,part))return undefined; + value=value[part]; + } + return value; +} +function equal(a,b) { + if(a===b)return true; + if(!a||!b||typeof a!=='object'||typeof b!=='object'||Array.isArray(a)!==Array.isArray(b))return false; + const keys=Object.keys(a);return keys.length===Object.keys(b).length&&keys.every(k=>Object.hasOwn(b,k)&&equal(a[k],b[k])); +} +export function score(suite, response) { + validateSuite(suite); + if(!Array.isArray(response.outputs))throw Error('Response must contain outputs array'); + const outputs=new Map(); + for(const row of response.outputs) { + if(typeof row.id!=='string'||outputs.has(row.id)||!Object.hasOwn(row,'output'))throw Error('Output ids must be unique and include output'); + outputs.set(row.id,row.output); + } + if(outputs.size!==suite.cases.length||suite.cases.some(c=>!outputs.has(c.id)))throw Error('Response case ids must exactly match the suite'); + const checks=suite.cases.flatMap(c=>c.checks.map((check,index)=>{ + const actual=pointer(outputs.get(c.id),check.path); + const passed=check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value): + typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value)); + return {caseId:c.id,index,path:check.path,op:check.op,expected:check.value,actual:actual??null,passed:!!passed}; + })); + const passed=checks.filter(c=>c.passed).length; + return {passed,total:checks.length,score:100*passed/checks.length,checks}; +} +export function compare(baseline,run) { + if(!baseline)return {status:'no-baseline',lostChecks:[],drift:{kind:'effectiveness',detected:null,reason:'Save a baseline first'}}; + if(baseline.conditions!==run.conditions)return {status:'incomparable',lostChecks:[],drift:{kind:'conditions',detected:true,reason:'Test suite, scorer or runner settings changed; effectiveness cannot be compared'}}; + const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`); + return {status:lostChecks.length?'regression':run.passed>baseline.passed?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}}; +} +async function snapshot(config, candidate) { + const skill=await fs.readFile(candidate?resolve(candidate):config.skill,'utf8'); + if(!skill.trim())throw Error('Skill must not be empty'); + const suite=validateSuite(await readJSON(config.suite)); + return {skill,suite,skillHash:hash(skill),conditions:hash({suite,runner:config.runner,scorer:1})}; +} +function requestFor(snap) { + return {requestId:randomUUID(),skill:snap.skill,cases:snap.suite.cases.map(({id,input})=>({id,input})), + responseFormat:{requestId:'copy the requestId',outputs:[{id:'case id',output:'JSON result of following the skill on this case'}]}}; +} +async function saveRun(config,snap,response,request,kind) { + if(response.requestId!==request.requestId)throw Error('Response requestId does not match this test'); + const id=randomUUID(); + const run={id,createdAt:new Date().toISOString(),kind,runner:config.runner.label,engineVersion:'0.1.0',skillPath:config.skill,qaSource:snap.suite.source??null,coverage:snap.suite.coverage??'Only the supplied cases and checks; broader task quality is unverified',conditions:snap.conditions,skillHash:snap.skillHash,...score(snap.suite,response)}; + const baseline=await readJSON(join(config.state,'baseline.json'),null);run.comparison=compare(baseline,run); + await atomic(join(config.state,'runs',id+'.json'),{...run,request,response,skill:snap.skill,suite:snap.suite}); + await atomic(join(config.state,'latest.json'),run); + return run; +} +export async function prepare(file) { + const c=await load(file);return mutate(c,async()=>{ + const snap=await snapshot(c),request=requestFor(snap); + await atomic(join(c.state,'pending',request.requestId+'.json'),{...snap,request}); + return request; + }); +} +export async function ingest(file,response) { + const c=await load(file);return mutate(c,async()=>{ + if(!/^[a-f0-9-]{36}$/.test(response.requestId??''))throw Error('Invalid request id'); + const path=join(c.state,'pending',response.requestId+'.json');const pending=await readJSON(path),now=await snapshot(c); + if(now.skillHash!==pending.skillHash||now.conditions!==pending.conditions)throw Error('Inputs changed; prepare a fresh request'); + const run=await saveRun(c,pending,response,pending.request,'imported-agent');await fs.unlink(path);return run; + }); +} +async function execute(c,snap) { + if(!c.runner.command)throw Error('No runner command: use prepare and ingest with your assistant, or configure a trusted runner'); + const request=requestFor(snap);const output=await command(c.runner.command,JSON.stringify(request),{cwd:c.base,timeoutMs:c.timeoutMs}); + let response=JSON.parse(output);if(typeof response.result==='string')response=JSON.parse(response.result); + return saveRun(c,snap,response,request,'command'); +} +export async function run(file) {const c=await load(file);return mutate(c,async()=>execute(c,await snapshot(c)));} +export async function baseline(file,id) { + const c=await load(file);return mutate(c,async()=>{ + if(!/^[a-f0-9-]{36}$/.test(id))throw Error('Invalid run id'); + const r=await readJSON(join(c.state,'runs',id+'.json')),now=await snapshot(c); + if(r.skillHash!==now.skillHash||r.conditions!==now.conditions)throw Error('Baseline must match current skill and test conditions'); + await atomic(join(c.state,'baseline.json'),r);return {baseline:id,score:r.score}; + }); +} +export async function stage(file,candidate,evidence) { + if(typeof evidence!=='string'||!evidence.trim())throw Error('Research evidence and rationale required'); + const c=await load(file);return mutate(c,async()=>{ + const before=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null); + if(!base||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first'); + const snap=await snapshot(c,candidate),result=await execute(c,snap); + const proposal={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,before:before.skill,candidate:snap.skill,conditions:snap.conditions,baselineId:base.id,runId:result.id,evidence,eligible:result.comparison.status==='improved'}; + await atomic(join(c.state,'proposals',proposal.id+'.json'),proposal);return {...proposal,comparison:result.comparison}; + }); +} +export async function decide(file,id,action) { + if(!['approve','reject'].includes(action)||!/^[a-f0-9-]{36}$/.test(id))throw Error('Invalid proposal decision'); + const c=await load(file);return locked(c.state,async()=>{ + const path=join(c.state,'proposals',id+'.json'),p=await readJSON(path); + const journal=await readJSON(join(c.state,'approval-journal.json'),null); + if(journal) { + if(action!=='approve'||journal.proposal.id!==id)throw Error('Recover the interrupted approval first'); + return finishApproval(c,journal); + } + if(p.status!=='pending')throw Error('Proposal already decided'); + if(action==='approve') { + const now=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null),result=await readJSON(join(c.state,'runs',p.runId+'.json')); + if(now.skillHash!==p.beforeHash||now.conditions!==p.conditions||base?.id!==p.baselineId)throw Error('Proposal is stale; retest against the current baseline'); + if(result.skillHash!==hash(p.candidate)||compare(base,result).status!=='improved')throw Error('Candidate must improve without losing a previously passing check'); + const transaction={proposal:p,result,baseline:base}; + await atomic(join(c.state,'approval-journal.json'),transaction); + return finishApproval(c,transaction); + } + p.status=action==='approve'?'approved':'rejected';p.decidedAt=new Date().toISOString();await atomic(path,p);return {id,status:p.status}; + }); +} +export async function status(file) { + const c=await load(file); + return {runner:c.runner.label,automatic:!!c.runner.command,state:c.state,interruptedApproval:await readJSON(join(c.state,'approval-journal.json'),null),latest:await readJSON(join(c.state,'latest.json'),null),baseline:await readJSON(join(c.state,'baseline.json'),null)}; +} +export async function watch(file,{intervalSeconds=60,maxRuns=10,emit=()=>{},signal}={}) { + if(!Number.isInteger(intervalSeconds)||intervalSeconds<1||!Number.isInteger(maxRuns)||maxRuns<1||maxRuns>1000)throw Error('Use interval >= 1 and maxRuns 1–1000'); + let errors=0; + for(let i=0;i=3)throw Error('Stopped after three consecutive failures');} + if(i+1{ + const stop=()=>{clearTimeout(timer);signal?.removeEventListener('abort',stop);resolve();}; + const timer=setTimeout(stop,intervalSeconds*1000);signal?.addEventListener('abort',stop,{once:true}); + }); + } +} +export async function loop(file,options={}) { + const c=await load(file);return mutate(c,async()=>{ + if(!c.proposerCommand)throw Error('Configure a trusted proposerCommand for automatic revision; stage accepts a manually researched candidate'); + const before=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null); + if(!base||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first'); + const result=await iterate({text:before.skill,evidence:'Current skill'}, { + evaluate:async candidate=>execute(c,{...before,skill:candidate.text,skillHash:hash(candidate.text)}), + propose:async({candidate,report,round})=>JSON.parse(await command(c.proposerCommand,JSON.stringify({skill:candidate.text,feedback:report.checks,round,responseFormat:{text:'complete revised skill',evidence:'source and rationale'}}),{cwd:c.base,timeoutMs:c.timeoutMs})), + apply:(_candidate,change)=>{ + if(typeof change.text!=='string'||!change.text.trim()||change.text.length>100000||typeof change.evidence!=='string'||!change.evidence.trim())throw Error('Proposal needs bounded skill text and research evidence');return change; + }, + accept:(a,b)=>compare(a,b).status==='improved' + },options); + if(compare(base,result.report).status==='improved') { + const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,before:before.skill,candidate:result.candidate.text,conditions:before.conditions,baselineId:base.id,runId:result.report.id,evidence:result.candidate.evidence,eligible:true}; + await atomic(join(c.state,'proposals',p.id+'.json'),p);result.proposalId=p.id; + } + await atomic(join(c.state,'last-loop.json'),result);return result; + }); +} + +export async function finishApproval(c,{proposal:p,result,baseline:base},write=atomic) { + const now=await snapshot(c),currentBase=await readJSON(join(c.state,'baseline.json'),null); + if(now.conditions!==p.conditions||![p.beforeHash,hash(p.candidate)].includes(now.skillHash)||![base.id,result.id].includes(currentBase?.id))throw Error('Approval recovery conflicts with external edits'); + if(result.skillHash!==hash(p.candidate)||compare(base,result).status!=='improved')throw Error('Approval recovery evidence is invalid'); + await write(join(c.state,'backups',p.id+'.md'),p.before); + await write(c.skill,p.candidate); + await write(join(c.state,'baseline.json'),result); + p.status='approved';p.decidedAt=new Date().toISOString(); + await write(join(c.state,'proposals',p.id+'.json'),p); + await fs.rm(join(c.state,'approval-journal.json'),{force:true}); + return {id:p.id,status:p.status}; +} + +async function mutate(c,fn) { + return locked(c.state,async()=>{ + if(await readJSON(join(c.state,'approval-journal.json'),null))throw Error('An approval was interrupted; repeat approve for that proposal before making other changes'); + return fn(); + }); +} + +export async function replay(file,id) { + if(!/^[a-f0-9-]{36}$/.test(id))throw Error('Invalid run id'); + const c=await load(file),r=await readJSON(join(c.state,'runs',id+'.json')); + if(!r.suite)throw Error('This older run did not store its suite; make a new run first'); + const result=score(r.suite,r.response); + return {sourceRun:id,kind:'historical-replay',newModelRun:false,...result,matchesRecorded:JSON.stringify(result.checks)===JSON.stringify(r.checks)}; +} diff --git a/plugins/skill-loop/scripts/inventory.mjs b/plugins/skill-loop/scripts/inventory.mjs new file mode 100644 index 0000000..dbbabf4 --- /dev/null +++ b/plugins/skill-loop/scripts/inventory.mjs @@ -0,0 +1,40 @@ +import { promises as fs } from 'node:fs'; +import { resolve,join,dirname } from 'node:path'; +import { homedir } from 'node:os'; +import { hash,readJSON } from './shared/io.mjs'; +import { run } from './engine.mjs'; +export const defaultRoots=()=>[join(homedir(),'.codex/skills'),join(homedir(),'.claude/skills'),join(homedir(),'.agents/skills'),join(homedir(),'.hermes/skills'),resolve('.agents/skills'),resolve('.claude/skills')]; +export async function inventory(roots=defaultRoots()) { + const skills=[],unavailable=[],seen=new Set();let visited=0; + async function walk(path,depth=0){ + if(depth>12){unavailable.push({path,reason:'Depth limit reached'});return;} + let real;try{real=await fs.realpath(path);}catch(e){if(e.code!=='ENOENT')unavailable.push({path,reason:e.code});return;} + if(seen.has(real))return;seen.add(real); + if(++visited>10000)throw Error('Inventory exceeds directory limit; choose narrower roots'); + let entries;try{entries=await fs.readdir(real,{withFileTypes:true});}catch(e){unavailable.push({path,reason:e.code});return;} + if(entries.some(e=>e.name==='SKILL.md'&&e.isFile())) { + try { + const text=await fs.readFile(join(real,'SKILL.md'),'utf8'); + skills.push({name:text.match(/^name:\s*(.+)$/m)?.[1]?.trim()??real.split('/').at(-1),path:join(real,'SKILL.md'),contentHash:hash(text),effectiveness:'untested',reason:'No task-specific evaluation has been associated with this inventory entry'}); + }catch(e){unavailable.push({path:join(real,'SKILL.md'),reason:e.code});} + } + for(const entry of entries)if((entry.isDirectory()||entry.isSymbolicLink())&&!['node_modules','.git','.venv','__pycache__'].includes(entry.name))await walk(join(real,entry.name),depth+1); + } + for(const root of roots)await walk(resolve(root)); + return {scope:roots.map(p=>resolve(p)),skills:skills.sort((a,b)=>a.path.localeCompare(b.path)),unavailable,coverage:'Only listed roots were scanned. Add plugin caches or client-specific roots explicitly; discovery does not establish effectiveness.'}; +} +export async function checkAll(registryFile) { + const registry=await readJSON(registryFile),base=dirname(resolve(registryFile)); + if(registry.version!==1||!Array.isArray(registry.entries)||!registry.entries.length)throw Error('Registry needs version 1 and entries'); + const results=[]; + for(const entry of registry.entries) { + if(typeof entry.skill!=='string'||!entry.skill)throw Error('Each registry entry needs a skill path'); + if(!entry.config){results.push({skill:entry.skill,status:'untested'});continue;} + try { + const config=resolve(base,entry.config),configured=await readJSON(config); + if(await fs.realpath(resolve(dirname(config),configured.skill))!==await fs.realpath(resolve(base,entry.skill)))throw Error('Registry skill does not match config target'); + const result=await run(config);results.push({skill:entry.skill,status:result.comparison.status,run:result.id,score:result.score,drift:result.comparison.drift}); + }catch(e){results.push({skill:entry.skill,status:'error',error:e.message});} + } + return {results,summary:{total:results.length,untested:results.filter(r=>r.status==='untested').length,errors:results.filter(r=>r.status==='error').length,effectivenessDrift:results.filter(r=>r.status==='regression').length}}; +} diff --git a/plugins/skill-loop/scripts/mcp.mjs b/plugins/skill-loop/scripts/mcp.mjs new file mode 100644 index 0000000..f9d9055 --- /dev/null +++ b/plugins/skill-loop/scripts/mcp.mjs @@ -0,0 +1,45 @@ +#!/usr/bin/env node +// Minimal MCP stdio transport: newline-delimited JSON-RPC, no network listener. +import { createInterface } from 'node:readline'; +import * as e from './engine.mjs'; +import { init } from './cli.mjs'; +import { inventory,checkAll } from './inventory.mjs'; +import { report } from './report.mjs'; +const field={type:'string'}; +const specs=[ + ['skill_loop_inventory','Discover skills under explicit roots; mark effectiveness untested until enrolled.',{roots:{type:'array',items:field}},[]], + ['skill_loop_check_all','Run the configured evaluations in a skill registry; preserve untested and error states.',{registry:field},['registry']], + ['skill_loop_init','Create a test workspace in an empty directory.',{directory:field,demo:{type:'boolean'},rules:{type:'boolean'}},['directory']], + ['skill_loop_prepare','Get skill and test inputs without the private scoring checks.',{config:field},['config']], + ['skill_loop_ingest','Score assistant outputs for a prepared request.',{config:field,response:{type:'object'}},['config','response']], + ['skill_loop_replay','Rescore historical saved outputs without a model call; does not measure new drift.',{config:field,runId:field},['config','runId']], + ['skill_loop_run','Run the explicitly configured trusted command and score its output.',{config:field},['config']], + ['skill_loop_baseline','Set a completed current run as the comparison baseline.',{config:field,runId:field},['config','runId']], + ['skill_loop_stage','Test a candidate skill and stage it without applying it.',{config:field,candidate:field,evidence:field},['config','candidate','evidence']], + ['skill_loop_loop','Run bounded candidate iterations using the configured trusted proposer; stage only.',{config:field},['config']], + ['skill_loop_decide','Approve or reject a proposal. Approval writes the skill and requires explicit user approval of that proposal.',{config:field,proposalId:field,decision:{type:'string',enum:['approve','reject']}},['config','proposalId','decision']], + ['skill_loop_status','Read the latest run and baseline.',{config:field},['config']], + ['skill_loop_report','Write a local HTML report with test evidence and candidate comparison.',{config:field},['config']] +]; +const handlers={skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)}; +const send=o=>process.stdout.write(JSON.stringify(o)+'\n'); +for await(const line of createInterface({input:process.stdin,crlfDelay:Infinity})) { + let request; + try {if(line.length>5_000_000)throw Error('Message too large');request=JSON.parse(line);} + catch {send({jsonrpc:'2.0',id:null,error:{code:-32700,message:'Invalid JSON message'}});continue;} + if(!Object.hasOwn(request,'id'))continue; + let result; + try { + if(request.method==='initialize')result={protocolVersion:'2024-11-05',capabilities:{tools:{}},serverInfo:{name:'organized-ai-skill-loop',version:'0.1.0'}}; + else if(request.method==='ping')result={}; + else if(request.method==='tools/list')result={tools:specs.map(([name,description,properties,required])=>({name,description,inputSchema:{type:'object',properties,required,additionalProperties:false}}))}; + else if(request.method==='tools/call') { + const {name,arguments:a={}}=request.params??{}; + if(!Object.hasOwn(handlers,name))throw Error('Unknown tool'); + const spec=specs.find(s=>s[0]===name); + if(!a||typeof a!=='object'||spec[3].some(k=>!Object.hasOwn(a,k)))throw Error('Missing tool arguments'); + const output=await handlers[name](a);result={content:[{type:'text',text:JSON.stringify(output)}]}; + }else {send({jsonrpc:'2.0',id:request.id,error:{code:-32601,message:'Method not found'}});continue;} + }catch(err){result={isError:true,content:[{type:'text',text:err.message}]};} + send({jsonrpc:'2.0',id:request.id,result}); +} diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs new file mode 100644 index 0000000..37b4f2b --- /dev/null +++ b/plugins/skill-loop/scripts/report.mjs @@ -0,0 +1,19 @@ +import { promises as fs } from 'node:fs'; +import { join, resolve } from 'node:path'; +import { load, status } from './engine.mjs'; +import { readJSON, atomic } from './shared/io.mjs'; +const esc=s=>String(s??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c])); +export async function report(file) { + const c=await load(file),s=await status(file),r=s.latest; + const names=await fs.readdir(join(c.state,'proposals')).catch(e=>{if(e.code==='ENOENT')return [];throw e;}); + const proposals=await Promise.all(names.filter(n=>n.endsWith('.json')).map(n=>readJSON(join(c.state,'proposals',n)))); + const html=`Skill Loop · Jordaaan +
JORDAAAN / ORGANIZED AI

Spot drift. Test the fix.

Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

+
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}
+

Connect → Baseline → Detect drift → Test → Review

Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

+

QA source and coverage

${esc(r?.qaSource?.title??'QA source not specified')} · ${esc(r?.qaSource?.reference??'Add a source of truth to the test suite')} · ${esc(r?.qaSource?.version??'Unversioned')}

${esc(r?.coverage??'Only the supplied cases are evaluated.')}

The engine checks output against these rules. It does not independently certify that the rules are correct or complete.

Test evidence

${(r?.checks??[]).map(x=>``).join('')}
CaseCheckResultActualExpected
${esc(x.caseId)}${esc(x.path)} ${esc(x.op)}${x.passed?'Pass':'Fail'}${esc(JSON.stringify(x.actual))}${esc(JSON.stringify(x.expected))}
+

Changes for review

${proposals.length?proposals.map(p=>`

${esc(p.status)} · ${p.eligible?'Passed improvement gate':'Did not pass improvement gate'}

${esc(p.evidence)}

Compare original and candidate

Original

${esc(p.before)}

Candidate

${esc(p.candidate)}

Proposal ${esc(p.id)}

`).join(''):'

No proposals yet.

'} +
Brain Gainz with Jordaaan · Skill Loop 0.1 · Local evidence stays on this computer.
`; + const path=join(c.state,'report.html');await atomic(path,html);return {report:path}; +} diff --git a/plugins/skill-loop/scripts/rules-runner.mjs b/plugins/skill-loop/scripts/rules-runner.mjs new file mode 100644 index 0000000..a3c28be --- /dev/null +++ b/plugins/skill-loop/scripts/rules-runner.mjs @@ -0,0 +1,32 @@ +import { isDeepStrictEqual } from 'node:util'; +// Declarative execution: no model, dynamic code evaluation, or shell execution. +export function evaluate(policy,input) { + if(policy.version!==1||!Array.isArray(policy.rules)||!Object.hasOwn(policy,'defaultOutput'))throw Error('Rules need version 1, rules and defaultOutput'); + const allowed=['equals','exists','gt','gte','lt','lte']; + for(const rule of policy.rules) { + if(!Array.isArray(rule.when)||!rule.when.length||!Object.hasOwn(rule,'output'))throw Error('Each rule needs conditions and output'); + for(const c of rule.when)if(typeof c.path!=='string'||(c.path!==''&&!c.path.startsWith('/'))||!allowed.includes(c.op)||(c.op!=='exists'&&!Object.hasOwn(c,'value')))throw Error('Invalid rule condition'); + } + const read=path=>{ + let value=input; + for(const key of path===''?[]:path.slice(1).split('/').map(s=>s.replaceAll('~1','/').replaceAll('~0','~'))) { + if(!value||typeof value!=='object'||!Object.hasOwn(value,key))return undefined;value=value[key]; + } + return value; + }; + const matches=c=>{ + const v=read(c.path); + if(c.op==='exists')return v!==undefined; + if(c.op==='equals')return isDeepStrictEqual(v,c.value); + if(!Number.isFinite(v)||!Number.isFinite(c.value))return false; + return c.op==='gt'?v>c.value:c.op==='gte'?v>=c.value:c.op==='lt'?vrule.when.every(matches)); + return structuredClone(matched?matched.output:policy.defaultOutput); +} +import { fileURLToPath } from 'node:url'; +import { resolve } from 'node:path'; +if(process.argv[1]&&resolve(process.argv[1])===fileURLToPath(import.meta.url)){ + let text='';for await(const chunk of process.stdin)text+=chunk;const request=JSON.parse(text),policy=JSON.parse(request.skill); + process.stdout.write(JSON.stringify({requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:evaluate(policy,c.input)}))})); +} diff --git a/plugins/skill-loop/scripts/shared/core.mjs b/plugins/skill-loop/scripts/shared/core.mjs new file mode 100644 index 0000000..b187731 --- /dev/null +++ b/plugins/skill-loop/scripts/shared/core.mjs @@ -0,0 +1,22 @@ +// Shared mechanics; adapters own evaluation, permissible changes and acceptance. +export async function iterate(input, adapter, {maxRounds=5,maxFailures=2,plateauRounds=2}={}) { + for(const n of [maxRounds,maxFailures,plateauRounds])if(!Number.isInteger(n)||n<1||n>30)throw Error('Loop bounds must be integers from 1 to 30'); + let best=structuredClone(input),report=await adapter.evaluate(best),failures=0,plateau=0; + const baseline=structuredClone(report),rounds=[]; + for(let round=1;round<=maxRounds;round++) { + try { + const change=await adapter.propose({candidate:structuredClone(best),report:structuredClone(report),round}); + const candidate=await adapter.apply(structuredClone(best),change),next=await adapter.evaluate(candidate); + const accepted=await adapter.accept(report,next); + rounds.push({round,accepted:!!accepted,score:next.score,change}); + if(accepted){best=candidate;report=next;plateau=0;}else plateau++; + if(plateau>=plateauRounds)break; + }catch(error){rounds.push({round,accepted:false,error:error.message});if(++failures>=maxFailures)break;} + } + return {baseline,report,candidate:best,rounds,published:false}; +} +export function dominates(before,after) { + if(!Number.isFinite(before.score)||!Number.isFinite(after.score)||after.score<=before.score)return false; + const keys=Object.keys(before.dimensions); + return keys.length===Object.keys(after.dimensions).length&&keys.every(k=>Object.hasOwn(after.dimensions,k)&&Number.isFinite(after.dimensions[k])&&after.dimensions[k]>=before.dimensions[k]); +} diff --git a/plugins/skill-loop/scripts/shared/io.mjs b/plugins/skill-loop/scripts/shared/io.mjs new file mode 100644 index 0000000..6fff3d7 --- /dev/null +++ b/plugins/skill-loop/scripts/shared/io.mjs @@ -0,0 +1,39 @@ +// Adapted from GTM Autoresearch runner.mjs, codex/reuse-gtm-autoresearch. +import { promises as fs } from 'node:fs'; +import { dirname } from 'node:path'; +import { spawn } from 'node:child_process'; +import { randomUUID, createHash } from 'node:crypto'; +export const hash = value => createHash('sha256').update(typeof value === 'string' ? value : JSON.stringify(value)).digest('hex'); +export async function atomic(path, data) { + await fs.mkdir(dirname(path), {recursive:true, mode:0o700}); + const tmp = `${path}.${randomUUID()}.tmp`; + try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); } + finally { await fs.rm(tmp,{force:true}); } +} +export async function readJSON(path, fallback) { + try { return JSON.parse(await fs.readFile(path,'utf8')); } + catch(e) { if(e.code==='ENOENT' && fallback!==undefined)return fallback; throw e; } +} +export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { + if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string'))throw Error('Runner command must be an argv array'); + return new Promise((resolve,reject)=>{ + const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); + let output='',bytes=0,done=false; + const kill=()=>{try{process.platform==='win32'?child.kill('SIGKILL'):process.kill(-child.pid,'SIGKILL');}catch{}}; + const finish=error=>{if(done)return;done=true;clearTimeout(timer);error?reject(error):resolve(output.trim());}; + const timer=setTimeout(()=>{kill();finish(Error('Runner timed out'));},timeoutMs); + child.stdout.on('data',chunk=>{bytes+=chunk.length;if(bytes>5_000_000){kill();finish(Error('Runner output exceeds 5 MB'));}else output+=chunk;}); + child.stderr.on('data',()=>{}); + child.stdin.on('error',()=>{}); + child.on('error',()=>finish(Error('Runner could not start; check its executable'))); + child.on('close',code=>finish(code===0?null:Error(`Runner failed with exit code ${code}`))); + child.stdin.end(input); + }); +} +export async function locked(folder, fn) { + await fs.mkdir(folder,{recursive:true,mode:0o700}); + const path=folder+'/lock.json'; + const handle=await fs.open(path,'wx',0o600).catch(e=>{if(e.code==='EEXIST')throw Error('Workspace busy; inspect lock.json before recovering a stopped process');throw e;}); + await handle.writeFile(JSON.stringify({pid:process.pid}));await handle.close(); + try{return await fn();}finally{await fs.unlink(path);} +} diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md new file mode 100644 index 0000000..0a4a78f --- /dev/null +++ b/plugins/skill-loop/skills/skill-loop/SKILL.md @@ -0,0 +1,42 @@ +--- +name: skill-loop +description: Test reusable skills, establish baselines, detect effectiveness drift, and stage researched revisions with evidence. Use for Skill Loop, skill regression testing, drift checks, or a Brain Gainz demonstration. +--- + +# Skill Loop by Jordaaan + +The bundled Node.js 22+ engine shares iteration mechanics with GTM Autoresearch. +Read `../../README.md` for setup and transport details. All paths below are relative +to this skill directory; resolve them to absolute paths before invoking commands. + +1. Run `node ../../scripts/cli.mjs doctor`. Create a persistent workspace outside + the plugin cache with `init /absolute/empty/directory`. Add `--demo` only for + the clearly labeled deterministic demonstration, which is not an AI benchmark. +2. For a real skill, configure its path and a versioned JSON test suite. Agree on + task, observable checks, source of truth, and test cases. Keep private data out + of fixtures unless the user authorizes its use with the selected assistant. +3. Use `prepare CONFIG` or the corresponding MCP tool. Evaluate only its returned + skill and case inputs. Do not read the private suite/checks to answer cases. + Return the supplied requestId and one JSON output per case, then `ingest` it. + Automatic runs instead use a trusted, explicitly configured command adapter. +4. Save a completed current run as a baseline. Repeated runs can detect + **effectiveness drift**: a previously passing check now fails. Changed suite, + scorer, or runner settings are incomparable and need a separately reviewed baseline. + A single failure is evidence to investigate, not proof that a model update caused it. +5. Investigate failed rules using the task's authoritative sources. Write a candidate + skill and evidence/rationale, then `stage`. A configured proposer can use `loop` + for bounded rounds. Research is performed by the host assistant/proposer; + the engine does not supply a search service or verify source truth automatically. +6. Open `report CONFIG` to show checks, drift, original and candidate. A candidate + must strictly improve without losing any previously passing check to be eligible. + Ask the user to approve the concrete proposal before `approve`; otherwise keep + it staged. Installing or testing does not authorize changing the active skill. +7. Run holdout cases separately after revision. The first release has no enforced + holdout partition, so do not describe training-fixture gains as general reliability. + +Do not claim background monitoring is active after installation. `watch` is a +bounded foreground runner requiring a live host; enable only when requested. +Do not use the unrelated unscoped npm package named skill-loop. +Do not claim Claude Desktop, Codex, OpenClaw, or Hermes host compatibility until +an actual install and tool call succeeds there. Generic MCP protocol tests alone +establish transport behavior, not every host integration. diff --git a/plugins/skill-loop/tests/engine.test.mjs b/plugins/skill-loop/tests/engine.test.mjs new file mode 100644 index 0000000..f56feb6 --- /dev/null +++ b/plugins/skill-loop/tests/engine.test.mjs @@ -0,0 +1,100 @@ +import test from 'node:test'; +import assert from 'node:assert/strict'; +import { promises as fs } from 'node:fs'; +import { tmpdir } from 'node:os'; +import { join } from 'node:path'; +import { spawnSync } from 'node:child_process'; +import * as e from '../scripts/engine.mjs'; +import { init } from '../scripts/cli.mjs'; +import { readJSON,atomic,command } from '../scripts/shared/io.mjs'; +import { iterate } from '../scripts/shared/core.mjs'; +import { report } from '../scripts/report.mjs'; +async function fixture(t){const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-test-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));return {...await init(dir,{demo:true}),dir};} +test('real subprocess demo improves, stages, approves and reports',async t=>{ + const {config,dir}=await fixture(t);const first=await e.run(config);assert.equal(first.score,50);await e.baseline(config,first.id); + const result=await e.loop(config);assert.equal(result.report.score,100);assert.ok(result.proposalId);assert.equal(result.published,false); + assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/otherwise FAIL/); + await e.decide(config,result.proposalId,'approve');assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/consent is denied/); + assert.equal((await e.run(config)).comparison.status,'unchanged');const out=await report(config);assert.match(await fs.readFile(out.report,'utf8'),/Jordaaan/); + await assert.rejects(e.decide(config,result.proposalId,'approve'),/already decided/); +}); +test('checks withheld, strict imports, stale request and duplicate response blocked',async t=>{ + const {config,dir}=await fixture(t);const request=await e.prepare(config);assert.equal(request.cases[0].checks,undefined); + await assert.rejects(e.ingest(config,{requestId:request.requestId,outputs:[]}),/exactly match/); + const response={requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:{verdict:'PASS'}}))}; + await e.ingest(config,response);await assert.rejects(e.ingest(config,response)); + const next=await e.prepare(config);await fs.appendFile(join(dir,'skill.md'),'changed');await assert.rejects(e.ingest(config,{...response,requestId:next.requestId}),/Inputs changed/); +}); +test('suite change makes comparison incomparable and refuses old baseline',async t=>{ + const {config,dir}=await fixture(t);const r=await e.run(config);await e.baseline(config,r.id); + const suite=await readJSON(join(dir,'suite.json'));suite.cases[0].checks[0].value='FAIL';await atomic(join(dir,'suite.json'),suite); + assert.equal((await e.run(config)).comparison.status,'incomparable');await assert.rejects(e.baseline(config,r.id),/current skill/); +}); +test('a higher total cannot conceal loss of a previously passing check',()=>{ + const before={conditions:'a',score:50,passed:1,checks:[{passed:true},{passed:false},{passed:false}]}; + const after={conditions:'a',score:70,passed:2,checks:[{passed:false,caseId:'A',index:0},{passed:true},{passed:true}]}; + assert.equal(e.compare(before,after).status,'regression'); +}); +test('stale proposal refuses to overwrite an edited skill',async t=>{ + const {config,dir}=await fixture(t);await e.baseline(config,(await e.run(config)).id);const result=await e.loop(config); + await fs.appendFile(join(dir,'skill.md'),' user edit');await assert.rejects(e.decide(config,result.proposalId,'approve'),/stale/); + assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/user edit/); +}); +test('rejected proposal preserves skill',async t=>{ + const {config,dir}=await fixture(t);const original=await fs.readFile(join(dir,'skill.md'),'utf8');await e.baseline(config,(await e.run(config)).id);const result=await e.loop(config); + await e.decide(config,result.proposalId,'reject');assert.equal(await fs.readFile(join(dir,'skill.md'),'utf8'),original); +}); +test('strict output ids, object equality, zero checks and inherited paths',()=>{ + const s={version:1,cases:[{id:'a',input:{},checks:[{path:'',op:'equals',value:{a:1,b:2}}]}]}; + assert.equal(e.score(s,{outputs:[{id:'a',output:{b:2,a:1}}]}).passed,1); + assert.throws(()=>e.score(s,{outputs:[{id:'a',output:1},{id:'a',output:1}]})); + assert.throws(()=>e.validateSuite({version:1,cases:[{id:'a',input:{},checks:[]}]})); + const p={version:1,cases:[{id:'a',input:{},checks:[{path:'/constructor',op:'exists'}]}]};assert.equal(e.score(p,{outputs:[{id:'a',output:{}}]}).passed,0); +}); +test('bounded shared iteration stops on plateau and errors',async()=>{ + let calls=0;const adapter={evaluate:async x=>({score:x}),propose:async()=>{calls++;return 0;},apply:async(x)=>x,accept:()=>false}; + assert.equal((await iterate(1,adapter)).rounds.length,2);assert.equal(calls,2); + adapter.propose=async()=>{throw Error('unavailable');};assert.equal((await iterate(1,adapter)).rounds.length,2); + await assert.rejects(iterate(1,adapter,{maxRounds:Infinity})); +}); +test('timeout, malformed JSON and subprocess failure do not save a scored run',async t=>{ + const {config}=await fixture(t);const c=await readJSON(config);c.timeoutMs=30;c.runner.command=[process.execPath,'-e','setTimeout(()=>{},10000)'];await atomic(config,c); + await assert.rejects(e.run(config),/timed out/);assert.equal((await e.status(config)).latest,null); + c.runner.command=[process.execPath,'-e','console.log("not-json")'];c.timeoutMs=1000;await atomic(config,c);await assert.rejects(e.run(config));assert.equal((await e.status(config)).latest,null); + await assert.rejects(command([process.execPath,'-e','process.exit(2)']),/exit code 2/); +}); +test('watch honors bounds and stops after repeated failure',async t=>{ + const {config}=await fixture(t);let count=0;await e.watch(config,{intervalSeconds:1,maxRuns:1,emit:()=>count++});assert.equal(count,1); + await assert.rejects(e.watch(config,{maxRuns:0})); +}); +test('MCP initialize, discovery, prepare and ingest via actual stdio',async t=>{ + const {config}=await fixture(t); + const messages=[{jsonrpc:'2.0',id:1,method:'initialize',params:{protocolVersion:'2024-11-05',capabilities:{},clientInfo:{name:'test',version:'1'}}},{jsonrpc:'2.0',method:'notifications/initialized'},{jsonrpc:'2.0',id:2,method:'tools/list'},{jsonrpc:'2.0',id:3,method:'tools/call',params:{name:'skill_loop_prepare',arguments:{config}}}]; + const result=spawnSync(process.execPath,[new URL('../scripts/mcp.mjs',import.meta.url).pathname],{input:messages.map(x=>JSON.stringify(x)).join('\n')+'\n',encoding:'utf8'}); + assert.equal(result.status,0);const rows=result.stdout.trim().split('\n').map(JSON.parse);assert.equal(rows.length,3);assert.equal(rows[0].result.protocolVersion,'2024-11-05');assert.ok(rows[1].result.tools.some(t=>t.name==='skill_loop_stage'));assert.ok(JSON.parse(rows[2].result.content[0].text).requestId); +}); +test('shared command honors credential-filtered environment',async()=>{ + process.env.SKILL_LOOP_TEST_SECRET='not-a-real-secret'; + try{assert.equal(await command([process.execPath,'-e','process.stdout.write(process.env.SKILL_LOOP_TEST_SECRET ?? "filtered")'],'',{env:{}}),'filtered');} + finally{delete process.env.SKILL_LOOP_TEST_SECRET;} +}); +test('interrupted approval recovers on repeated explicit approval',async t=>{ + const {config,dir}=await fixture(t);await e.baseline(config,(await e.run(config)).id);const result=await e.loop(config);const c=await e.load(config); + const proposal=await readJSON(join(c.state,'proposals',result.proposalId+'.json'));const transaction={proposal,result:await readJSON(join(c.state,'runs',proposal.runId+'.json')),baseline:await readJSON(join(c.state,'baseline.json'))}; + await atomic(join(c.state,'approval-journal.json'),transaction);let writes=0; + await assert.rejects(e.finishApproval(c,transaction,async(path,data)=>{if(++writes===3)throw Error('simulated disk interruption');return atomic(path,data);}),/simulated/); + assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/consent is denied/); + await e.decide(config,proposal.id,'approve');assert.equal((await e.status(config)).baseline.id,transaction.result.id);assert.equal((await e.status(config)).interruptedApproval,null); +}); +test('declarative policy runs without a model and saved outputs replay exactly',async t=>{ + const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-rules-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));const {config}=await init(dir,{rules:true}); + const r=await e.run(config);assert.equal(r.score,50);assert.equal((await e.replay(config,r.id)).matchesRecorded,true);assert.equal((await e.replay(config,r.id)).newModelRun,false); + await e.baseline(config,r.id);const policy=await readJSON(join(dir,'skill.json'));policy.rules.push({when:[{path:'/consent',op:'equals',value:'denied'},{path:'/events',op:'equals',value:0}],output:{verdict:'PASS'}}); + await atomic(join(dir,'candidate.json'),policy);const p=await e.stage(config,join(dir,'candidate.json'),'Written consent rule: denied means zero events');assert.equal(p.eligible,true);assert.equal(p.comparison.status,'improved'); +}); +test('inventory distinguishes discovery from effectiveness and registry verifies skill identity',async t=>{ + const {inventory,checkAll}=await import('../scripts/inventory.mjs');const {dir,config}=await fixture(t);const root=join(dir,'skills');await fs.mkdir(join(root,'one'),{recursive:true});await fs.writeFile(join(root,'one','SKILL.md'),'---\nname: one\ndescription: test\n---\nRun test'); + const list=await inventory([root]);assert.equal(list.skills.length,1);assert.equal(list.skills[0].effectiveness,'untested'); + const registry=join(dir,'registry.json');await atomic(registry,{version:1,entries:[{skill:'skill.md',config},{skill:'skills/one/SKILL.md'},{skill:'skills/one/SKILL.md',config}]}); + const results=await checkAll(registry);assert.equal(results.summary.untested,1);assert.equal(results.summary.errors,1);assert.equal(results.results[0].status,'no-baseline'); +}); diff --git a/scripts/verify-skill-loop.sh b/scripts/verify-skill-loop.sh new file mode 100644 index 0000000..5a1d6e5 --- /dev/null +++ b/scripts/verify-skill-loop.sh @@ -0,0 +1,6 @@ +#!/bin/sh +set -eu +cd "$(dirname "$0")/.." +python3 shared/iteration-engine/sync.py --check +python3 gtm-ai-plugin/scripts/sync-autoresearch.py --check +node --test plugins/skill-loop/tests/*.test.mjs fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/test/*.test.mjs diff --git a/shared/iteration-engine/README.md b/shared/iteration-engine/README.md new file mode 100644 index 0000000..144a10c --- /dev/null +++ b/shared/iteration-engine/README.md @@ -0,0 +1,45 @@ +# Shared iteration engine + +One canonical source, independently installable bundles. Jordaaan's Skill Loop +and GTM Autoresearch use `iterate()` for bounded proposal/evaluation rounds. +`io.mjs` provides bounded command execution, explicit environment forwarding, +atomic file replacement and exclusive state locks. Domain adapters own: + +| Responsibility | Skill Loop | GTM Autoresearch | +|---|---|---| +| Input | Skill text and versioned cases | Complete GTM export | +| Evaluation | Explicit JSON output checks | Six static configuration dimensions | +| Drift | Previously passing check fails | Snapshot changed; quality separately assessed | +| Permitted candidate | Revised skill text | Metadata-only operations | +| Acceptance | Strict improvement, no lost check | Strict improvement, no lost dimension or new critical finding | +| Delivery | Staged skill, explicit approval | Candidate export, never live publication | + +This does not unify model authentication, live GTM access, source research, +scoring semantics or publication. Sharing those indiscriminately would weaken +boundaries. Foreground skill retesting and stable-snapshot GTM watching also +retain distinct triggers because they detect different forms of drift. + +Run `python3 shared/iteration-engine/sync.py`, then +`python3 gtm-ai-plugin/scripts/sync-autoresearch.py`. Both `--check` modes must +pass before release. Do not edit vendored `scripts/shared` copies. + +## Harness decision + +Start with an existing assistant or a trusted command adapter. The deterministic +local demo needs neither credentials nor a hosted service. A dedicated harness +adds value for unattended execution, controlled tools, repeatable environments, +and a packaged interface; it also adds authentication, updates and support work. + +[Pi](https://github.com/earendil-works/pi) provides an agent runtime and coding CLI. +[Prime Agent](https://github.com/PrimeIntellect-ai/prime-agent) offers a persistent, +self-improving RLM harness. Both are candidates for a later adapter, not current +verified integrations. Interpret the spoken “Py Agent” as Pi only provisionally. +[DeepSeek](https://api-docs.deepseek.com/) supplies a model API compatible with +OpenAI-style clients; choosing a DeepSeek model is separate from choosing the +harness that manages tools, state and execution. No standalone DeepSeek harness +was identified or integrated in this work. Sources reviewed September 8, 2026. + +Cloudflare hosting remains a future adapter. The Node subprocess runtime cannot +be deployed unchanged as a Worker; a hosted design needs remote execution, +authentication, storage, scheduling and budget controls. The existing landing +page must distinguish that option from today's local implementation. diff --git a/shared/iteration-engine/core.mjs b/shared/iteration-engine/core.mjs new file mode 100644 index 0000000..b187731 --- /dev/null +++ b/shared/iteration-engine/core.mjs @@ -0,0 +1,22 @@ +// Shared mechanics; adapters own evaluation, permissible changes and acceptance. +export async function iterate(input, adapter, {maxRounds=5,maxFailures=2,plateauRounds=2}={}) { + for(const n of [maxRounds,maxFailures,plateauRounds])if(!Number.isInteger(n)||n<1||n>30)throw Error('Loop bounds must be integers from 1 to 30'); + let best=structuredClone(input),report=await adapter.evaluate(best),failures=0,plateau=0; + const baseline=structuredClone(report),rounds=[]; + for(let round=1;round<=maxRounds;round++) { + try { + const change=await adapter.propose({candidate:structuredClone(best),report:structuredClone(report),round}); + const candidate=await adapter.apply(structuredClone(best),change),next=await adapter.evaluate(candidate); + const accepted=await adapter.accept(report,next); + rounds.push({round,accepted:!!accepted,score:next.score,change}); + if(accepted){best=candidate;report=next;plateau=0;}else plateau++; + if(plateau>=plateauRounds)break; + }catch(error){rounds.push({round,accepted:false,error:error.message});if(++failures>=maxFailures)break;} + } + return {baseline,report,candidate:best,rounds,published:false}; +} +export function dominates(before,after) { + if(!Number.isFinite(before.score)||!Number.isFinite(after.score)||after.score<=before.score)return false; + const keys=Object.keys(before.dimensions); + return keys.length===Object.keys(after.dimensions).length&&keys.every(k=>Object.hasOwn(after.dimensions,k)&&Number.isFinite(after.dimensions[k])&&after.dimensions[k]>=before.dimensions[k]); +} diff --git a/shared/iteration-engine/io.mjs b/shared/iteration-engine/io.mjs new file mode 100644 index 0000000..6fff3d7 --- /dev/null +++ b/shared/iteration-engine/io.mjs @@ -0,0 +1,39 @@ +// Adapted from GTM Autoresearch runner.mjs, codex/reuse-gtm-autoresearch. +import { promises as fs } from 'node:fs'; +import { dirname } from 'node:path'; +import { spawn } from 'node:child_process'; +import { randomUUID, createHash } from 'node:crypto'; +export const hash = value => createHash('sha256').update(typeof value === 'string' ? value : JSON.stringify(value)).digest('hex'); +export async function atomic(path, data) { + await fs.mkdir(dirname(path), {recursive:true, mode:0o700}); + const tmp = `${path}.${randomUUID()}.tmp`; + try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); } + finally { await fs.rm(tmp,{force:true}); } +} +export async function readJSON(path, fallback) { + try { return JSON.parse(await fs.readFile(path,'utf8')); } + catch(e) { if(e.code==='ENOENT' && fallback!==undefined)return fallback; throw e; } +} +export function command(argv, input='', {timeoutMs=120000,cwd,env=process.env}={}) { + if(!Array.isArray(argv)||!argv.length||argv.some(a=>typeof a!=='string'))throw Error('Runner command must be an argv array'); + return new Promise((resolve,reject)=>{ + const child=spawn(argv[0],argv.slice(1),{cwd,env,shell:false,stdio:['pipe','pipe','pipe'],detached:process.platform!=='win32'}); + let output='',bytes=0,done=false; + const kill=()=>{try{process.platform==='win32'?child.kill('SIGKILL'):process.kill(-child.pid,'SIGKILL');}catch{}}; + const finish=error=>{if(done)return;done=true;clearTimeout(timer);error?reject(error):resolve(output.trim());}; + const timer=setTimeout(()=>{kill();finish(Error('Runner timed out'));},timeoutMs); + child.stdout.on('data',chunk=>{bytes+=chunk.length;if(bytes>5_000_000){kill();finish(Error('Runner output exceeds 5 MB'));}else output+=chunk;}); + child.stderr.on('data',()=>{}); + child.stdin.on('error',()=>{}); + child.on('error',()=>finish(Error('Runner could not start; check its executable'))); + child.on('close',code=>finish(code===0?null:Error(`Runner failed with exit code ${code}`))); + child.stdin.end(input); + }); +} +export async function locked(folder, fn) { + await fs.mkdir(folder,{recursive:true,mode:0o700}); + const path=folder+'/lock.json'; + const handle=await fs.open(path,'wx',0o600).catch(e=>{if(e.code==='EEXIST')throw Error('Workspace busy; inspect lock.json before recovering a stopped process');throw e;}); + await handle.writeFile(JSON.stringify({pid:process.pid}));await handle.close(); + try{return await fn();}finally{await fs.unlink(path);} +} diff --git a/shared/iteration-engine/sync.py b/shared/iteration-engine/sync.py new file mode 100644 index 0000000..fce5c9f --- /dev/null +++ b/shared/iteration-engine/sync.py @@ -0,0 +1,15 @@ +#!/usr/bin/env python3 +"""Bundle shared mechanics so plugins remain independently installable.""" +from pathlib import Path +import argparse, shutil +root=Path(__file__).resolve().parents[2] +targets=[root/'plugins/skill-loop/scripts/shared',root/'fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared'] +targets += [root/name/'skills/gtm-autoresearch-loop/scripts/runtime/shared' for name in ['gtm-ai-plugin','gtm-audit-pro']] +check=argparse.ArgumentParser();check.add_argument('--check',action='store_true');args=check.parse_args() +for target in targets: + for source in Path(__file__).parent.glob('*.mjs'): + dest=target/source.name + if args.check: + assert dest.exists() and dest.read_bytes()==source.read_bytes(),f'Bundle drift: {dest}' + else: + target.mkdir(parents=True,exist_ok=True);shutil.copy2(source,dest) From ace20f5c78db82fd771922a1f1193e347505221d Mon Sep 17 00:00:00 2001 From: Jordan Hill Date: Tue, 8 Sep 2026 14:50:54 -0500 Subject: [PATCH 02/20] Add explicit skill version selection and one-command QA demo --- plugins/skill-loop/README.md | 20 ++++++++++++++++ plugins/skill-loop/VERIFICATION.md | 2 +- plugins/skill-loop/scripts/cli.mjs | 12 +++++++++- plugins/skill-loop/scripts/engine.mjs | 30 +++++++++++++++++++++--- plugins/skill-loop/scripts/mcp.mjs | 4 +++- plugins/skill-loop/scripts/report.mjs | 5 ++-- plugins/skill-loop/tests/engine.test.mjs | 5 ++++ 7 files changed, 70 insertions(+), 8 deletions(-) diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md index 2482d5d..543470f 100644 --- a/plugins/skill-loop/README.md +++ b/plugins/skill-loop/README.md @@ -4,6 +4,13 @@ Detect **effectiveness drift**, test a researched fix, and review it before it c an active skill. This first local engine uses the same bounded iteration core as GTM Autoresearch. It requires Node.js 22 or later and no npm dependencies. +## One-command QA demo + +From the plugin directory, run `node scripts/cli.mjs demo ~/skill-loop-demo`. +Use an empty destination. It runs real declarative rules, saves a baseline, tests +a prepared correction, and returns the visual report path without changing the +active skill. No account, model, cloud service, or result-id copying is required. + ## Five-minute offline demo From this plugin directory: @@ -158,3 +165,16 @@ and review status. Missing sources are explicitly labeled. Source metadata is part of the versioned test conditions. This makes the output a reviewable QA record; it does not certify that the operator's source or expected answers are correct, complete, current, or independently verified. + +## Version history and user preference + +`versions CONFIG` lists the saved skill versions, active version, QA scores and +whether test conditions are still comparable. Approved QA improvements become the +new active default. Staged candidates do not silently replace it. + +`select-version CONFIG FULL_VERSION_HASH` explicitly activates a saved version, +even if the user prefers it over a higher-scoring candidate. This is recorded as a +**preference override**, not a QA improvement. A current-condition run becomes the +selected version's baseline; historical conditions clear the baseline until a fresh +run. The selection preserves the previous text and supports interrupted-write recovery. +A host assistant must get the user's explicit version choice before invoking it. diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md index 224b623..b1ed0aa 100644 --- a/plugins/skill-loop/VERIFICATION.md +++ b/plugins/skill-loop/VERIFICATION.md @@ -1,6 +1,6 @@ # Verification — September 8, 2026 -- 15 Skill Loop tests pass, including real subprocess demo, MCP stdio discovery +- 16 Skill Loop tests pass, including real subprocess demo, MCP stdio discovery and prepare, private-check omission, strict results, stale requests/proposals, non-regressing improvement gates, timeout handling, filtered environment, and failure-injected approval recovery. diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs index 1703863..818dcda 100644 --- a/plugins/skill-loop/scripts/cli.mjs +++ b/plugins/skill-loop/scripts/cli.mjs @@ -25,14 +25,24 @@ export async function init(folder,{demo=false,rules=false}={}) { } export async function main(args) { const [action,file,...rest]=args; + if(action==='demo') { + const setup=await init(file??'skill-loop-demo',{rules:true}); + const first=await engine.run(setup.config);await engine.baseline(setup.config,first.id); + const folder=dirname(setup.config),policy=await readJSON(join(folder,'skill.json')); + policy.rules.push({when:[{path:'/consent',op:'equals',value:'denied'},{path:'/events',op:'equals',value:0}],output:{verdict:'PASS'}}); + const candidate=join(folder,'candidate.json');await atomic(candidate,policy); + const proposal=await engine.stage(setup.config,candidate,'Prepared workshop policy correction: denied consent requires zero events. Deterministic rules example, not an AI benchmark.'); + return {mode:'rules-only demonstration',baseline:first.score,candidate:proposal.comparison.status,proposal:proposal.id,activeSkillChanged:false,...await report(setup.config)}; + } if(action==='inventory')return inventory(file?[file,...rest]:undefined); if(action==='check-all')return checkAll(file); if(action==='init')return init(file??'skill-loop-workspace',{demo:rest.includes('--demo'),rules:rest.includes('--rules')}); if(action==='connect')return {mcpServers:{'skill-loop':{command:process.execPath,args:[join(here,'mcp.mjs')]}}}; if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'}; if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]'); - if(['run','prepare','status','loop'].includes(action))return engine[action](resolve(file)); + if(['run','prepare','status','loop','versions'].includes(action))return engine[action](resolve(file)); if(action==='ingest')return engine.ingest(file,await readJSON(rest[0])); + if(action==='select-version')return engine.selectVersion(file,rest[0]); if(action==='replay')return engine.replay(file,rest[0]); if(action==='baseline')return engine.baseline(file,rest[0]); if(action==='stage')return engine.stage(file,resolve(rest[0]),rest.slice(1).join(' ')); diff --git a/plugins/skill-loop/scripts/engine.mjs b/plugins/skill-loop/scripts/engine.mjs index bd64ebb..1db413c 100644 --- a/plugins/skill-loop/scripts/engine.mjs +++ b/plugins/skill-loop/scripts/engine.mjs @@ -184,11 +184,12 @@ export async function loop(file,options={}) { export async function finishApproval(c,{proposal:p,result,baseline:base},write=atomic) { const now=await snapshot(c),currentBase=await readJSON(join(c.state,'baseline.json'),null); - if(now.conditions!==p.conditions||![p.beforeHash,hash(p.candidate)].includes(now.skillHash)||![base.id,result.id].includes(currentBase?.id))throw Error('Approval recovery conflicts with external edits'); - if(result.skillHash!==hash(p.candidate)||compare(base,result).status!=='improved')throw Error('Approval recovery evidence is invalid'); + const targetBaseline=p.versionChoice&&result.conditions!==now.conditions?null:result; + if(now.conditions!==p.conditions||![p.beforeHash,hash(p.candidate)].includes(now.skillHash)||![base?.id,targetBaseline?.id].includes(currentBase?.id))throw Error('Approval recovery conflicts with external edits'); + if(result.skillHash!==hash(p.candidate)||(!p.versionChoice&&compare(base,result).status!=='improved'))throw Error('Approval recovery evidence is invalid'); await write(join(c.state,'backups',p.id+'.md'),p.before); await write(c.skill,p.candidate); - await write(join(c.state,'baseline.json'),result); + await write(join(c.state,'baseline.json'),targetBaseline); p.status='approved';p.decidedAt=new Date().toISOString(); await write(join(c.state,'proposals',p.id+'.json'),p); await fs.rm(join(c.state,'approval-journal.json'),{force:true}); @@ -209,3 +210,26 @@ export async function replay(file,id) { const result=score(r.suite,r.response); return {sourceRun:id,kind:'historical-replay',newModelRun:false,...result,matchesRecorded:JSON.stringify(result.checks)===JSON.stringify(r.checks)}; } +export async function versions(file) { + const c=await load(file),now=await snapshot(c); + const files=await fs.readdir(join(c.state,'runs')).catch(e=>{if(e.code==='ENOENT')return [];throw e;}); + const rows=await Promise.all(files.filter(x=>x.endsWith('.json')).map(x=>readJSON(join(c.state,'runs',x)))); + const unique=new Map(); + for(const r of rows.sort((a,b)=>a.createdAt.localeCompare(b.createdAt)))unique.set(r.skillHash,r); + return {activeHash:now.skillHash,versions:[...unique.values()].map(r=>({version:r.skillHash,runId:r.id,createdAt:r.createdAt,active:r.skillHash===now.skillHash,score:r.score,passed:r.passed,total:r.total,qa:r.conditions===now.conditions?'tested under current conditions':'historical test; conditions differ'}))}; +} +export async function selectVersion(file,version) { + if(!/^[a-f0-9]{64}$/.test(version))throw Error('Use a full version hash from versions'); + const c=await load(file);return mutate(c,async()=>{ + const now=await snapshot(c),history=await versions(file),entry=history.versions.find(v=>v.version===version); + if(!entry)throw Error('Unknown saved version'); + const result=await readJSON(join(c.state,'runs',entry.runId+'.json')); + if(hash(result.skill)!==version)throw Error('Saved version content does not match its fingerprint'); + if(now.skillHash===version)return {status:'already-active',version}; + const base=await readJSON(join(c.state,'baseline.json'),null); + const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',versionChoice:true,beforeHash:now.skillHash,before:now.skill,candidate:result.skill,conditions:now.conditions,baselineId:base?.id??null,runId:result.id,eligible:false,evidence:'Explicit user version preference; this selection does not claim a QA improvement.'}; + await atomic(join(c.state,'proposals',p.id+'.json'),p); + const transaction={proposal:p,result,baseline:base};await atomic(join(c.state,'approval-journal.json'),transaction); + const decision=await finishApproval(c,transaction);return {...decision,version,qa:entry.qa,score:entry.score,preferenceOverride:true}; + }); +} diff --git a/plugins/skill-loop/scripts/mcp.mjs b/plugins/skill-loop/scripts/mcp.mjs index f9d9055..ede8060 100644 --- a/plugins/skill-loop/scripts/mcp.mjs +++ b/plugins/skill-loop/scripts/mcp.mjs @@ -9,6 +9,8 @@ const field={type:'string'}; const specs=[ ['skill_loop_inventory','Discover skills under explicit roots; mark effectiveness untested until enrolled.',{roots:{type:'array',items:field}},[]], ['skill_loop_check_all','Run the configured evaluations in a skill registry; preserve untested and error states.',{registry:field},['registry']], + ['skill_loop_versions','List saved skill versions, active selection and current or historical QA status.',{config:field},['config']], + ['skill_loop_select_version','Activate a specific saved version only after the user chooses it. May override a better QA result; label the preference.',{config:field,version:field},['config','version']], ['skill_loop_init','Create a test workspace in an empty directory.',{directory:field,demo:{type:'boolean'},rules:{type:'boolean'}},['directory']], ['skill_loop_prepare','Get skill and test inputs without the private scoring checks.',{config:field},['config']], ['skill_loop_ingest','Score assistant outputs for a prepared request.',{config:field,response:{type:'object'}},['config','response']], @@ -21,7 +23,7 @@ const specs=[ ['skill_loop_status','Read the latest run and baseline.',{config:field},['config']], ['skill_loop_report','Write a local HTML report with test evidence and candidate comparison.',{config:field},['config']] ]; -const handlers={skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)}; +const handlers={skill_loop_versions:a=>e.versions(a.config),skill_loop_select_version:a=>e.selectVersion(a.config,a.version),skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)}; const send=o=>process.stdout.write(JSON.stringify(o)+'\n'); for await(const line of createInterface({input:process.stdin,crlfDelay:Infinity})) { let request; diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs index 37b4f2b..6e04e6b 100644 --- a/plugins/skill-loop/scripts/report.mjs +++ b/plugins/skill-loop/scripts/report.mjs @@ -1,10 +1,11 @@ import { promises as fs } from 'node:fs'; import { join, resolve } from 'node:path'; -import { load, status } from './engine.mjs'; +import { load, status, versions } from './engine.mjs'; import { readJSON, atomic } from './shared/io.mjs'; const esc=s=>String(s??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c])); export async function report(file) { const c=await load(file),s=await status(file),r=s.latest; + const history=await versions(file); const names=await fs.readdir(join(c.state,'proposals')).catch(e=>{if(e.code==='ENOENT')return [];throw e;}); const proposals=await Promise.all(names.filter(n=>n.endsWith('.json')).map(n=>readJSON(join(c.state,'proposals',n)))); const html=`Skill Loop · Jordaaan
JORDAAAN / ORGANIZED AI

Spot drift. Test the fix.

Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}
+ ${review}

Connect → Baseline → Detect drift → Test → Review

Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

QA source and coverage

${esc(r?.qaSource?.title??'QA source not specified')} · ${esc(r?.qaSource?.reference??'Add a source of truth to the test suite')} · ${esc(r?.qaSource?.version??'Unversioned')}

${esc(r?.coverage??'Only the supplied cases are evaluated.')}

The engine checks output against these rules. It does not independently certify that the rules are correct or complete.

Test evidence

${(r?.checks??[]).map(x=>``).join('')}
CaseCheckResultActualExpected
${esc(x.caseId)}${esc(x.path)} ${esc(x.op)}${x.passed?'Pass':'Fail'}${esc(JSON.stringify(x.actual))}${esc(JSON.stringify(x.expected))}

Saved versions

The active version changes only through approval or an explicit version choice. A preference override can select an older version; its QA history remains visible.

${history.versions.map(v=>``).join('')}
VersionSelectionQA scoreEvidence
${esc(v.version.slice(0,12))}${v.active?'Active':'Saved'}${v.passed}/${v.total}${esc(v.qa)}

Changes for review

${proposals.length?proposals.map(p=>`

${esc(p.status)} · ${p.versionChoice?'User-selected version':p.eligible?'Passed improvement gate':'Did not pass improvement gate'}

${esc(p.evidence)}

Compare original and candidate

Original

${esc(p.before)}

Candidate

${esc(p.candidate)}

Proposal ${esc(p.id)}

`).join(''):'

No proposals yet.

'} diff --git a/plugins/skill-loop/scripts/review-ui.js b/plugins/skill-loop/scripts/review-ui.js new file mode 100644 index 0000000..d15f454 --- /dev/null +++ b/plugins/skill-loop/scripts/review-ui.js @@ -0,0 +1,49 @@ +(()=>{ +'use strict'; +const data=JSON.parse(document.getElementById('review-data').textContent); +const $=id=>document.getElementById(id), versions=data.versions; +let editing=false; +function selected(side){return versions[Number($(side+'-version').value)];} +function text(id,value){$(id).textContent=value;} +function add(tag,value,parent,cls){const e=document.createElement(tag);e.textContent=value;if(cls)e.className=cls;parent.append(e);return e;} +function lines(a,b){ + const x=a.split('\n'),y=b.split('\n'); + if(x.length*y.length>500000)return {approximate:true,left:x.map((s,i)=>({s,changed:s!==y[i]})),right:y.map((s,i)=>({s,changed:s!==x[i]}))}; + const dp=Array.from({length:x.length+1},()=>new Uint32Array(y.length+1)); + for(let i=x.length-1;i>=0;i--)for(let j=y.length-1;j>=0;j--)dp[i][j]=x[i]===y[j]?1+dp[i+1][j+1]:Math.max(dp[i+1][j],dp[i][j+1]); + const left=[],right=[];let i=0,j=0; + while(i=dp[i+1][j]))right.push({s:y[j++],changed:true});else left.push({s:x[i++],changed:true});} + return {left,right}; +} +function drawCode(id,rows,kind){const box=$(id);box.replaceChildren();rows.forEach(r=>add('span',r.s||' ',box,$('highlight').checked&&r.changed?kind:''));} +function drawEvidence(v,id){const box=$(id);box.replaceChildren();for(const c of v.checks??[]){const row=add('div','',box,'check');add('strong',`${c.caseId} · check ${c.index+1} · ${c.path||'/'} ${c.op} · ${c.passed?'Pass':'Fail'}`,row,c.passed?'pass':'fail');add('div',`Actual: ${JSON.stringify(c.actual)} · Expected: ${JSON.stringify(c.expected)}`,row);}} +function render(){ + const a=selected('left'),b=selected('right');if(!a||!b)return; + const diff=lines(a.skill,editing?$('draft').value:b.skill);drawCode('left-code',diff.left,'removed');drawCode('right-code',diff.right,'added'); + text('left-score',`${a.passed} / ${a.total} · ${a.qa}`);text('right-score',editing?'Untested draft — saved score does not apply':`${b.passed} / ${b.total} · ${b.qa}`); + text('left-source',`QA source: ${a.source?.title??'Not specified'} · ${a.source?.version??'Unversioned'}`);text('right-source',`QA source: ${b.source?.title??'Not specified'} · ${b.source?.version??'Unversioned'}`); + text('comparison',editing?'Draft changed. Run fresh tests before comparing scores.':a.conditions!==b.conditions?'Conditions differ. These scores cannot establish improvement or effectiveness drift.':a.version===b.version?'Same saved version selected on both sides.':'Same test conditions. Review individual checks as well as total scores.'); + if(diff.approximate)$('comparison').textContent+=' Large file: highlights compare line positions, not moved blocks.'; + drawEvidence(a,'left-checks');drawEvidence(b,'right-checks');$('right-checks').hidden=editing;$('right-source').hidden=editing; + $('left-version').disabled=editing;$('right-version').disabled=editing;$('revision-request').disabled=editing; + $('choose-version').disabled=editing||b.active;$('edit-draft').disabled=editing; + $('download-draft').hidden=!editing;$('test-draft').hidden=!editing;$('cancel-draft').hidden=!editing; + text('choose-version',b.active?'Already active in this snapshot':'Prepare version choice'); +} +function request(value){$('request-box').hidden=false;$('review-request').value=value;text('request-status','Ready to copy. Nothing has been applied.');} +for(const [i,v] of versions.entries())for(const side of ['left','right']){const o=document.createElement('option');o.value=i;o.textContent=`${v.active?'Active':'Saved'} · ${v.version.slice(0,8)} · ${v.passed}/${v.total}`;$(side+'-version').append(o);} +if(!versions.length){$('review-controls').hidden=true;text('comparison','No saved versions yet. Run a skill check, then regenerate this report.');return;} +$('left-version').value=String(Math.max(0,versions.findIndex(v=>v.active)));$('right-version').value=String(versions.length-1); +for(const side of ['left','right'])$(side+'-version').addEventListener('change',()=>{editing=false;$('draft-area').hidden=true;$('request-box').hidden=true;text('request-status','');render();}); +$('highlight').addEventListener('change',render); +$('revision-note').addEventListener('input',()=>{$('request-box').hidden=true;text('request-status','');}); +$('edit-draft').addEventListener('click',()=>{editing=true;$('draft').value=selected('right').skill;$('draft-area').hidden=false;$('request-box').hidden=true;text('request-status','');render();}); +$('draft').addEventListener('input',()=>{$('request-box').hidden=true;text('request-status','');render();}); +$('cancel-draft').addEventListener('click',()=>{editing=false;$('draft-area').hidden=true;$('request-box').hidden=true;text('request-status','');render();}); +$('choose-version').addEventListener('click',()=>{const v=selected('right');request(`Use Skill Loop with configuration ${JSON.stringify(data.config)}. I prefer saved version ${v.version}. Check current state and show its QA evidence and any lower-score or changed-condition warning. Ask me to confirm this exact version choice before activating it. Regenerate the interactive report after the decision. This report was a snapshot and may be stale.`);}); +$('revision-request').addEventListener('click',()=>{const v=selected('right');request(`Use Skill Loop with configuration ${JSON.stringify(data.config)}. Review saved version ${v.version} and its QA failures. Research a correction using the task's authoritative sources, test it, and stage it for my review. My requested improvement is: ${$('revision-note').value.trim()||'Address the failed checks without losing passing behavior.'} Do not apply the change. Open the updated interactive report.`);}); +$('download-draft').addEventListener('click',()=>{const a=document.createElement('a'),url=URL.createObjectURL(new Blob([$('draft').value],{type:'text/plain'}));a.href=url;a.download=data.draftName;a.click();setTimeout(()=>URL.revokeObjectURL(url),1000);text('request-status','Draft downloaded. It has not been tested or applied.');}); +$('test-draft').addEventListener('click',()=>request(`Use Skill Loop with configuration ${JSON.stringify(data.config)}. I am attaching a draft named ${JSON.stringify(data.draftName)} based on saved version ${selected('right').version}. If the attachment is missing, ask me for it. Test the supplied draft against the configured QA suite, keep its source and rationale explicit, and stage the result for review without changing the active skill. Regenerate the interactive report. Do not reuse the saved version's score for this draft.`)); +$('copy-review-request').addEventListener('click',async()=>{try{await navigator.clipboard.writeText($('review-request').value);text('request-status','Copied. Paste into your desktop assistant with any required draft attachment.');}catch{text('request-status','Select and copy the request below.');$('review-request').focus();$('review-request').select();}}); +render(); +})(); diff --git a/plugins/skill-loop/scripts/review.mjs b/plugins/skill-loop/scripts/review.mjs new file mode 100644 index 0000000..bac7734 --- /dev/null +++ b/plugins/skill-loop/scripts/review.mjs @@ -0,0 +1,9 @@ +import { promises as fs } from 'node:fs'; +import { join, resolve, extname } from 'node:path'; +import { readJSON } from './shared/io.mjs'; +export async function interactiveReview(config, c, history) { + const versions=await Promise.all(history.versions.map(async v=>{const r=await readJSON(join(c.state,'runs',v.runId+'.json'));return {...v,skill:r.skill,conditions:r.conditions,checks:r.checks,source:r.qaSource};})); + const payload=JSON.stringify({config:resolve(config),draftName:'skill-loop-draft'+(extname(c.skill)||'.md'),versions}).replaceAll('<','\\u003c').replaceAll('\u2028','\\u2028').replaceAll('\u2029','\\u2029'); + const script=await fs.readFile(new URL('./review-ui.js',import.meta.url),'utf8'); + return `
INTERACTIVE MODE

Compare. Edit. Review.

Select two saved versions and inspect their evidence. Draft edits stay in this page until downloaded. Tests and version changes run through your desktop assistant.

Original / reference

Selected version / draft
`;
+}
diff --git a/plugins/skill-loop/tests/engine.test.mjs b/plugins/skill-loop/tests/engine.test.mjs
index 9b16230..881999a 100644
--- a/plugins/skill-loop/tests/engine.test.mjs
+++ b/plugins/skill-loop/tests/engine.test.mjs
@@ -103,3 +103,29 @@ test('user can select a saved version without presenting it as a QA improvement'
  assert.notEqual((await e.versions(config)).activeHash,old.skillHash);const selected=await e.selectVersion(config,old.skillHash);assert.equal(selected.preferenceOverride,true);assert.equal(selected.score,50);assert.equal((await e.versions(config)).activeHash,old.skillHash);
  await assert.rejects(e.selectVersion(config,'a'.repeat(64)),/Unknown/);
 });
+
+test('interactive report safely embeds version text and keeps QA conditions separate',async t=>{
+ const {config,dir}=await fixture(t);
+ const attack='\n';
+ await fs.appendFile(join(dir,'skill.md'),attack);
+ const a=await e.run(config);await e.baseline(config,a.id);
+ const suite=await readJSON(join(dir,'suite.json'));suite.source={title:'Changed QA source',version:'2'};await atomic(join(dir,'suite.json'),suite);
+ await fs.appendFile(join(dir,'skill.md'),'\nSecond saved version');await e.run(config);
+ const active=await fs.readFile(join(dir,'skill.md'),'utf8');
+ const page=await fs.readFile((await report(config)).report,'utf8');
+ const payload=JSON.parse(page.match(/'));
+ assert.match(page,/Untested draft/);assert.match(page,/Prepare version choice/);
+ assert.equal(await fs.readFile(join(dir,'skill.md'),'utf8'),active);
+});
+
+test('large interactive diffs expose duplicate additions and positional limitations',async()=>{
+ const source=await fs.readFile(new URL('../scripts/review-ui.js',import.meta.url),'utf8');
+ const {runInNewContext}=await import('node:vm');
+ const diff=runInNewContext(source.slice(source.indexOf('function lines('),source.indexOf('function drawCode('))+';lines');
+ const a=Array.from({length:710},(_,i)=>`line ${i}`).join('\n');
+ const result=diff(a,a+'\nline 0');
+ assert.equal(result.approximate,true);assert.equal(result.right.at(-1).changed,true);
+ const small=diff('a\nb','a\nx\nb');assert.equal(small.right.filter(x=>x.changed).length,1);assert.equal(small.left.filter(x=>x.changed).length,0);
+});

From 9d9b11bc3f6772007c6907a383c4ad735221efb5 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 16:15:47 -0500
Subject: [PATCH 04/20] Use installed Humanizer for live QA and match Skill
 Loop branding

---
 plugins/skill-loop/.codex-plugin/plugin.json  |   2 +-
 plugins/skill-loop/README.md                  |  56 ++-
 plugins/skill-loop/VERIFICATION.md            |  31 +-
 plugins/skill-loop/chat/SKILL.md              |  69 +++
 plugins/skill-loop/commands/skill-loop.md     |   5 +
 plugins/skill-loop/examples/demo-proposer.mjs |   4 +-
 plugins/skill-loop/examples/demo-runner.mjs   |   7 +-
 plugins/skill-loop/examples/humanizer/LICENSE |  21 +
 .../skill-loop/examples/humanizer/SKILL.md    | 406 ++++++++++++++++++
 .../skill-loop/examples/humanizer/SOURCE.md   |  15 +
 plugins/skill-loop/scripts/cli.mjs            |  15 +-
 plugins/skill-loop/scripts/engine.mjs         |  10 +-
 plugins/skill-loop/scripts/humanizer-demo.mjs |  18 +
 plugins/skill-loop/scripts/package-chat.py    |  15 +
 .../skill-loop/scripts/punctuation-runner.mjs |  16 +
 plugins/skill-loop/scripts/report.mjs         |  12 +-
 plugins/skill-loop/scripts/review.mjs         |   2 +-
 plugins/skill-loop/skills/skill-loop/SKILL.md |  44 +-
 plugins/skill-loop/tests/engine.test.mjs      |  40 +-
 19 files changed, 751 insertions(+), 37 deletions(-)
 create mode 100644 plugins/skill-loop/chat/SKILL.md
 create mode 100644 plugins/skill-loop/examples/humanizer/LICENSE
 create mode 100644 plugins/skill-loop/examples/humanizer/SKILL.md
 create mode 100644 plugins/skill-loop/examples/humanizer/SOURCE.md
 create mode 100644 plugins/skill-loop/scripts/humanizer-demo.mjs
 create mode 100644 plugins/skill-loop/scripts/package-chat.py
 create mode 100644 plugins/skill-loop/scripts/punctuation-runner.mjs

diff --git a/plugins/skill-loop/.codex-plugin/plugin.json b/plugins/skill-loop/.codex-plugin/plugin.json
index abba5f7..b68b397 100644
--- a/plugins/skill-loop/.codex-plugin/plugin.json
+++ b/plugins/skill-loop/.codex-plugin/plugin.json
@@ -1,6 +1,6 @@
 {
   "name": "skill-loop",
-  "version": "0.1.0+codex.20260909205809",
+  "version": "0.1.0+codex.20260909211357",
   "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.",
   "author": {
     "name": "Jordaaan"
diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index 1dba2f4..2ec6a8e 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -4,13 +4,45 @@ Detect **effectiveness drift**, test a researched fix, and review it before it c
 an active skill. This first local engine uses the same bounded iteration core as
 GTM Autoresearch. It requires Node.js 22 or later and no npm dependencies.
 
+## Start in Claude Desktop: test Humanizer
+
+The workshop uses **Humanizer 2.9.1**, exported from Jordaaan’s enabled Claude
+skill. It rewrites a short paragraph while preserving the facts. Its original
+MIT license and attribution are bundled in `examples/humanizer/`.
+
+Open regular Claude Chat with code execution and file creation enabled. Send:
+
+> Use Skill Loop from https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/plugins/skill-loop to test the bundled Humanizer skill. Follow the Humanizer first-run guide in its README. Run the actual paragraph cases and return the Organized AI interactive QA artifact here in regular Chat. Preserve the installed skill and report actual results, even if everything already passes.
+
+The assistant runs `humanizer-init EMPTY_DIR`, records its model in the generated
+runner label, then uses `prepare CONFIG`. Follow the returned Humanizer skill and
+case inputs, returning `{text: "the final rewrite"}` for each case with the exact
+request ID. Save those actual outputs and use `ingest CONFIG response.json`.
+Save the completed run as baseline and generate `report CONFIG`. Display the
+returned HTML in Claude’s Preview pane. No upload or Cowork session is required.
+
+The evaluator checks specified names, numbers, and phrases directly in the saved
+text. It does not score “human-ness,” infer authorship, or certify all facts and
+writing quality. Review meaning and tone separately. If checks all pass, keep the
+skill. Do not invent a failure or weaken the original to manufacture an improvement.
+Draft revisions require a new test; automated `stage` needs a configured runner.
+The chat route currently tests the supplied working copy with prepare/ingest.
+
+This runs in Claude’s code-execution workspace; it does not permanently install
+Skill Loop or access skills elsewhere on your computer. The earlier repo-to-HTML
+flow was verified in regular Claude Desktop; see [verification](VERIFICATION.md).
+
 ## One-command QA demo
 
 From the plugin directory, run `node scripts/cli.mjs demo ~/skill-loop-demo`.
-Use an empty destination. It runs real declarative rules, saves a baseline, tests
+Use an empty destination. It runs a small executable adaptation of Humanizer’s punctuation rule, saves a baseline, tests
 a prepared correction, and returns the visual report path without changing the
 active skill. No account, model, cloud service, or result-id copying is required.
 
+The offline adaptation initially handles em dashes, then adds en dashes. The full
+Humanizer already describes both; this is a teaching example, not a defect found
+in the installed skill. Use the live Humanizer route above for actual model outputs.
+
 ## Five-minute offline demo
 
 From this plugin directory:
@@ -120,7 +152,7 @@ npm test
 
 ## All skills in a coding environment
 
-The consent example is only a starter fixture. Inventory any skill directory:
+The Humanizer example is only a starter fixture. Inventory any skill directory:
 
 ```sh
 node scripts/cli.mjs inventory
@@ -192,5 +224,21 @@ choices and revision requests are copied back to the assistant for execution and
 review. The HTML never applies changes itself. Regenerate it after any run or
 decision. Unsaved draft edits are lost when the page closes.
 
-The report is self-contained HTML opened in a browser or compatible desktop
-preview. This is not a verified embedded Claude Chat or Cowork widget.
+The default deliverable is an interactive QA artifact in the desktop task.
+Regular Claude Chat displays the self-contained HTML as an interactive output
+artifact in its Preview pane. Preserve the generated evidence. This flow was
+verified in Claude Desktop; see [verification](VERIFICATION.md). If a host cannot
+render it, attach the HTML and disclose that limitation.
+
+## Optional persistent Claude Chat skill
+
+The link-first demo above needs no upload. For repeat use, an optional Chat skill
+package can be built with `python3 scripts/package-chat.py /path/to/skill-loop-claude-chat.zip`.
+It contains a top-level `skill-loop/SKILL.md` and the same engine. Its extraction
+and execution are tested locally; the Customize → Skills upload flow has not been
+verified end to end. This is separate from a Claude Code or Cowork plugin.
+
+Regular Chat works with skills and QA sources uploaded or explicitly provided in
+the conversation. It does not enumerate or update skills on the participant's
+computer. Node.js 22+ must be available inside code execution. Return revisions
+and evidence as files; there is no separate coding CLI login for this route.
diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md
index b1ed0aa..cb58a72 100644
--- a/plugins/skill-loop/VERIFICATION.md
+++ b/plugins/skill-loop/VERIFICATION.md
@@ -1,4 +1,31 @@
-# Verification — September 8, 2026
+# Verification
+
+## September 9, 2026 — regular Claude Desktop Chat
+
+- Started a new regular Chat with the public GitHub branch URL and a request to
+  run the included demo and return an interactive artifact. No skill ZIP upload,
+  Cowork session, local participant terminal, or separate CLI login was used.
+- Claude cloned the implementation and ran it with Node v22.22.2. Engine doctor
+  reported ready. Actual demo stdout reported baseline 50, candidate improved,
+  and activeSkillChanged:false.
+- Original 1/2; prepared correction 2/2; proposal pending. Active skill remained
+  the original. These are deterministic rules-fixture results, not model scores.
+- The returned HTML opened in Claude’s native Preview pane, branded Jordaaan,
+  with both saved skill texts, highlighted changes, QA source, and actual checks.
+- Clicked Edit a draft: saved score was removed, untested label appeared, and
+  version-choice controls disabled. Discard restored the saved 2/2 evidence.
+- Clicked Prepare version choice: the artifact produced a request for review and
+  explicit confirmation; it did not apply the candidate.
+- Claude also ran the plugin suite: 18/18 tests passed.
+- Verified conversation: [Running Skill Loop QA demo with results comparison](https://claude.ai/chat/f0241632-08f4-4d7e-9b6b-d886499620ee) (account access required).
+- Limits: verified on this signed-in account with code execution/file creation
+  available. This is not an all-plan compatibility test, persistent installation,
+  a test of arbitrary uploaded skills, or proof of automatic local-skill updates.
+  Artifact requests still go back through chat for testing/applying changes.
+- Optional Chat ZIP extraction and demo execution passed locally; the persistent
+  skill-upload flow and Cowork execution remain unverified.
+
+## September 8, 2026 — engine and adapters
 
 - 16 Skill Loop tests pass, including real subprocess demo, MCP stdio discovery
   and prepare, private-check omission, strict results, stale requests/proposals,
@@ -14,7 +41,7 @@
   in ChatGPT.app was found signed in and completed a real evaluation: incomplete
   skill 1/2, corrected candidate 2/2, staged without applying. No login change
   was required. This small test is not general proof of reliability.
-- Claude Desktop, Codex app plugin installation, Grok Bot, OpenClaw, Hermes, Pi, Prime Agent and
+- At this initial checkpoint, Claude Desktop, Codex app plugin installation, Grok Bot, OpenClaw, Hermes, Pi, Prime Agent and
   DeepSeek-backed execution have not completed host integration tests.
 - Cloudflare-hosted execution and automatic research are not implemented;
   configured host commands perform evaluation/research. Local evidence storage,
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
new file mode 100644
index 0000000..eedb03f
--- /dev/null
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -0,0 +1,69 @@
+---
+name: skill-loop
+description: Test uploaded reusable skills against explicit QA checks, compare versions, and return an interactive QA artifact in regular Claude Chat. Use for Skill Loop, effectiveness drift, or a Brain Gainz first-run demonstration.
+---
+
+# Skill Loop by Jordaaan — Claude Chat
+
+Stay in regular Claude Chat. Run the included engine through Claude's code-execution
+environment and return an interactive artifact in this conversation. No Cowork,
+local terminal, separate coding-agent login, or local MCP setup is needed for this
+route. The runtime still needs Node.js 22+ inside code execution; check it first and
+report an unavailable runtime rather than inventing a test result.
+
+## First run
+
+Resolve `scripts/cli.mjs` relative to this SKILL.md, using a canonical absolute path.
+Run its `doctor` command. For the workshop, use `humanizer-init` in a new empty workspace, record the model
+in runner.label, then prepare and evaluate the returned full Humanizer skill and
+paragraphs. Ingest the actual outputs, save a baseline, and generate report. Keep
+an all-pass outcome; do not force a revision. The optional `demo` command runs
+only a deterministic punctuation adaptation, not the full skill or a model.
+
+## Required result: artifact in this chat
+
+Read the generated HTML and create **Skill Loop QA Review · Jordaaan** with Claude's
+available native artifact capability. Present the artifact as the output of the
+run, with a brief explanation of the observed result. Preserve the actual saved
+skill versions, scores, per-check outputs, QA source, and coverage from the engine.
+Use the included charcoal/gold styling, Jordaaan branding, version selectors,
+side-by-side comparison, and changed-line highlighting. If the native artifact
+format requires adapting the HTML, preserve the evidence and behaviors exactly.
+Do not regenerate scores from intuition or fabricate a completed run.
+
+Artifact controls may compare saved evidence or edit an untested draft. A changed
+draft loses the saved version's QA status immediately. When the user asks in chat
+to test a draft, use the engine and refresh the artifact from the new output.
+Requests for revisions or version choices continue in this conversation. Only an
+explicitly approved engine decision changes the working skill copy. Artifact
+version history and tested skill-version history are different records.
+
+Do not replace the artifact with a website button, browser-demo link, localhost
+address, or raw path. If native artifact creation is unavailable, return the
+actual generated HTML as a downloadable file and state the specific limitation.
+Do not claim a native artifact was created without the host returning one.
+Do not publish the artifact or change sharing settings.
+
+## Participant skills and QA
+
+Regular Chat can test skills and source material the user uploads or explicitly
+makes available to this conversation. It cannot inventory the user's computer
+or silently replace skills installed in another app. Ask for the skill and its
+QA source if missing. A skill without task-specific checks is untested.
+
+Use `init` for a working copy and a versioned suite. Each case includes observable
+checks and a named source of truth. For a skill that needs reasoning, `prepare`
+returns only skill text and case inputs; evaluate those inputs without reading
+private expected checks and return the requestId and outputs through `ingest`.
+This is procedural separation, not an independent or blinded benchmark of the
+assistant. Automatic `run` and candidate `stage` require a configured trusted
+runner. Do not claim an unconfigured model adapter or an unexecuted candidate test
+worked. The introductory rules demo supplies its own runner.
+
+Save a reviewed baseline, then compare runs under matching test conditions.
+Effectiveness drift means a previously passing check failed. Different suites or
+runner settings are incomparable. A file change alone is not effectiveness drift.
+After a completed run or authorized decision, regenerate `report CONFIG` and
+update the chat artifact. Run fresh holdout cases before claiming broader quality.
+Workspaces in code execution are not a permanent installation on the user's PC;
+return requested revised skill files and evidence as downloadable outputs.
diff --git a/plugins/skill-loop/commands/skill-loop.md b/plugins/skill-loop/commands/skill-loop.md
index ce1b5fd..5f84a68 100644
--- a/plugins/skill-loop/commands/skill-loop.md
+++ b/plugins/skill-loop/commands/skill-loop.md
@@ -8,3 +8,8 @@ Inventory alone is not an effectiveness test. Do not create a baseline, enable a
 watch, or approve a proposal unless that action is requested. The slash command
 is a convenience for the assistant; deterministic execution occurs in the CLI,
 not in the language model interpreting the slash command.
+
+For completed tests, demos, revisions, and version decisions, follow the skill's
+default artifact-output contract. In regular Claude Chat in Claude Desktop, deliver the generated
+interactive QA review as an artifact in the task, not just a report path or link
+to the workshop website.
diff --git a/plugins/skill-loop/examples/demo-proposer.mjs b/plugins/skill-loop/examples/demo-proposer.mjs
index bbf3462..df50f8c 100644
--- a/plugins/skill-loop/examples/demo-proposer.mjs
+++ b/plugins/skill-loop/examples/demo-proposer.mjs
@@ -1,3 +1,3 @@
-// Prepared candidate for an offline demonstration; does not perform web research.
+// Prepared teaching correction. The actual Humanizer already describes both dash types.
 let input='';for await(const chunk of process.stdin)input+=chunk;JSON.parse(input);
-process.stdout.write(JSON.stringify({text:'Check the event count. If consent is denied, zero events is PASS. Otherwise exactly one event is PASS; other counts FAIL. Return JSON with verdict.',evidence:'Demo policy: denied consent requires zero events; granted consent requires exactly one. Prepared deterministic revision, not autonomous research.'}));
+process.stdout.write(JSON.stringify({text:'Humanizer punctuation practice: replace em dashes and en dashes with commas, removing adjacent spaces. Return JSON with text. Teaching adaptation, not the full Humanizer skill.',evidence:'Humanizer 2.9.1 §14 covers both dash types. This prepared correction fixes the deliberately limited adaptation; it is not autonomous research or a discovered flaw in the installed skill.'}));
diff --git a/plugins/skill-loop/examples/demo-runner.mjs b/plugins/skill-loop/examples/demo-runner.mjs
index 82eae8c..20d9128 100644
--- a/plugins/skill-loop/examples/demo-runner.mjs
+++ b/plugins/skill-loop/examples/demo-runner.mjs
@@ -1,4 +1,5 @@
-// Deterministic demonstration adapter, not an AI model or a benchmark.
+// Fixed teaching adapter, not an AI model or full Humanizer evaluation.
+import { punctuate } from '../scripts/punctuation-runner.mjs';
 let input='';for await(const chunk of process.stdin)input+=chunk;
-const request=JSON.parse(input);
-process.stdout.write(JSON.stringify({requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:{verdict:request.skill.includes('consent is denied')&&c.input.consent==='denied'?'PASS':c.input.events===1?'PASS':'FAIL'}}))}));
+const request=JSON.parse(input),policy={version:1,replaceEmDashes:true,replaceEnDashes:request.skill.includes('and en dashes')};
+process.stdout.write(JSON.stringify({requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:punctuate(policy,c.input)}))}));
diff --git a/plugins/skill-loop/examples/humanizer/LICENSE b/plugins/skill-loop/examples/humanizer/LICENSE
new file mode 100644
index 0000000..625297f
--- /dev/null
+++ b/plugins/skill-loop/examples/humanizer/LICENSE
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2025 Siqi Chen
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/plugins/skill-loop/examples/humanizer/SKILL.md b/plugins/skill-loop/examples/humanizer/SKILL.md
new file mode 100644
index 0000000..412e9ba
--- /dev/null
+++ b/plugins/skill-loop/examples/humanizer/SKILL.md
@@ -0,0 +1,406 @@
+---
+name: humanizer
+description: Remove signs of AI-generated writing from text so it reads as human-written. Detects and fixes 33 patterns including inflated symbolism, promotional language, superficial -ing analyses, vague attributions, em dash overuse, rule of three, AI vocabulary, passive voice, negative parallelisms, boldface overuse, signposting, and filler phrases. Based on Wikipedia's "Signs of AI writing" guide. Use when the user says "humanize this", "make this sound less AI", "remove the AI tells", "does this sound AI-generated", "rewrite this so it sounds human", or asks to edit, review, or de-slop a draft, post, email, or document before publishing. Do NOT use for drafting new content from scratch, fiction where invented detail is the point, code, or translation.
+license: MIT
+metadata:
+  version: "2.9.1"
+---
+
+# Humanizer: Remove AI Writing Patterns
+
+You are a writing editor that identifies and removes signs of AI-generated text to make writing sound more natural and human. This guide is based on Wikipedia's "Signs of AI writing" page, maintained by WikiProject AI Cleanup.
+
+## Your Task
+
+When given text to humanize:
+
+1. **Identify AI patterns** - Scan for the patterns listed below.
+2. **Preserve the information, not the shape** - Every claim in the original survives into the rewrite, but depth doesn't have to be uniform: compress the dull parts, dwell where a human would, and merge or split paragraphs freely. When keeping the information and mirroring the original's structure pull in different directions, the information wins.
+3. **Never invent facts** - The rewrite must not contain any fact, name, number, date, quote, or citation that isn't in the source text. Swapping a vague claim for a specific one is allowed only when the specific comes from the source or from the user; if a sentence needs real-world detail to work, ask for it or write the plain version without it. Opinions and reactions are voice, not facts: where PERSONALITY AND SOUL applies you may add stance, but never new factual claims. (In fiction, invented detail is the job. This rule governs everything else.)
+4. **Match the voice** - Fit the intended tone (formal, casual, technical). Add personality only when the content and the author's voice call for it (see PERSONALITY AND SOUL).
+
+How you're invoked changes what you deliver (see Invocation Modes). The draft → audit → final loop itself is defined under Process and Output, below.
+
+## Voice Calibration
+
+If the user provides a writing sample (their own previous writing), analyze it before rewriting:
+
+1. Read the sample first. Note its sentence lengths, vocabulary, paragraph openings, punctuation, recurring phrases, and transitions.
+2. Match those habits instead of merely deleting AI patterns. Do not upgrade casual words or regularize deliberate quirks.
+3. Without a sample, use the default behavior below.
+
+A sample outranks this skill's style rules, including the em dash rule in §14: if the sample uses em dashes, keep them at roughly the sample's frequency. Matching the author beats scrubbing the tell.
+
+## PERSONALITY AND SOUL
+
+Avoiding AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.
+
+**Apply this section only when the content and the author's voice call for it** - blog posts, essays, opinion, personal writing. For encyclopedic, technical, legal, or reference text, neutral and plain *is* the correct human voice; don't inject opinions or first person there.
+
+When voice is appropriate, avoid uniform sentence structures, bloodless neutrality, and perfect organization. Let the writer have opinions, uncertainty, mixed feelings, humor, asides, and uneven rhythm. Never add factual claims to create that personality.
+
+## CONTENT PATTERNS
+
+### 1. Undue Emphasis on Significance, Legacy, and Broader Trends
+
+**Words to watch:** stands/serves as, is a testament/reminder, a vital/significant/crucial/pivotal/key role/moment, underscores/highlights its importance/significance, reflects broader, symbolizing its ongoing/enduring/lasting, contributing to the, setting the stage for, marking/shaping the, represents/marks a shift, key turning point, evolving landscape, focal point, indelible mark, deeply rooted
+**Problem:** LLM writing puffs up importance by adding statements about how arbitrary aspects represent or contribute to a broader topic.
+**Before:**
+> The Statistical Institute of Catalonia was officially established in 1989, marking a pivotal moment in the evolution of regional statistics in Spain. This initiative was part of a broader movement across Spain to decentralize administrative functions and enhance regional governance.
+**After:**
+> The Statistical Institute of Catalonia was established in 1989, part of a wider decentralization of administrative functions in Spain.
+
+### 2. Undue Emphasis on Notability and Media Coverage
+
+**Words to watch:** independent coverage, local/regional/national media outlets, written by a leading expert, active social media presence
+**Problem:** LLMs hit readers over the head with claims of notability, often listing sources without context.
+**Before:**
+> Her views have been cited in The New York Times, BBC, Financial Times, and The Hindu. She maintains an active social media presence with over 500,000 followers.
+**After:**
+> Her views have been cited in The New York Times and the BBC.
+
+(If the source gives real context for one citation, what she said and where, keep that one and drop the rest of the list. Don't invent the context to make the trimmed version sound better.)
+
+### 3. Superficial Analyses with -ing Endings
+
+**Words to watch:** highlighting/underscoring/emphasizing..., ensuring..., reflecting/symbolizing..., contributing to..., cultivating/fostering..., encompassing..., showcasing...
+**Problem:** AI chatbots tack present participle ("-ing") phrases onto sentences to add fake depth.
+**Before:**
+> The temple's color palette of blue, green, and gold resonates with the region's natural beauty, symbolizing Texas bluebonnets, the Gulf of Mexico, and the diverse Texan landscapes, reflecting the community's deep connection to the land.
+**After:**
+> The temple is painted blue, green, and gold, colors meant to evoke Texas bluebonnets and the Gulf of Mexico.
+
+### 4. Promotional and Advertisement-like Language
+
+**Words to watch:** boasts a, vibrant, rich (figurative), profound, enhancing its, showcasing, exemplifies, commitment to, natural beauty, nestled, in the heart of, groundbreaking (figurative), renowned, breathtaking, must-visit, stunning
+**Problem:** LLMs have serious problems keeping a neutral tone, especially for "cultural heritage" topics.
+**Before:**
+> Nestled within the breathtaking region of Gonder in Ethiopia, Alamata Raya Kobo stands as a vibrant town with a rich cultural heritage and stunning natural beauty.
+**After:**
+> Alamata Raya Kobo is a town in the Gonder region of Ethiopia.
+
+### 5. Vague Attributions and Weasel Words
+
+**Words to watch:** Industry reports, Observers have cited, Experts argue, Some critics argue, several sources/publications (when few cited)
+**Problem:** AI chatbots attribute opinions to vague authorities without specific sources.
+**Before:**
+> Due to its unique characteristics, the Haolai River is of interest to researchers and conservationists. Experts believe it plays a crucial role in the regional ecosystem.
+**After:**
+> Researchers and conservationists study the Haolai River for its unusual characteristics.
+
+(If a real source exists, name it. Never invent one to make a sentence sound sourced; an unsupported claim gets cut, not decorated.)
+
+### 6. Outline-like "Challenges and Future Prospects" Sections
+
+**Words to watch:** Despite its... faces several challenges..., Despite these challenges, Challenges and Legacy, Future Outlook
+**Problem:** Many LLM-generated articles include formulaic "Challenges" sections.
+**Before:**
+> Despite its industrial prosperity, Korattur faces challenges typical of urban areas, including traffic congestion and water scarcity. Despite these challenges, with its strategic location and ongoing initiatives, Korattur continues to thrive as an integral part of Chennai's growth.
+**After:**
+> Korattur has recurring traffic congestion and water shortages.
+
+(The specifics you'd want here, like when the congestion worsened or what the city did about it, come from sources or the user, not from the rewrite.)
+
+## LANGUAGE AND GRAMMAR PATTERNS
+
+### 7. Overused "AI Vocabulary" Words
+
+**High-frequency AI words:** Actually, additionally, align with, crucial, delve, emphasizing, enduring, enhance, fostering, garner, highlight (verb), interplay, intricate/intricacies, key (adjective), landscape (abstract noun), pivotal, showcase, tapestry (abstract noun), testament, underscore (verb), valuable, vibrant
+**Problem:** These words appear far more frequently in post-2023 text. They often co-occur.
+**Before:**
+> Additionally, a distinctive feature of Somali cuisine is the incorporation of camel meat. An enduring testament to Italian colonial influence is the widespread adoption of pasta in the local culinary landscape, showcasing how these dishes have integrated into the traditional diet.
+**After:**
+> Somali cuisine also includes camel meat, which is considered a delicacy. Pasta dishes, introduced during Italian colonization, remain common, especially in the south.
+
+### 8. Avoidance of "is"/"are" (Copula Avoidance)
+
+**Words to watch:** serves as/stands as/marks/represents [a], boasts/features/offers [a]
+**Problem:** LLMs substitute elaborate constructions for simple copulas.
+**Before:**
+> Gallery 825 serves as LAAA's exhibition space for contemporary art. The gallery features four separate spaces and boasts over 3,000 square feet.
+**After:**
+> Gallery 825 is LAAA's exhibition space for contemporary art. The gallery has four rooms totaling 3,000 square feet.
+
+### 9. Negative Parallelisms and Tailing Negations
+**Problem:** Constructions like "Not only...but..." or "It's not just about..., it's..." are overused. So are clipped tailing-negation fragments such as "no guessing" or "no wasted motion" tacked onto the end of a sentence instead of written as a real clause.
+**Before:**
+> It's not just about the beat riding under the vocals; it's part of the aggression and atmosphere. It's not merely a song, it's a statement.
+**After:**
+> The heavy beat adds to the aggressive tone.
+**Before (tailing negation):**
+> The options come from the selected item, no guessing.
+**After:**
+> The options come from the selected item without forcing the user to guess.
+
+### 10. Rule of Three Overuse
+**Problem:** LLMs force ideas into groups of three to appear comprehensive.
+**Before:**
+> The event features keynote sessions, panel discussions, and networking opportunities. Attendees can expect innovation, inspiration, and industry insights.
+**After:**
+> The event includes talks and panels. There's also time for informal networking between sessions.
+
+### 11. Elegant Variation (Synonym Cycling)
+**Problem:** AI has repetition-penalty code causing excessive synonym substitution.
+**Before:**
+> The protagonist faces many challenges. The main character must overcome obstacles. The central figure eventually triumphs. The hero returns home.
+**After:**
+> The protagonist faces many challenges but eventually triumphs and returns home.
+
+### 12. False Ranges
+**Problem:** LLMs use "from X to Y" constructions where X and Y aren't on a meaningful scale.
+**Before:**
+> Our journey through the universe has taken us from the singularity of the Big Bang to the grand cosmic web, from the birth and death of stars to the enigmatic dance of dark matter.
+**After:**
+> The book covers the Big Bang, star formation, and current theories about dark matter.
+
+### 13. Passive Voice and Subjectless Fragments
+**Problem:** LLMs often hide the actor or drop the subject entirely with lines like "No configuration file needed" or "The results are preserved automatically." Rewrite these when active voice makes the sentence clearer and more direct.
+**Before:**
+> No configuration file needed. The results are preserved automatically.
+**After:**
+> You do not need a configuration file. The system preserves the results automatically.
+
+## STYLE PATTERNS
+
+### 14. Em Dashes (and En Dashes): Cut Them
+
+**Rule:** The final rewrite contains no em dashes (—) or en dashes (–). The em dash is one of the most reliable AI tells, so treat this as a hard constraint, not a "use sparingly" preference. Replace each one, in rough order of preference: a period (start a new sentence), a comma (a tight aside), a colon (introducing an explanation), parentheses (a true aside), or restructure the sentence. Also catch spaced em dashes (` — `) and double hyphens (` -- `) used the same way.
+**Before:**
+> The term is primarily promoted by Dutch institutions—not by the people themselves. You don't say "Netherlands, Europe" as an address—yet this mislabeling continues—even in official documents.
+**After:**
+> The term is primarily promoted by Dutch institutions, not by the people themselves. You don't say "Netherlands, Europe" as an address, yet this mislabeling continues in official documents.
+**Before:**
+> The new policy — announced without warning — affects thousands of workers. The changes -- long overdue according to critics -- will take effect immediately.
+**After:**
+> The new policy, announced without warning, affects thousands of workers. The changes, long overdue according to critics, will take effect immediately.
+
+Before returning the final rewrite, scan it for `—` and `–`. Any hit means the draft isn't done. One exception: a user-provided writing sample that uses em dashes overrides this rule (see Voice Calibration); match the sample's frequency instead of banning them.
+
+### 15. Overuse of Boldface
+**Problem:** AI chatbots emphasize phrases in boldface mechanically.
+**Before:**
+> It blends **OKRs (Objectives and Key Results)**, **KPIs (Key Performance Indicators)**, and visual strategy tools such as the **Business Model Canvas (BMC)** and **Balanced Scorecard (BSC)**.
+**After:**
+> It blends OKRs, KPIs, and visual strategy tools like the Business Model Canvas and Balanced Scorecard.
+
+### 16. Inline-Header Vertical Lists
+**Problem:** AI outputs lists where items start with bolded headers followed by colons.
+**Before:**
+> - **User Experience:** The user experience has been significantly improved with a new interface.
+> - **Performance:** Performance has been enhanced through optimized algorithms.
+> - **Security:** Security has been strengthened with end-to-end encryption.
+**After:**
+> The update improves the interface, speeds up load times through optimized algorithms, and adds end-to-end encryption.
+
+### 17. Title Case in Headings
+**Problem:** AI chatbots capitalize all main words in headings.
+**Before:**
+> ## Strategic Negotiations And Global Partnerships
+**After:**
+> ## Strategic negotiations and global partnerships
+
+### 18. Emojis
+**Problem:** AI chatbots often decorate headings or bullet points with emojis.
+**Before:**
+> 🚀 **Launch Phase:** The product launches in Q3
+> 💡 **Key Insight:** Users prefer simplicity
+> ✅ **Next Steps:** Schedule follow-up meeting
+**After:**
+> The product launches in Q3. User research showed a preference for simplicity. Next step: schedule a follow-up meeting.
+
+### 19. Curly Quotation Marks
+**Problem:** ChatGPT uses curly quotes (“...”) instead of straight quotes ("...").
+**Before:**
+> He said “the project is on track” but others disagreed.
+**After:**
+> He said "the project is on track" but others disagreed.
+
+## COMMUNICATION PATTERNS
+
+### 20. Collaborative Communication Artifacts
+
+**Words to watch:** I hope this helps, Of course!, Certainly!, You're absolutely right!, Would you like..., Want me to...?, Want me to give examples?, Should I continue?, let me know, here is a...
+**Problem:** Text meant as chatbot correspondence gets pasted as content.
+**Before:**
+> Here is an overview of the French Revolution. I hope this helps! Let me know if you'd like me to expand on any section.
+**After:**
+> The French Revolution began in 1789 when financial crisis and food shortages led to widespread unrest.
+
+### 21. Knowledge-Cutoff Disclaimers and Speculative Gap-Filling
+
+**Words to watch:** as of [date], Up to my last training update, While specific details are limited/scarce..., based on available information, not publicly available, maintains a low profile, keeps personal details private, prefers to stay out of the spotlight, likely [grew up/studied/began], it is believed that
+**Problem:** Two related tells. (a) Older models leave hard knowledge-cutoff disclaimers in the text. (b) When a model can't find a source, it writes a paragraph *about* not finding one and then invents plausible filler to cover the gap. For a private person the guess almost always lands on the same stock phrases ("maintains a low profile," "keeps personal details private"), none of it sourced. Say what isn't known, or cut the sentence; don't dress a guess up as fact.
+**Before (cutoff disclaimer):**
+> While specific details about the company's founding are not extensively documented in readily available sources, it appears to have been established sometime in the 1990s.
+**After:**
+> The company's founding date is not documented in the available sources. (Or cut the sentence. State a date only if a source provides one.)
+**Before (speculative gap-fill):**
+> Information about her early life is not publicly available, suggesting she maintains a low profile and keeps personal details private. She likely grew up in a middle-class household, which shaped her later interest in education reform.
+**After:**
+> Her early life is not documented in the available sources. (Or omit the section.)
+
+### 22. Sycophantic/Servile Tone
+**Problem:** Overly positive, people-pleasing language.
+**Before:**
+> Great question! You're absolutely right that this is a complex topic. That's an excellent point about the economic factors.
+**After:**
+> The economic factors you mentioned are relevant here.
+
+## FILLER AND HEDGING
+
+### 23. Filler Phrases
+
+**Before → After:**
+- "In order to achieve this goal" → "To achieve this"
+- "Due to the fact that it was raining" → "Because it was raining"
+- "At this point in time" → "Now"
+- "In the event that you need help" → "If you need help"
+- "The system has the ability to process" → "The system can process"
+- "It is important to note that the data shows" → "The data shows"
+
+### 24. Excessive Hedging
+**Problem:** Over-qualifying statements.
+**Before:**
+> It could potentially possibly be argued that the policy might have some effect on outcomes.
+**After:**
+> The policy may affect outcomes.
+
+### 25. Generic Positive Conclusions
+**Problem:** Vague upbeat endings.
+**Before:**
+> The future looks bright for the company. Exciting times lie ahead as they continue their journey toward excellence. This represents a major step in the right direction.
+**After:**
+> (Cut the paragraph. End on the last concrete fact instead of a send-off. If the source states real plans, use those.)
+
+### 26. Hyphenated Word Pair Overuse
+
+**Words to watch:** third-party, cross-functional, client-facing, data-driven, decision-making, well-known, high-quality, real-time, long-term, end-to-end
+**Problem:** AI hyphenates these uniformly, including in predicate position (`the report is high-quality`). Humans hyphenate inconsistently — typically only when the compound is attributive (`a high-quality report`) and often dropping the hyphen otherwise (`the report is high quality`). Keep attributive-position hyphens; drop them when the compound follows the noun.
+**Before:**
+> The cross-functional team delivered a high-quality, data-driven report. The team is cross-functional, the report is high-quality, and the methodology is data-driven.
+**After:**
+> The cross-functional team delivered a high-quality, data-driven report. The team is cross functional, the report is high quality, and the methodology is data driven.
+
+### 27. Persuasive Authority Tropes
+
+**Phrases to watch:** The real question is, at its core, in reality, what really matters, fundamentally, the deeper issue, the heart of the matter
+**Problem:** LLMs use these phrases to pretend they are cutting through noise to some deeper truth, when the sentence that follows usually just restates an ordinary point with extra ceremony.
+**Before:**
+> The real question is whether teams can adapt. At its core, what really matters is organizational readiness.
+**After:**
+> The question is whether teams can adapt. That mostly depends on whether the organization is ready to change its habits.
+
+### 28. Signposting and Announcements
+
+**Phrases to watch:** Let's dive in, let's explore, let's break this down, here's what you need to know, now let's look at, without further ado
+**Problem:** LLMs announce what they are about to do instead of doing it. This meta-commentary slows the writing down and gives it a tutorial-script feel.
+**Before:**
+> Let's dive into how caching works in Next.js. Here's what you need to know.
+**After:**
+> Next.js caches data at multiple layers, including request memoization, the data cache, and the router cache.
+
+### 29. Fragmented Headers
+
+**Signs to watch:** A heading followed by a one-line paragraph that simply restates the heading before the real content begins.
+**Problem:** LLMs often add a generic sentence after a heading as a rhetorical warm-up. It usually adds nothing and makes the prose feel padded.
+**Before:**
+> ## Performance
+>
+> Speed matters.
+>
+> When users hit a slow page, they leave.
+**After:**
+> ## Performance
+>
+> When users hit a slow page, they leave.
+
+### 30. Diff-Anchored Writing
+**Problem:** Documentation or comments written as if narrating a change rather than describing the thing as it is. Unless the document is inherently version-scoped (changelogs, release notes, migration guides), it should read coherently without knowing what changed in the last commit.
+**Before:**
+> This function was added to replace the previous approach of iterating through all items, which caused O(n²) performance.
+**After:**
+> This function uses a hash map for O(1) lookups, avoiding the O(n²) cost of naive iteration.
+
+### 31. Manufactured Punchlines and Staccato Drama
+**Problem:** LLMs often make every sentence land like a quotable closer, then stack short declarative fragments to manufacture drama. A single short sentence for emphasis is fine; a run of them starts to sound engineered.
+**Before:**
+> Then AlphaEvolve arrived. It had no preference for symmetry. No aesthetic prior. No nostalgia for human taste. The old rules were gone.
+**After:**
+> AlphaEvolve changed the search because it did not favor symmetry or human-looking designs. That made some of the older assumptions less useful.
+
+### 32. Aphorism Formulas
+
+**Words to watch:** X is the Y of Z, X becomes a trap, X is not a tool but a mirror, the language of, the currency of, the architecture of
+**Problem:** LLMs turn ordinary claims into reusable aphorisms that sound profound without adding precision. Replace the formula with the concrete claim it is gesturing at.
+**Before:**
+> Symmetry is the language of trust. Efficiency becomes a trap when teams forget the human layer.
+**After:**
+> Symmetric layouts often feel more predictable to users. Teams can over-optimize workflows and miss how people actually use them.
+
+### 33. Conversational Rhetorical Openers
+
+**Phrases to watch:** Honestly?, Look, Here's the thing, The thing is, Let's be honest, Real talk, when used as standalone hooks or fake-candid pauses before an ordinary point.
+**Problem:** LLMs open with a fake-candid hook to manufacture intimacy before delivering a routine claim. The tell is the theatrical pause-and-reveal: a one-word question or aside, then the "real" answer. A person being honest usually just says the thing.
+**Before:**
+> Is it worth the price? Honestly? It depends on how often you'll use it.
+**After:**
+> Whether it's worth the price depends on how often you'll use it.
+
+## DETECTION GUIDANCE
+
+### What NOT to flag (false positives)
+
+A clean human writer can hit several of the patterns above without any AI involvement. Before rewriting, sanity-check that you are not gutting legitimate prose. The following are *not* reliable indicators on their own:
+
+- **Perfect grammar and consistent style.** Many writers are professionals or have been edited. Polish does not equal AI.
+- **Mixed casual and formal registers.** This often signals a person in a technical field, a young writer, or someone with neurodivergent prose habits — not a chatbot.
+- **"Bland" or "robotic" prose.** AI prose has *specific* tells. Generic dryness without those tells is just dry writing.
+- **Formal or academic vocabulary.** AI overuses *specific* fancy words (see §7), not all fancy words. Don't flatten "ostensibly" or "constituent" just because they sound brainy.
+- **Letter-style opening or closing on a comment.** Salutations and sign-offs predate ChatGPT by centuries.
+- **Common transition words in isolation.** *Additionally*, *moreover*, *consequently* are AI-coded only when piled up. One *however* is not a tell.
+- **Curly quotes alone.** macOS, Word, Google Docs, and most CMSes auto-curl by default. Curly quotes only count when stacked with other tells.
+- **Em dashes alone.** Many editors and journalists use them often. Em dashes are evidence only when paired with formulaic sales-y rhythm.
+- **One short emphatic sentence.** Humans use clipped sentences to land a point. Flag staccato drama only when several short fragments appear in a row and inflate the tone.
+- **"Honestly" or "look" mid-sentence.** These are ordinary in casual writing. The tell is the standalone theatrical opener, not the word itself.
+- **Unsourced claims.** Most of the web is unsourced. Lack of citations doesn't prove anything.
+- **Correct, complex formatting.** Visual editors and templates produce clean output without any AI.
+- **Secondhand text.** Do not rewrite watched phrases inside quotations, titles, proper names, or examples where the phrase is being discussed rather than used.
+
+When in doubt, look for **clusters** of tells, not isolated ones. A single em dash means nothing; em dashes plus rule-of-three plus *vibrant tapestry* plus a "Conclusion" section is a confession.
+
+### Signs of human writing (preserve these)
+
+When you see these, lean toward leaving the prose alone — they are evidence of a real person writing, and over-editing will destroy what makes the piece sound human:
+
+- **Specific, unusual, hard-to-fabricate detail.** A real address. A weird quote. The phrase "the lawyer who used to work upstairs from my dentist." LLMs round off specifics; humans hoard them.
+- **Mixed feelings and unresolved tension.** "I think this is mostly good, but it bothers me, and I can't fully explain why." LLMs default to clean takes.
+- **Dated, era-bound references.** Slang, memes, or in-jokes that map to a specific year and subculture. Models lag by a year or more.
+- **First-person editorial choices the writer can defend.** If the writer can explain *why* they made a particular cut or used a particular word, that's a strong human signal.
+- **Variety in sentence length.** Real writing alternates short and long. AI writing tends toward an even, mid-length cadence.
+- **Genuine asides, parentheticals, or self-corrections.** "(I keep wanting to say 'almost' here, but it really was certain.)" Models rarely interrupt themselves like this.
+- **Edits made before November 30, 2022.** ChatGPT's public launch. Anything older than that is, with very rare exceptions, not AI-written.
+
+---
+
+## Invocation Modes
+
+**Pasted text (default).** The user gives text in the conversation. Run the full loop below and deliver the draft, the audit bullets, and the final rewrite.
+
+**File mode.** The user points at a file. Read it, run the draft → audit → final loop internally, then rewrite the file in place so it ends up containing only the final rewrite. Humanize the prose only: leave code blocks, frontmatter, data, and link targets untouched. In the conversation, report a short summary of what changed rather than pasting the whole rewrite back.
+
+**Embedded mode.** Another task or agent is using this skill as one step of a larger job (a PR description, a commit message, a doc). Run the loop internally and output only the final text. No draft, no audit bullets, no summary. The caller wants prose, not ceremony.
+
+## Process and Output
+
+1. Read the input carefully and identify every instance of the patterns above.
+2. Write a **draft rewrite**. Check that it reads naturally aloud, varies sentence length, prefers specific details and simple constructions (is/are/has), and keeps the appropriate register.
+3. Ask two questions: **"What makes the below so obviously AI generated?"** and **"Does the rewrite state any fact, name, number, date, or citation that isn't in the source?"** Answer briefly. A fabrication is a defect even when it sounds more human than the vague original.
+4. Revise into a **final rewrite** that addresses them and contains no em or en dashes (see §14).
+
+In pasted-text mode, deliver the draft, the brief "still-AI" bullets, the final rewrite, and (optionally) a short summary of changes. In file and embedded modes, run the same loop but deliver only what the mode calls for (see Invocation Modes).
+
+## Reference
+
+This skill is based on [Wikipedia:Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing), maintained by WikiProject AI Cleanup. The patterns documented there come from observations of thousands of instances of AI-generated text on Wikipedia.
+
+Key insight from Wikipedia: "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases."
diff --git a/plugins/skill-loop/examples/humanizer/SOURCE.md b/plugins/skill-loop/examples/humanizer/SOURCE.md
new file mode 100644
index 0000000..7bb6aae
--- /dev/null
+++ b/plugins/skill-loop/examples/humanizer/SOURCE.md
@@ -0,0 +1,15 @@
+# Humanizer workshop source
+
+Exported from Jordaaan’s enabled Claude Desktop skill on September 9, 2026.
+Humanizer version 2.9.1, MIT license; copyright Siqi Chen. The full skill and
+license are preserved here. Skill Loop and the workshop materials are by Jordaaan.
+
+The live workshop checks a small subset of its instructions: preserve specified
+facts and remove em/en dashes when no author sample overrides that rule. It does
+not certify human authorship, measure all 33 patterns, or establish overall prose
+quality. Human review still checks meaning, tone, and unsupported claims.
+
+The offline demo is a deliberately limited executable adaptation of the
+punctuation rule. Its first version handles em dashes; the prepared correction
+also handles en dashes. This is not a defect attributed to the installed skill,
+which already describes both. Offline scores are not model benchmark results.
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index 818dcda..f6e8be9 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -11,27 +11,30 @@ export async function init(folder,{demo=false,rules=false}={}) {
   folder=resolve(folder);await fs.mkdir(folder,{recursive:true});
   // A dedicated empty directory avoids overwriting a user's skill or config.
   if((await fs.readdir(folder)).length)throw Error('Choose an empty directory for setup');
-  await atomic(join(folder,'skill.md'),'Check the event count. Exactly one event is PASS; otherwise FAIL. Return JSON with verdict.\n');
-  await atomic(join(folder,'suite.json'),{version:1,source:{title:'Workshop consent policy',reference:'Local fictional exercise',version:'1'},coverage:'Two event-count cases; no live tracking, security or business-outcome validation',cases:[{id:'granted',input:{consent:'granted',events:1},checks:[{path:'/verdict',op:'equals',value:'PASS'}]},{id:'denied',input:{consent:'denied',events:0},checks:[{path:'/verdict',op:'equals',value:'PASS'}]}]});
+  await atomic(join(folder,'skill.md'),'Humanizer punctuation practice: replace em dashes with commas, removing adjacent spaces. Return JSON with text. Teaching adaptation, not the full Humanizer skill.\n');
+  await atomic(join(folder,'suite.json'),{version:1,source:{title:'Humanizer 2.9.1 · punctuation rule',reference:'examples/humanizer/SKILL.md §14; no author voice sample supplied',version:'2.9.1'},coverage:'Two punctuation cases in a teaching adaptation; not a live run of the full Humanizer skill or a measure of writing quality',cases:[{id:'em-dashes',input:{text:'Brain Gainz — with Jordaaan — starts Thursday.'},checks:[{path:'/text',op:'equals',value:'Brain Gainz, with Jordaaan, starts Thursday.'}]},{id:'en-dashes',input:{text:'Brain Gainz – with Jordaaan – starts Thursday.'},checks:[{path:'/text',op:'equals',value:'Brain Gainz, with Jordaaan, starts Thursday.'}]}]});
   const runner=demo?{label:'deterministic-demo-not-an-AI-model',command:[process.execPath,join(here,'../examples/demo-runner.mjs')]}:{label:'my-assistant'};
   const config={version:1,skill:'skill.md',suite:'suite.json',state:'.skill-loop',runner};
   if(demo)config.proposerCommand=[process.execPath,join(here,'../examples/demo-proposer.mjs')];
   if(rules) {
-    config.skill='skill.json';config.runner={label:'declarative-rules-no-model',command:[process.execPath,join(here,'rules-runner.mjs')]};delete config.proposerCommand;
+    config.skill='skill.json';config.runner={label:'humanizer-punctuation-adaptation-no-model',command:[process.execPath,join(here,'punctuation-runner.mjs')]};delete config.proposerCommand;
     await fs.rm(join(folder,'skill.md'));
-    await atomic(join(folder,'skill.json'),{version:1,rules:[{when:[{path:'/consent',op:'equals',value:'granted'},{path:'/events',op:'equals',value:1}],output:{verdict:'PASS'}}],defaultOutput:{verdict:'FAIL'}});
+    await atomic(join(folder,'skill.json'),{version:1,replaceEmDashes:true,replaceEnDashes:false});
   }
   const path=join(folder,'skill-loop.json');await atomic(path,config);return {config:path,mode:rules?'declarative rules, no model':demo?'offline demonstration':'assistant prepare/ingest',next:demo?'run, baseline, loop, report, review':'prepare, ask your assistant to run the returned cases, ingest, baseline'};
 }
 export async function main(args) {
   const [action,file,...rest]=args;
+  if(action==='humanizer-init') {
+    const {initHumanizer}=await import('./humanizer-demo.mjs');return initHumanizer(file??'humanizer-workshop');
+  }
   if(action==='demo') {
     const setup=await init(file??'skill-loop-demo',{rules:true});
     const first=await engine.run(setup.config);await engine.baseline(setup.config,first.id);
     const folder=dirname(setup.config),policy=await readJSON(join(folder,'skill.json'));
-    policy.rules.push({when:[{path:'/consent',op:'equals',value:'denied'},{path:'/events',op:'equals',value:0}],output:{verdict:'PASS'}});
+    policy.replaceEnDashes=true;
     const candidate=join(folder,'candidate.json');await atomic(candidate,policy);
-    const proposal=await engine.stage(setup.config,candidate,'Prepared workshop policy correction: denied consent requires zero events. Deterministic rules example, not an AI benchmark.');
+    const proposal=await engine.stage(setup.config,candidate,'Prepared correction to the Humanizer punctuation teaching adaptation: handle en dashes as well as em dashes. The installed Humanizer already states both rules; this is not a measured defect in it.');
     return {mode:'rules-only demonstration',baseline:first.score,candidate:proposal.comparison.status,proposal:proposal.id,activeSkillChanged:false,...await report(setup.config)};
   }
   if(action==='inventory')return inventory(file?[file,...rest]:undefined);
diff --git a/plugins/skill-loop/scripts/engine.mjs b/plugins/skill-loop/scripts/engine.mjs
index 1db413c..9510c29 100644
--- a/plugins/skill-loop/scripts/engine.mjs
+++ b/plugins/skill-loop/scripts/engine.mjs
@@ -24,7 +24,7 @@ export function validateSuite(suite) {
     if(typeof c.id!=='string'||!c.id||ids.has(c.id)||!Object.hasOwn(c,'input'))throw Error('Cases require unique ids and input');ids.add(c.id);
     if(!Array.isArray(c.checks)||!c.checks.length)throw Error('Every case needs checks');
     for(const check of c.checks) {
-      if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','exists'].includes(check.op))throw Error('Invalid check path or operation');
+      if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','notContains','exists'].includes(check.op))throw Error('Invalid check path or operation');
       if(check.op!=='exists'&&!Object.hasOwn(check,'value'))throw Error('Check value required');
     }
   }
@@ -53,8 +53,10 @@ export function score(suite, response) {
   if(outputs.size!==suite.cases.length||suite.cases.some(c=>!outputs.has(c.id)))throw Error('Response case ids must exactly match the suite');
   const checks=suite.cases.flatMap(c=>c.checks.map((check,index)=>{
     const actual=pointer(outputs.get(c.id),check.path);
-    const passed=check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value):
-      typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value));
+    const validContainer=(typeof actual==='string'&&typeof check.value==='string')||Array.isArray(actual);
+    const contains=typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value));
+    const passed=check.op==='notContains'?validContainer&&!contains:check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value):
+      contains;
     return {caseId:c.id,index,path:check.path,op:check.op,expected:check.value,actual:actual??null,passed:!!passed};
   }));
   const passed=checks.filter(c=>c.passed).length;
@@ -70,7 +72,7 @@ async function snapshot(config, candidate) {
   const skill=await fs.readFile(candidate?resolve(candidate):config.skill,'utf8');
   if(!skill.trim())throw Error('Skill must not be empty');
   const suite=validateSuite(await readJSON(config.suite));
-  return {skill,suite,skillHash:hash(skill),conditions:hash({suite,runner:config.runner,scorer:1})};
+  return {skill,suite,skillHash:hash(skill),conditions:hash({suite,runner:config.runner,scorer:2})};
 }
 function requestFor(snap) {
   return {requestId:randomUUID(),skill:snap.skill,cases:snap.suite.cases.map(({id,input})=>({id,input})),
diff --git a/plugins/skill-loop/scripts/humanizer-demo.mjs b/plugins/skill-loop/scripts/humanizer-demo.mjs
new file mode 100644
index 0000000..7647653
--- /dev/null
+++ b/plugins/skill-loop/scripts/humanizer-demo.mjs
@@ -0,0 +1,18 @@
+import { promises as fs } from 'node:fs';
+import { resolve,join } from 'node:path';
+import { atomic } from './shared/io.mjs';
+export async function initHumanizer(folder) {
+ folder=resolve(folder);await fs.mkdir(folder,{recursive:true});
+ if((await fs.readdir(folder)).length)throw Error('Choose an empty directory for setup');
+ const skill=await fs.readFile(new URL('../examples/humanizer/SKILL.md',import.meta.url),'utf8');
+ await atomic(join(folder,'skill.md'),skill);
+ const cases=[
+  {id:'workshop-invite',text:'It is important to note that Jordaaan will lead Brain Gainz on Thursday at 11 a.m. Central — a pivotal moment for anyone seeking to delve into reusable skills. Bring one draft.',facts:['Jordaaan','Brain Gainz','Thursday','11 a.m.','Central'],avoid:['—','–','delve','pivotal moment']},
+  {id:'project-update',text:'Due to the fact that the team reviewed 12 drafts, the report is ready. Maya will share it on Friday – showcasing our unwavering commitment to clear communication.',facts:['12','Maya','Friday'],avoid:['—','–','unwavering commitment']}
+ ];
+ const suite={version:1,source:{title:'Humanizer 2.9.1 and supplied source paragraphs',reference:'Humanizer: preserve information, never invent facts, §14 punctuation; no author voice sample supplied',version:'2.9.1-workshop-1'},coverage:'Literal fact anchors and selected unwanted phrases across two paragraphs. A match does not prove semantic preservation; tone, all claims, hallucinations and other Humanizer rules need human review. No authorship detection.',cases:cases.map(c=>({id:c.id,input:{text:c.text,request:'Apply the supplied Humanizer skill to this paragraph in a plain, neutral voice. No author writing sample is supplied. Preserve the source facts. Return only JSON with a text field containing the final rewrite.'},checks:[...c.facts.map(value=>({path:'/text',op:'contains',value})),...c.avoid.map(value=>({path:'/text',op:'notContains',value}))]}))};
+ await atomic(join(folder,'suite.json'),suite);
+ const config=join(folder,'skill-loop.json');
+ await atomic(config,{version:1,skill:'skill.md',suite:'suite.json',state:'.skill-loop',runner:{label:'Humanizer in current assistant; record model before first prepare'}});
+ return {config,mode:'live Humanizer evaluation; no results yet',next:'Record the current assistant/model in runner.label, prepare CONFIG, follow the returned skill and cases, ingest the actual outputs, save a reviewed baseline, and report CONFIG. Do not run the offline demo instead. If all checks pass, retain the skill; do not manufacture a revision.'};
+}
diff --git a/plugins/skill-loop/scripts/package-chat.py b/plugins/skill-loop/scripts/package-chat.py
new file mode 100644
index 0000000..4433313
--- /dev/null
+++ b/plugins/skill-loop/scripts/package-chat.py
@@ -0,0 +1,15 @@
+#!/usr/bin/env python3
+"""Bundle the shared engine as a Claude Chat skill upload, with local paths."""
+from pathlib import Path
+from zipfile import ZipFile, ZIP_DEFLATED
+import argparse
+p=argparse.ArgumentParser();p.add_argument('output');args=p.parse_args()
+root=Path(__file__).resolve().parent.parent
+out=Path(args.output).resolve();out.parent.mkdir(parents=True,exist_ok=True)
+with ZipFile(out,'w',ZIP_DEFLATED) as z:
+ z.write(root/'chat/SKILL.md','skill-loop/SKILL.md')
+ for folder in ['scripts','examples']:
+  for f in sorted((root/folder).rglob('*')):
+   if f.is_file() and (f.suffix in ['.mjs','.js','.md','.json'] or f.name=='LICENSE'):
+    z.write(f,Path('skill-loop')/f.relative_to(root))
+print(out)
diff --git a/plugins/skill-loop/scripts/punctuation-runner.mjs b/plugins/skill-loop/scripts/punctuation-runner.mjs
new file mode 100644
index 0000000..6ff22f0
--- /dev/null
+++ b/plugins/skill-loop/scripts/punctuation-runner.mjs
@@ -0,0 +1,16 @@
+import { fileURLToPath } from 'node:url';
+import { resolve } from 'node:path';
+// Deterministic punctuation exercise derived from Humanizer §14, not its full skill.
+export function punctuate(policy,input) {
+  if(policy.version!==1 || typeof policy.replaceEmDashes!=='boolean' || typeof policy.replaceEnDashes!=='boolean')throw Error('Punctuation rules require version 1 and boolean dash options');
+  if(typeof input?.text!=='string')throw Error('Input needs text');
+  let text=input.text;
+  if(policy.replaceEmDashes)text=text.replace(/\s*—\s*/g,', ');
+  if(policy.replaceEnDashes)text=text.replace(/\s*–\s*/g,', ');
+  return {text};
+}
+if(process.argv[1]&&resolve(process.argv[1])===fileURLToPath(import.meta.url)) {
+ let text='';for await(const chunk of process.stdin)text+=chunk;
+ const request=JSON.parse(text),policy=JSON.parse(request.skill);
+ process.stdout.write(JSON.stringify({requestId:request.requestId,outputs:request.cases.map(c=>({id:c.id,output:punctuate(policy,c.input)}))}));
+}
diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs
index 2036a65..a8b8fc6 100644
--- a/plugins/skill-loop/scripts/report.mjs
+++ b/plugins/skill-loop/scripts/report.mjs
@@ -7,17 +7,21 @@ const esc=s=>String(s??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'&
 export async function report(file) {
   const c=await load(file),s=await status(file),r=s.latest;
   const history=await versions(file);
+  const saved=r?await readJSON(join(c.state,'runs',r.id+'.json')):null;
+  const writingCases=(saved?.request?.cases??[]).filter(x=>typeof x.input?.text==='string');
+  const outputs=writingCases.length?`
THE WORK · BEFORE AND AFTER
Read the actual output.
${writingCases.map(x=>{const out=saved.response.outputs.find(o=>o.id===x.id)?.output;return `
${esc(x.id)}
Source text
${esc(x.input.text)}
Skill output
${esc(typeof out?.text==='string'?out.text:JSON.stringify(out,null,2))}
`;}).join('')}
These are saved inputs and outputs from this run. Review meaning and tone alongside the automated checks.
`:'';
   const names=await fs.readdir(join(c.state,'proposals')).catch(e=>{if(e.code==='ENOENT')return [];throw e;});
   const proposals=await Promise.all(names.filter(n=>n.endsWith('.json')).map(n=>readJSON(join(c.state,'proposals',n))));
   const review=await interactiveReview(file,c,history);
   const html=`Skill Loop · Jordaaan
-  
JORDAAAN / ORGANIZED AI
Spot drift. Test the fix.
Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

+  :root{color-scheme:dark;--bg:#0a0908;--surface:#141210;--surface-2:#1c1815;--line:#2b2620;--text:#f5efe6;--text-dim:#8c8478;--gold:#d9a441;--gold-dim:#a67d33;--mono:'IBM Plex Mono','SF Mono',Consolas,monospace;--sans:'IBM Plex Sans',-apple-system,Helvetica,Arial,sans-serif}*{box-sizing:border-box}body{background:var(--bg);color:var(--text);font:16px/1.55 var(--sans);margin:0}main{max-width:1050px;margin:auto;padding:35px 22px}h1{font:600 clamp(32px,5vw,52px)/1.08 var(--mono);letter-spacing:-.01em;margin:20px 0;max-width:20ch}h1 span{color:var(--gold)}h2{font:600 clamp(22px,3vw,30px)/1.25 var(--mono)}.eyebrow{color:var(--gold);letter-spacing:.08em;font:12px var(--mono)} .cards,.versions{display:grid;grid-template-columns:repeat(3,1fr);gap:14px}.card,section{background:var(--surface);border:1px solid var(--line);border-radius:8px;padding:20px;margin:16px 0}.number{font-size:32px;display:block}.muted{color:#b7ada0}.pass{color:#88d3a3}.fail{color:#ffae8e}table{width:100%;border-collapse:collapse}td,th{text-align:left;border-bottom:1px solid var(--line);padding:12px}pre{white-space:pre-wrap;overflow-wrap:anywhere;background:var(--surface-2);padding:18px}.versions{grid-template-columns:1fr 1fr}.scroll{overflow:auto}summary{cursor:pointer}footer{margin-top:32px;color:#b7ada0}@media(max-width:650px){.cards,.versions{grid-template-columns:1fr}.card{margin:0}}.report-brand{display:flex;justify-content:space-between;gap:16px;flex-wrap:wrap;border-bottom:1px solid var(--line);padding:0 0 22px;margin-bottom:40px;font:12px var(--mono)}.report-brand>span:first-child{font-size:16px}.report-brand b{color:var(--gold)}
+  
skill-loopORGANIZED AI · WITH JORDAAAN
// QA REVIEW · SAVED EVIDENCE
Test your skills.
Improve with evidence.
Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

   
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}

+  ${outputs}
   ${review}
   
Connect → Baseline → Detect drift → Test → Review
Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

   
QA source and coverage
${esc(r?.qaSource?.title??'QA source not specified')} · ${esc(r?.qaSource?.reference??'Add a source of truth to the test suite')} · ${esc(r?.qaSource?.version??'Unversioned')}
${esc(r?.coverage??'Only the supplied cases are evaluated.')}
The engine checks output against these rules. It does not independently certify that the rules are correct or complete.
Test evidence
${(r?.checks??[]).map(x=>``).join('')}
CaseCheckResultActualExpected
${esc(x.caseId)}${esc(x.path)} ${esc(x.op)}${x.passed?'Pass':'Fail'}${esc(JSON.stringify(x.actual))}${esc(JSON.stringify(x.expected))}

   
Saved versions
The active version changes only through approval or an explicit version choice. A preference override can select an older version; its QA history remains visible.
${history.versions.map(v=>``).join('')}
VersionSelectionQA scoreEvidence
${esc(v.version.slice(0,12))}${v.active?'Active':'Saved'}${v.passed}/${v.total}${esc(v.qa)}
Changes for review
${proposals.length?proposals.map(p=>`
${esc(p.status)} · ${p.versionChoice?'User-selected version':p.eligible?'Passed improvement gate':'Did not pass improvement gate'}
${esc(p.evidence)}
Compare original and candidate
Original
${esc(p.before)}
Candidate
${esc(p.candidate)}
Proposal ${esc(p.id)}
`).join(''):'
No proposals yet.
'}
-  
Brain Gainz with Jordaaan · Skill Loop 0.1 · Local evidence stays on this computer.
`;
-  const path=join(c.state,'report.html');await atomic(path,html);return {report:path};
+  
Brain Gainz with Jordaaan · Skill Loop 0.1 · QA evidence snapshot · sharing follows your assistant’s settings.
`;
+  const path=join(c.state,'report.html');await atomic(path,html);return {report:path,artifact:{title:"Skill Loop QA Review · Jordaaan",mimeType:"text/html",path,preferredPresentation:"interactive-artifact",selfContained:true}};
 }
diff --git a/plugins/skill-loop/scripts/review.mjs b/plugins/skill-loop/scripts/review.mjs
index bac7734..ab7f8da 100644
--- a/plugins/skill-loop/scripts/review.mjs
+++ b/plugins/skill-loop/scripts/review.mjs
@@ -5,5 +5,5 @@ export async function interactiveReview(config, c, history) {
  const versions=await Promise.all(history.versions.map(async v=>{const r=await readJSON(join(c.state,'runs',v.runId+'.json'));return {...v,skill:r.skill,conditions:r.conditions,checks:r.checks,source:r.qaSource};}));
  const payload=JSON.stringify({config:resolve(config),draftName:'skill-loop-draft'+(extname(c.skill)||'.md'),versions}).replaceAll('<','\\u003c').replaceAll('\u2028','\\u2028').replaceAll('\u2029','\\u2029');
  const script=await fs.readFile(new URL('./review-ui.js',import.meta.url),'utf8');
- return `
INTERACTIVE MODE
Compare. Edit. Review.
Select two saved versions and inspect their evidence. Draft edits stay in this page until downloaded. Tests and version changes run through your desktop assistant.
Original / reference
Selected version / draft
`;
+ return `
INTERACTIVE MODE
Compare. Edit. Review.
Select two saved versions and inspect their evidence. Draft edits stay in this page until downloaded. Tests and version changes run through your desktop assistant.
Original / reference
Selected version / draft
`;
 }
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 0a4a78f..71ce5eb 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -27,7 +27,8 @@ to this skill directory; resolve them to absolute paths before invoking commands
    skill and evidence/rationale, then `stage`. A configured proposer can use `loop`
    for bounded rounds. Research is performed by the host assistant/proposer;
    the engine does not supply a search service or verify source truth automatically.
-6. Open `report CONFIG` to show checks, drift, original and candidate. A candidate
+6. Generate `report CONFIG` and deliver it as the interactive artifact described
+   below, showing checks, drift, original and candidate. A candidate
    must strictly improve without losing any previously passing check to be eligible.
    Ask the user to approve the concrete proposal before `approve`; otherwise keep
    it staged. Installing or testing does not authorize changing the active skill.
@@ -37,6 +38,41 @@ to this skill directory; resolve them to absolute paths before invoking commands
 Do not claim background monitoring is active after installation. `watch` is a
 bounded foreground runner requiring a live host; enable only when requested.
 Do not use the unrelated unscoped npm package named skill-loop.
-Do not claim Claude Desktop, Codex, OpenClaw, or Hermes host compatibility until
-an actual install and tool call succeeds there. Generic MCP protocol tests alone
-establish transport behavior, not every host integration.
+The included rules demo and interactive HTML preview are verified in regular
+Claude Desktop Chat using a repository link; this is not persistent installation.
+Other host integrations require their own install and execution checks. Generic
+MCP tests establish transport behavior, not every host integration.
+
+## Default output: interactive QA artifact
+
+After a completed test, demo, revision, or version decision, generate a fresh
+report and return **Skill Loop QA Review · Jordaaan** as the task's artifact. The
+report result includes its file path, MIME type, and preferred presentation.
+For the workshop first run, follow the README’s Humanizer guide: humanizer-init,
+prepare, actual assistant outputs, ingest, baseline, report. Use the supplied full
+Humanizer skill and preserve actual outcomes, including an all-pass result.
+The offline `demo /absolute/empty/directory` runs only an explicitly labeled
+punctuation adaptation with a prepared correction. Do not substitute it for a
+requested live Humanizer evaluation.
+
+In regular Claude Chat in Claude Desktop, use the host's available artifact capability to create
+or update an interactive artifact from the generated self-contained HTML. Keep
+the original and candidate, saved versions, change highlights, actual QA scores,
+source, coverage, and untested-draft labels intact. If the host needs its own
+artifact representation, preserve that evidence exactly; do not invent or
+recalculate scores in the presentation layer. Return the artifact in the task
+and use its preview when available. A website button, localhost URL, raw file
+path, or prose summary alone does not fulfill artifact delivery.
+
+Keep Jordaaan branding, charcoal surfaces, gold controls, and readable side-by-side
+comparison. Artifact edits remain untested drafts until the engine retests them.
+Version choices and revisions still use the engine's existing approval flow.
+Refresh the artifact after results change; artifact version history is not the
+same as engine skill-version history. Keep sharing private to the task/user by
+default; do not publish the artifact or broaden access.
+
+When native artifact creation is unavailable or fails, attach the actual HTML
+file as a downloadable task output and explain the preview limitation. Do not
+claim native artifact delivery succeeded without a returned artifact or visible
+output. In Codex, present the same HTML as a task file/preview using the available
+file presentation capability. In terminal-only hosts, return the existing file.
diff --git a/plugins/skill-loop/tests/engine.test.mjs b/plugins/skill-loop/tests/engine.test.mjs
index 881999a..1865a7d 100644
--- a/plugins/skill-loop/tests/engine.test.mjs
+++ b/plugins/skill-loop/tests/engine.test.mjs
@@ -13,8 +13,8 @@ async function fixture(t){const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-t
 test('real subprocess demo improves, stages, approves and reports',async t=>{
  const {config,dir}=await fixture(t);const first=await e.run(config);assert.equal(first.score,50);await e.baseline(config,first.id);
  const result=await e.loop(config);assert.equal(result.report.score,100);assert.ok(result.proposalId);assert.equal(result.published,false);
- assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/otherwise FAIL/);
- await e.decide(config,result.proposalId,'approve');assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/consent is denied/);
+ assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/replace em dashes/);
+ await e.decide(config,result.proposalId,'approve');assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/and en dashes/);
  assert.equal((await e.run(config)).comparison.status,'unchanged');const out=await report(config);assert.match(await fs.readFile(out.report,'utf8'),/Jordaaan/);
  await assert.rejects(e.decide(config,result.proposalId,'approve'),/already decided/);
 });
@@ -83,14 +83,14 @@ test('interrupted approval recovers on repeated explicit approval',async t=>{
  const proposal=await readJSON(join(c.state,'proposals',result.proposalId+'.json'));const transaction={proposal,result:await readJSON(join(c.state,'runs',proposal.runId+'.json')),baseline:await readJSON(join(c.state,'baseline.json'))};
  await atomic(join(c.state,'approval-journal.json'),transaction);let writes=0;
  await assert.rejects(e.finishApproval(c,transaction,async(path,data)=>{if(++writes===3)throw Error('simulated disk interruption');return atomic(path,data);}),/simulated/);
- assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/consent is denied/);
+ assert.match(await fs.readFile(join(dir,'skill.md'),'utf8'),/and en dashes/);
  await e.decide(config,proposal.id,'approve');assert.equal((await e.status(config)).baseline.id,transaction.result.id);assert.equal((await e.status(config)).interruptedApproval,null);
 });
-test('declarative policy runs without a model and saved outputs replay exactly',async t=>{
+test('punctuation adaptation runs without a model and saved outputs replay exactly',async t=>{
  const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-rules-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));const {config}=await init(dir,{rules:true});
  const r=await e.run(config);assert.equal(r.score,50);assert.equal((await e.replay(config,r.id)).matchesRecorded,true);assert.equal((await e.replay(config,r.id)).newModelRun,false);
- await e.baseline(config,r.id);const policy=await readJSON(join(dir,'skill.json'));policy.rules.push({when:[{path:'/consent',op:'equals',value:'denied'},{path:'/events',op:'equals',value:0}],output:{verdict:'PASS'}});
- await atomic(join(dir,'candidate.json'),policy);const p=await e.stage(config,join(dir,'candidate.json'),'Written consent rule: denied means zero events');assert.equal(p.eligible,true);assert.equal(p.comparison.status,'improved');
+ await e.baseline(config,r.id);const policy=await readJSON(join(dir,'skill.json'));policy.replaceEnDashes=true;
+ await atomic(join(dir,'candidate.json'),policy);const p=await e.stage(config,join(dir,'candidate.json'),'Humanizer section 14 covers en dashes too');assert.equal(p.eligible,true);assert.equal(p.comparison.status,'improved');
 });
 test('inventory distinguishes discovery from effectiveness and registry verifies skill identity',async t=>{
  const {inventory,checkAll}=await import('../scripts/inventory.mjs');const {dir,config}=await fixture(t);const root=join(dir,'skills');await fs.mkdir(join(root,'one'),{recursive:true});await fs.writeFile(join(root,'one','SKILL.md'),'---\nname: one\ndescription: test\n---\nRun test');
@@ -129,3 +129,31 @@ test('large interactive diffs expose duplicate additions and positional limitati
  assert.equal(result.approximate,true);assert.equal(result.right.at(-1).changed,true);
  const small=diff('a\nb','a\nx\nb');assert.equal(small.right.filter(x=>x.changed).length,1);assert.equal(small.left.filter(x=>x.changed).length,0);
 });
+
+test('negative content checks fail closed and preserve positive-check semantics',()=>{
+ const suite={version:1,cases:[{id:'a',input:{},checks:[{path:'/text',op:'notContains',value:'—'},{path:'/text',op:'contains',value:'12'}]}]};
+ const check=output=>e.score(suite,{outputs:[{id:'a',output}]});
+ assert.equal(check({text:'12 drafts'}).passed,2);
+ assert.equal(check({text:'12 — drafts'}).passed,1);
+ assert.equal(check({}).passed,0);assert.equal(check({text:12}).passed,0);
+ const array={version:1,cases:[{id:'a',input:{},checks:[{path:'',op:'notContains',value:{bad:true}}]}]};
+ assert.equal(e.score(array,{outputs:[{id:'a',output:[{bad:true}]}]}).passed,0);
+ assert.equal(e.score(array,{outputs:[{id:'a',output:[]}]}).passed,1);
+});
+test('Humanizer setup preserves installed source and needs actual assistant output',async t=>{
+ const {initHumanizer}=await import('../scripts/humanizer-demo.mjs');
+ const dir=await fs.mkdtemp(join(tmpdir(),'humanizer-test-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));
+ const {config}=await initHumanizer(dir);const req=await e.prepare(config);
+ assert.equal(req.skill,await fs.readFile(new URL('../examples/humanizer/SKILL.md',import.meta.url),'utf8'));
+ assert.equal(req.cases.length,2);assert.equal(req.cases[0].checks,undefined);
+ await assert.rejects(e.run(config),/No runner command/);
+ assert.equal((await e.status(config)).latest,null);
+ await assert.rejects(initHumanizer(dir),/empty directory/);
+});
+test('punctuation adaptation transforms unseen input and validates config',async()=>{
+ const {punctuate}=await import('../scripts/punctuation-runner.mjs');
+ const policy={version:1,replaceEmDashes:true,replaceEnDashes:true};
+ assert.deepEqual(punctuate(policy,{text:'A — B – C'}),{text:'A, B, C'});
+ assert.deepEqual(punctuate({...policy,replaceEnDashes:false},{text:'A — B – C'}),{text:'A, B – C'});
+ assert.throws(()=>punctuate(policy,{text:4}),/needs text/);
+});

From e08dcb15846edd0a087cb21fdfc4d2e7e707ae3d Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 16:17:58 -0500
Subject: [PATCH 05/20] Record live Humanizer verification and label saved
 baselines accurately

---
 plugins/skill-loop/.codex-plugin/plugin.json |  2 +-
 plugins/skill-loop/VERIFICATION.md           | 22 +++++++++++++++++++-
 plugins/skill-loop/scripts/report.mjs        |  2 +-
 plugins/skill-loop/tests/engine.test.mjs     |  6 ++++++
 4 files changed, 29 insertions(+), 3 deletions(-)

diff --git a/plugins/skill-loop/.codex-plugin/plugin.json b/plugins/skill-loop/.codex-plugin/plugin.json
index b68b397..f9afbdd 100644
--- a/plugins/skill-loop/.codex-plugin/plugin.json
+++ b/plugins/skill-loop/.codex-plugin/plugin.json
@@ -1,6 +1,6 @@
 {
   "name": "skill-loop",
-  "version": "0.1.0+codex.20260909211357",
+  "version": "0.1.0+codex.20260909211758",
   "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.",
   "author": {
     "name": "Jordaaan"
diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md
index cb58a72..56a740f 100644
--- a/plugins/skill-loop/VERIFICATION.md
+++ b/plugins/skill-loop/VERIFICATION.md
@@ -1,6 +1,26 @@
 # Verification
 
-## September 9, 2026 — regular Claude Desktop Chat
+## September 9, 2026 — live Humanizer and matching artifact design
+
+- Selected the enabled Humanizer skill from Jordaaan’s Claude Desktop Skills list.
+  Exported version 2.9.1; bundled skill and MIT license exactly match that export.
+- A fresh regular Claude Chat fetched the GitHub branch and followed the new
+  Humanizer first-run README: humanizer-init, prepare, actual rewrites, ingest,
+  baseline, report. No skill upload or Cowork session was used.
+- Actual engine run: 15/15 checks (9 first paragraph, 6 second), baseline saved.
+  The working skill remained byte-identical to the export; no revision was needed.
+- The returned interactive HTML rendered in Claude’s native Preview with source
+  paragraphs and actual rewrites. Colors, monospace headings, wordmark and gold
+  accents use the live Skill Loop homepage design; Organized AI / Jordaaan shown.
+- Conversation: [Testing Humanizer skill with Skill Loop](https://claude.ai/chat/f60c513f-ee9d-430e-bb54-c5a4f9896fd3) (account access required).
+- Independent review confirmed source preservation, negative checks failing on
+  missing/wrong-type output, HTML escaping, and the branding match.
+- Browser fallback verified through all three clicks: 2/3 → 3/3 → chosen version.
+  It is explicitly a punctuation teaching adaptation, not the full Humanizer.
+- Scope: literal anchors and selected unwanted strings only. Meaning and tone
+  require human review. A passing baseline is retained; no failure is invented.
+
+## September 9, 2026 — initial regular Claude Desktop Chat verification
 
 - Started a new regular Chat with the public GitHub branch URL and a request to
   run the included demo and return an interactive artifact. No skill ZIP upload,
diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs
index a8b8fc6..dbfa747 100644
--- a/plugins/skill-loop/scripts/report.mjs
+++ b/plugins/skill-loop/scripts/report.mjs
@@ -16,7 +16,7 @@ export async function report(file) {
   const html=`Skill Loop · Jordaaan
   
skill-loopORGANIZED AI · WITH JORDAAAN
// QA REVIEW · SAVED EVIDENCE
Test your skills.
Improve with evidence.
Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

-  
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}

+  
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.id===s.baseline?.id?'Baseline saved':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}

   ${outputs}
   ${review}
   
Connect → Baseline → Detect drift → Test → Review
Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

diff --git a/plugins/skill-loop/tests/engine.test.mjs b/plugins/skill-loop/tests/engine.test.mjs
index 1865a7d..6ddea86 100644
--- a/plugins/skill-loop/tests/engine.test.mjs
+++ b/plugins/skill-loop/tests/engine.test.mjs
@@ -157,3 +157,9 @@ test('punctuation adaptation transforms unseen input and validates config',async
  assert.deepEqual(punctuate({...policy,replaceEnDashes:false},{text:'A — B – C'}),{text:'A, B – C'});
  assert.throws(()=>punctuate(policy,{text:4}),/needs text/);
 });
+
+test('report identifies the newly saved baseline before any comparison run',async t=>{
+ const {config}=await fixture(t);const first=await e.run(config);await e.baseline(config,first.id);
+ const html=await fs.readFile((await report(config)).report,'utf8');
+ assert.match(html,/Effectiveness driftBaseline saved/);
+});

From f6cd3ed15122b6881bc74ea19c7a6b8feade0272 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 17:04:39 -0500
Subject: [PATCH 06/20] Assess skill packages by default and bind QA to package
 versions

---
 .../scripts/runtime/shared/io.mjs             |  3 +-
 .../scripts/runtime/shared/io.mjs             |  3 +-
 .../scripts/runtime/shared/io.mjs             |  3 +-
 plugins/skill-loop/.codex-plugin/plugin.json  |  2 +-
 plugins/skill-loop/README.md                  | 55 +++++++++++
 plugins/skill-loop/VERIFICATION.md            | 25 +++++
 plugins/skill-loop/chat/SKILL.md              | 36 ++++++-
 plugins/skill-loop/scripts/cli.mjs            |  1 +
 plugins/skill-loop/scripts/engine.mjs         | 63 +++++++-----
 plugins/skill-loop/scripts/inventory.mjs      |  7 +-
 plugins/skill-loop/scripts/mcp.mjs            |  3 +-
 plugins/skill-loop/scripts/package.mjs        | 98 +++++++++++++++++++
 plugins/skill-loop/scripts/report.mjs         |  6 ++
 plugins/skill-loop/scripts/shared/io.mjs      |  3 +-
 plugins/skill-loop/skills/skill-loop/SKILL.md | 34 +++++++
 plugins/skill-loop/tests/package.test.mjs     | 83 ++++++++++++++++
 shared/iteration-engine/io.mjs                |  3 +-
 17 files changed, 396 insertions(+), 32 deletions(-)
 create mode 100644 plugins/skill-loop/scripts/package.mjs
 create mode 100644 plugins/skill-loop/tests/package.test.mjs

diff --git a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
index 6fff3d7..66ddc10 100644
--- a/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
+++ b/fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
@@ -7,7 +7,8 @@ export const hash = value => createHash('sha256').update(typeof value === 'strin
 export async function atomic(path, data) {
   await fs.mkdir(dirname(path), {recursive:true, mode:0o700});
   const tmp = `${path}.${randomUUID()}.tmp`;
-  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); }
+  const mode=await fs.stat(path).then(s=>s.mode&0o777,e=>{if(e.code==='ENOENT')return 0o600;throw e;});
+  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode}); await fs.chmod(tmp,mode); await fs.rename(tmp,path); }
   finally { await fs.rm(tmp,{force:true}); }
 }
 export async function readJSON(path, fallback) {
diff --git a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
index 6fff3d7..66ddc10 100644
--- a/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
+++ b/gtm-ai-plugin/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
@@ -7,7 +7,8 @@ export const hash = value => createHash('sha256').update(typeof value === 'strin
 export async function atomic(path, data) {
   await fs.mkdir(dirname(path), {recursive:true, mode:0o700});
   const tmp = `${path}.${randomUUID()}.tmp`;
-  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); }
+  const mode=await fs.stat(path).then(s=>s.mode&0o777,e=>{if(e.code==='ENOENT')return 0o600;throw e;});
+  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode}); await fs.chmod(tmp,mode); await fs.rename(tmp,path); }
   finally { await fs.rm(tmp,{force:true}); }
 }
 export async function readJSON(path, fallback) {
diff --git a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
index 6fff3d7..66ddc10 100644
--- a/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
+++ b/gtm-audit-pro/skills/gtm-autoresearch-loop/scripts/runtime/shared/io.mjs
@@ -7,7 +7,8 @@ export const hash = value => createHash('sha256').update(typeof value === 'strin
 export async function atomic(path, data) {
   await fs.mkdir(dirname(path), {recursive:true, mode:0o700});
   const tmp = `${path}.${randomUUID()}.tmp`;
-  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); }
+  const mode=await fs.stat(path).then(s=>s.mode&0o777,e=>{if(e.code==='ENOENT')return 0o600;throw e;});
+  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode}); await fs.chmod(tmp,mode); await fs.rename(tmp,path); }
   finally { await fs.rm(tmp,{force:true}); }
 }
 export async function readJSON(path, fallback) {
diff --git a/plugins/skill-loop/.codex-plugin/plugin.json b/plugins/skill-loop/.codex-plugin/plugin.json
index f9afbdd..115c223 100644
--- a/plugins/skill-loop/.codex-plugin/plugin.json
+++ b/plugins/skill-loop/.codex-plugin/plugin.json
@@ -1,6 +1,6 @@
 {
   "name": "skill-loop",
-  "version": "0.1.0+codex.20260909211758",
+  "version": "0.1.0+codex.20260909220432",
   "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.",
   "author": {
     "name": "Jordaaan"
diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index 2ec6a8e..a3e56dd 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -242,3 +242,58 @@ Regular Chat works with skills and QA sources uploaded or explicitly provided in
 the conversation. It does not enumerate or update skills on the participant's
 computer. Node.js 22+ must be available inside code execution. Return revisions
 and evidence as files; there is no separate coding CLI login for this route.
+
+
+## Package assessment is the default
+
+For participant skills, keep the whole downloaded package and point `skill` at
+its SKILL.md. Put the QA workspace outside that package. Intake (`assess`),
+inventory and every new evaluation include a package inventory, supporting text
+context, content fingerprint and per-component coverage. Standard entrypoints
+scan their skill directory or enclosing plugin; explicit `package.root` handles
+other layouts. Custom `skill.md`/`skill.json` workspaces scan the entry and common
+support directories and disclose other root files as excluded. No extra beginner
+button or terminal action is required when the desktop assistant follows the skill.
+
+```json
+{
+  "version": 1,
+  "skill": "../my-plugin/skills/example/SKILL.md",
+  "suite": "suite.json",
+  "state": ".skill-loop",
+  "runner": {"label": "my verified desktop host and model"},
+  "package": {
+    "root": "../my-plugin",
+    "tests": [{
+      "id": "formatter-fixture",
+      "kind": "script",
+      "component": "scripts/check.mjs",
+      "command": ["node", "scripts/check.mjs"],
+      "stdoutContains": ["CHECK OK"],
+      "timeoutMs": 30000
+    }]
+  }
+}
+```
+
+`assess CONFIG` inventories without execution. `assess CONFIG --execute`, `run`
+and `ingest` execute only the explicitly configured script checks. These execute
+on the host against a temporary copy of the tested package, including candidate
+entry bytes. This is not an OS sandbox. Use a
+working copy/test environment and deliberate argv/assertions. Merely discovering
+a file never authorizes execution. Missing references, unsafe links, context
+limits and excluded files are visible. Configured command, hook and external-tool
+checks remain unsupported until a real host adapter is implemented and verified;
+calling a script directly does not prove hook/event integration.
+
+Reports distinguish instruction scores, file inventory and actual component-test
+evidence. Untested references/executables stay untested. A failing configured
+component check blocks automatic improvement acceptance. Package edits invalidate
+stale pending requests, approvals and current evidence; changed suite/runner/test
+configuration is incomparable. Old runs remain historical single-file evidence.
+
+Version history now preserves package-only changes. Entry revisions preserve
+file permissions and are checked against the full supporting package. Selecting
+an old version whose supporting files differ is blocked without modifying the
+workspace. Multi-file automatic apply/rollback and real host hook/tool adapters
+remain future work; do not advertise universal end-to-end execution support.
diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md
index 56a740f..c919142 100644
--- a/plugins/skill-loop/VERIFICATION.md
+++ b/plugins/skill-loop/VERIFICATION.md
@@ -1,5 +1,30 @@
 # Verification
 
+## September 9, 2026 — package assessment and actionable workshop review
+
+- All 55 Skill Loop and shared GTM tests pass, including candidate script execution
+  in a copied package, absolute working-directory remapping, preserved file modes,
+  stale supporting-file evidence, package-only history, and component failure gates.
+- Standard SKILL.md packages are inventoried by default, including references,
+  scripts, commands, hooks and dependencies. An exported GTM Debug Agent package
+  was assessed: 13 files inventoried, 0 execution-tested, 13 untested, 0 blocked.
+- Assessment is not universal package certification. Hook/command host adapters
+  and automatic multi-file apply/rollback remain unsupported. Only explicitly
+  configured script tests execute; temporary copies are not an OS sandbox.
+- Independent review cleared the package execution and version-handling fixes.
+- A fresh Chat ZIP extraction includes the package engine, runs the standalone
+  demo and assessment, and generates the interactive report. Plugin and both
+  skill validators pass.
+- In regular Claude Desktop Chat, the four-example HTML opened Funnel Map and
+  Tracking Health Check cases side by side. Accept, dismiss-with-reason and reopen
+  were exercised; QA scores and original skills remained unchanged. Temporary
+  review decisions were reopened. Empty dismissal reasons are also rejected on
+  import; imported notes are trimmed and stale evidence is rejected.
+- The original eight Claude outputs scored 38/38 deterministic checks. Separate
+  prose findings remain pending for Funnel Map and Tracking Health Check; this
+  result does not certify either skill or its complete installed package.
+
+
 ## September 9, 2026 — live Humanizer and matching artifact design
 
 - Selected the enabled Humanizer skill from Jordaaan’s Claude Desktop Skills list.
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index eedb03f..ac7fcbd 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -53,7 +53,7 @@ QA source if missing. A skill without task-specific checks is untested.
 
 Use `init` for a working copy and a versioned suite. Each case includes observable
 checks and a named source of truth. For a skill that needs reasoning, `prepare`
-returns only skill text and case inputs; evaluate those inputs without reading
+returns skill text, supporting package context, and case inputs; evaluate those inputs without reading
 private expected checks and return the requestId and outputs through `ingest`.
 This is procedural separation, not an independent or blinded benchmark of the
 assistant. Automatic `run` and candidate `stage` require a configured trusted
@@ -67,3 +67,37 @@ After a completed run or authorized decision, regenerate `report CONFIG` and
 update the chat artifact. Run fresh holdout cases before claiming broader quality.
 Workspaces in code execution are not a permanent installation on the user's PC;
 return requested revised skill files and evidence as downloadable outputs.
+
+
+## Default: assess the supplied package
+
+When a participant supplies a real skill, preserve its complete package directory,
+including references, scripts, commands, hooks, assets, and dependency manifests.
+Do not copy only SKILL.md into an empty workspace. Keep QA suite/config/state
+outside the package and point `skill` to the original entrypoint in a working
+copy. For a standard SKILL.md, the engine discovers the containing plugin root
+when present; otherwise it inventories the skill directory. Set `package.root`
+explicitly for nonstandard layouts. Custom lowercase entry files use a bounded
+support-directory scan whose exclusions are shown; use an explicit root for all
+associated root files. Single-file mode is an explicit limited opt-out.
+
+Run `assess CONFIG` at intake; this does not execute discovered files. Package
+context and fingerprints are also included by default in prepare, run, ingest,
+inventory, and generated reports. Associated-file changes invalidate pending
+outputs and approvals. Preserve component statuses and exclusions in the artifact.
+
+Only configure executable checks that are appropriate for the selected test
+workspace. A configured script check uses explicit argv, expected stdout and a
+finite timeout, and is executed during run/ingest or `assess CONFIG --execute`.
+Do not automatically execute scripts found in a downloaded package. Script checks
+use a copied package snapshot and are host subprocesses, not an OS sandbox. Commands, hooks and external
+tools without a verified host adapter are reported unsupported. Do not label a
+script invocation as successful hook registration or a live connector test.
+References without their own behavioral evidence and unconfigured components
+remain untested. Full-package inventory is not full-package certification.
+
+Entry-file proposals are guarded by the entire package fingerprint. History
+preserves package-only versions. Restoring a historical entry while its supporting
+files differ is blocked before any write; automatic multi-file restoration is
+not yet supported. Return the complete reviewed package for manual installation
+when needed, and never describe a downloaded export as an active installation.
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index f6e8be9..f04514f 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -44,6 +44,7 @@ export async function main(args) {
   if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'};
   if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]');
   if(['run','prepare','status','loop','versions'].includes(action))return engine[action](resolve(file));
+  if(action==='assess')return engine.assess(file,{execute:rest.includes('--execute')});
   if(action==='ingest')return engine.ingest(file,await readJSON(rest[0]));
   if(action==='select-version')return engine.selectVersion(file,rest[0]);
   if(action==='replay')return engine.replay(file,rest[0]);
diff --git a/plugins/skill-loop/scripts/engine.mjs b/plugins/skill-loop/scripts/engine.mjs
index 9510c29..3e3de43 100644
--- a/plugins/skill-loop/scripts/engine.mjs
+++ b/plugins/skill-loop/scripts/engine.mjs
@@ -1,3 +1,4 @@
+import { packageSnapshot, packageContext, assessPackage } from './package.mjs';
 import { iterate } from './shared/core.mjs';
 import { promises as fs } from 'node:fs';
 import { resolve, dirname, join, isAbsolute } from 'node:path';
@@ -10,7 +11,7 @@ export async function load(file) {
   for(const key of ['skill','suite'])if(typeof config[key]!=='string'||!config[key])throw Error(`${key} path required`);
   if(typeof config.runner?.label!=='string'||!config.runner.label.trim())throw Error('runner.label required');
   config.skill=resolve(base,config.skill);config.suite=resolve(base,config.suite);
-  config.state=resolve(base,config.state??'.skill-loop');config.base=base;
+  config.state=resolve(base,config.state??'.skill-loop');config.base=base;config.configFile=resolve(file);
   if([config.skill,config.suite].some(p=>p===config.state||p.startsWith(config.state+'/')))throw Error('Inputs must be outside the state directory');
   config.timeoutMs??=120000;
   if(!Number.isInteger(config.timeoutMs)||config.timeoutMs<1||config.timeoutMs>600000)throw Error('timeoutMs must be between 1 and 600000');
@@ -65,25 +66,33 @@ export function score(suite, response) {
 export function compare(baseline,run) {
   if(!baseline)return {status:'no-baseline',lostChecks:[],drift:{kind:'effectiveness',detected:null,reason:'Save a baseline first'}};
   if(baseline.conditions!==run.conditions)return {status:'incomparable',lostChecks:[],drift:{kind:'conditions',detected:true,reason:'Test suite, scorer or runner settings changed; effectiveness cannot be compared'}};
-  const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`);
-  return {status:lostChecks.length?'regression':run.passed>baseline.passed?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}};
+  const componentTests=run.packageAssessment?.tests??[],previousTests=baseline.packageAssessment?.tests??[];
+  const lostComponents=previousTests.filter(t=>t.status==='passed'&&componentTests.find(x=>x.id===t.id)?.status!=='passed').map(t=>'component:'+t.id);
+  const componentsBlocked=componentTests.some(t=>t.status!=='passed')||(run.packageAssessment?.issues?.length??0)>0;
+  const componentsImproved=componentTests.some(t=>t.status==='passed'&&previousTests.find(x=>x.id===t.id)?.status!=='passed');
+  const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`).concat(lostComponents);
+  return {status:lostChecks.length?'regression':componentsBlocked?'needs-component-verification':run.passed>baseline.passed||componentsImproved?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}};
 }
 async function snapshot(config, candidate) {
-  const skill=await fs.readFile(candidate?resolve(candidate):config.skill,'utf8');
+  const skill=typeof candidate==='object'?candidate.text:await fs.readFile(candidate?resolve(candidate):config.skill,'utf8');
   if(!skill.trim())throw Error('Skill must not be empty');
   const suite=validateSuite(await readJSON(config.suite));
-  return {skill,suite,skillHash:hash(skill),conditions:hash({suite,runner:config.runner,scorer:2})};
+  const pkg=await packageSnapshot(config,{entryText:skill});
+  return {skill,suite,sourceEntryHash:hash(await fs.readFile(config.skill,'utf8')),skillHash:hash(skill),packageHash:pkg.hash,package:pkg,conditions:hash({suite,runner:config.runner,scorer:2,packageAssessment:1,packageMode:pkg.mode,packageTests:config.package?.tests??[],packageExclusions:config.package?.exclude??[]})};
 }
 function requestFor(snap) {
-  return {requestId:randomUUID(),skill:snap.skill,cases:snap.suite.cases.map(({id,input})=>({id,input})),
+  return {requestId:randomUUID(),skill:snap.skill,package:packageContext(snap.package),cases:snap.suite.cases.map(({id,input})=>({id,input})),
     responseFormat:{requestId:'copy the requestId',outputs:[{id:'case id',output:'JSON result of following the skill on this case'}]}};
 }
 async function saveRun(config,snap,response,request,kind) {
   if(response.requestId!==request.requestId)throw Error('Response requestId does not match this test');
   const id=randomUUID();
-  const run={id,createdAt:new Date().toISOString(),kind,runner:config.runner.label,engineVersion:'0.1.0',skillPath:config.skill,qaSource:snap.suite.source??null,coverage:snap.suite.coverage??'Only the supplied cases and checks; broader task quality is unverified',conditions:snap.conditions,skillHash:snap.skillHash,...score(snap.suite,response)};
+  const packageAssessment=await assessPackage(config,snap.package,{execute:true});
+  const fresh=await packageSnapshot(config,{entryText:snap.skill});
+  if(fresh.hash!==snap.packageHash||hash(await fs.readFile(config.skill,'utf8'))!==snap.sourceEntryHash)throw Error('Package changed during evaluation or component checks; prepare and test a fresh snapshot');
+  const run={id,createdAt:new Date().toISOString(),kind,runner:config.runner.label,engineVersion:'0.1.0',skillPath:config.skill,qaSource:snap.suite.source??null,coverage:snap.suite.coverage??'Only the supplied cases and checks; broader task quality is unverified',conditions:snap.conditions,skillHash:snap.skillHash,packageHash:snap.packageHash,packageAssessment,...score(snap.suite,response)};
   const baseline=await readJSON(join(config.state,'baseline.json'),null);run.comparison=compare(baseline,run);
-  await atomic(join(config.state,'runs',id+'.json'),{...run,request,response,skill:snap.skill,suite:snap.suite});
+  await atomic(join(config.state,'runs',id+'.json'),{...run,request,response,skill:snap.skill,suite:snap.suite,package:snap.package});
   await atomic(join(config.state,'latest.json'),run);
   return run;
 }
@@ -98,7 +107,7 @@ export async function ingest(file,response) {
   const c=await load(file);return mutate(c,async()=>{
     if(!/^[a-f0-9-]{36}$/.test(response.requestId??''))throw Error('Invalid request id');
     const path=join(c.state,'pending',response.requestId+'.json');const pending=await readJSON(path),now=await snapshot(c);
-    if(now.skillHash!==pending.skillHash||now.conditions!==pending.conditions)throw Error('Inputs changed; prepare a fresh request');
+    if(now.packageHash!==pending.packageHash||now.skillHash!==pending.skillHash||now.conditions!==pending.conditions)throw Error('Inputs changed; prepare a fresh request');
     const run=await saveRun(c,pending,response,pending.request,'imported-agent');await fs.unlink(path);return run;
   });
 }
@@ -113,7 +122,7 @@ export async function baseline(file,id) {
   const c=await load(file);return mutate(c,async()=>{
     if(!/^[a-f0-9-]{36}$/.test(id))throw Error('Invalid run id');
     const r=await readJSON(join(c.state,'runs',id+'.json')),now=await snapshot(c);
-    if(r.skillHash!==now.skillHash||r.conditions!==now.conditions)throw Error('Baseline must match current skill and test conditions');
+    if(r.packageHash!==now.packageHash||r.skillHash!==now.skillHash||r.conditions!==now.conditions)throw Error('Baseline must match current skill and test conditions');
     await atomic(join(c.state,'baseline.json'),r);return {baseline:id,score:r.score};
   });
 }
@@ -121,9 +130,9 @@ export async function stage(file,candidate,evidence) {
   if(typeof evidence!=='string'||!evidence.trim())throw Error('Research evidence and rationale required');
   const c=await load(file);return mutate(c,async()=>{
     const before=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null);
-    if(!base||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first');
+    if(!base||base.packageHash!==before.packageHash||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first');
     const snap=await snapshot(c,candidate),result=await execute(c,snap);
-    const proposal={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,before:before.skill,candidate:snap.skill,conditions:snap.conditions,baselineId:base.id,runId:result.id,evidence,eligible:result.comparison.status==='improved'};
+    const proposal={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,beforePackageHash:before.packageHash,candidatePackageHash:result.packageHash,before:before.skill,candidate:snap.skill,conditions:snap.conditions,baselineId:base.id,runId:result.id,evidence,eligible:result.comparison.status==='improved'};
     await atomic(join(c.state,'proposals',proposal.id+'.json'),proposal);return {...proposal,comparison:result.comparison};
   });
 }
@@ -139,7 +148,7 @@ export async function decide(file,id,action) {
     if(p.status!=='pending')throw Error('Proposal already decided');
     if(action==='approve') {
       const now=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null),result=await readJSON(join(c.state,'runs',p.runId+'.json'));
-      if(now.skillHash!==p.beforeHash||now.conditions!==p.conditions||base?.id!==p.baselineId)throw Error('Proposal is stale; retest against the current baseline');
+      if(now.packageHash!==p.beforePackageHash||now.skillHash!==p.beforeHash||now.conditions!==p.conditions||base?.id!==p.baselineId)throw Error('Proposal is stale; retest against the current baseline');
       if(result.skillHash!==hash(p.candidate)||compare(base,result).status!=='improved')throw Error('Candidate must improve without losing a previously passing check');
       const transaction={proposal:p,result,baseline:base};
       await atomic(join(c.state,'approval-journal.json'),transaction);
@@ -167,9 +176,9 @@ export async function loop(file,options={}) {
   const c=await load(file);return mutate(c,async()=>{
     if(!c.proposerCommand)throw Error('Configure a trusted proposerCommand for automatic revision; stage accepts a manually researched candidate');
     const before=await snapshot(c),base=await readJSON(join(c.state,'baseline.json'),null);
-    if(!base||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first');
+    if(!base||base.packageHash!==before.packageHash||base.skillHash!==before.skillHash||base.conditions!==before.conditions)throw Error('Save a baseline for the current skill and conditions first');
     const result=await iterate({text:before.skill,evidence:'Current skill'}, {
-      evaluate:async candidate=>execute(c,{...before,skill:candidate.text,skillHash:hash(candidate.text)}),
+      evaluate:async candidate=>execute(c,await snapshot(c,candidate)),
       propose:async({candidate,report,round})=>JSON.parse(await command(c.proposerCommand,JSON.stringify({skill:candidate.text,feedback:report.checks,round,responseFormat:{text:'complete revised skill',evidence:'source and rationale'}}),{cwd:c.base,timeoutMs:c.timeoutMs})),
       apply:(_candidate,change)=>{
         if(typeof change.text!=='string'||!change.text.trim()||change.text.length>100000||typeof change.evidence!=='string'||!change.evidence.trim())throw Error('Proposal needs bounded skill text and research evidence');return change;
@@ -177,7 +186,7 @@ export async function loop(file,options={}) {
       accept:(a,b)=>compare(a,b).status==='improved'
     },options);
     if(compare(base,result.report).status==='improved') {
-      const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,before:before.skill,candidate:result.candidate.text,conditions:before.conditions,baselineId:base.id,runId:result.report.id,evidence:result.candidate.evidence,eligible:true};
+      const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',beforeHash:before.skillHash,beforePackageHash:before.packageHash,candidatePackageHash:result.report.packageHash,before:before.skill,candidate:result.candidate.text,conditions:before.conditions,baselineId:base.id,runId:result.report.id,evidence:result.candidate.evidence,eligible:true};
       await atomic(join(c.state,'proposals',p.id+'.json'),p);result.proposalId=p.id;
     }
     await atomic(join(c.state,'last-loop.json'),result);return result;
@@ -186,6 +195,9 @@ export async function loop(file,options={}) {
 
 export async function finishApproval(c,{proposal:p,result,baseline:base},write=atomic) {
   const now=await snapshot(c),currentBase=await readJSON(join(c.state,'baseline.json'),null);
+  const expected=await snapshot(c,{text:p.candidate});
+  if(expected.packageHash!==result.packageHash)throw Error('Associated package files changed; retest or restore the complete package before choosing this version');
+  if(![p.beforePackageHash,result.packageHash].includes(now.packageHash))throw Error('Package changed since this proposal was prepared');
   const targetBaseline=p.versionChoice&&result.conditions!==now.conditions?null:result;
   if(now.conditions!==p.conditions||![p.beforeHash,hash(p.candidate)].includes(now.skillHash)||![base?.id,targetBaseline?.id].includes(currentBase?.id))throw Error('Approval recovery conflicts with external edits');
   if(result.skillHash!==hash(p.candidate)||(!p.versionChoice&&compare(base,result).status!=='improved'))throw Error('Approval recovery evidence is invalid');
@@ -217,21 +229,28 @@ export async function versions(file) {
   const files=await fs.readdir(join(c.state,'runs')).catch(e=>{if(e.code==='ENOENT')return [];throw e;});
   const rows=await Promise.all(files.filter(x=>x.endsWith('.json')).map(x=>readJSON(join(c.state,'runs',x))));
   const unique=new Map();
-  for(const r of rows.sort((a,b)=>a.createdAt.localeCompare(b.createdAt)))unique.set(r.skillHash,r);
-  return {activeHash:now.skillHash,versions:[...unique.values()].map(r=>({version:r.skillHash,runId:r.id,createdAt:r.createdAt,active:r.skillHash===now.skillHash,score:r.score,passed:r.passed,total:r.total,qa:r.conditions===now.conditions?'tested under current conditions':'historical test; conditions differ'}))};
+  for(const r of rows.sort((a,b)=>a.createdAt.localeCompare(b.createdAt)))unique.set(r.packageHash??r.skillHash,r);
+  return {activeHash:now.skillHash,activePackageHash:now.packageHash,versions:[...unique.values()].map(r=>({version:r.packageHash??r.skillHash,entryHash:r.skillHash,runId:r.id,createdAt:r.createdAt,active:r.skillHash===now.skillHash&&r.packageHash===now.packageHash,packageHash:r.packageHash,score:r.score,passed:r.passed,total:r.total,qa:r.conditions===now.conditions?'tested under current conditions':'historical test; conditions differ'}))};
 }
 export async function selectVersion(file,version) {
   if(!/^[a-f0-9]{64}$/.test(version))throw Error('Use a full version hash from versions');
   const c=await load(file);return mutate(c,async()=>{
-    const now=await snapshot(c),history=await versions(file),entry=history.versions.find(v=>v.version===version);
+    const now=await snapshot(c),history=await versions(file);
+    const exact=history.versions.find(v=>v.version===version),legacy=history.versions.filter(v=>v.entryHash===version);
+    if(!exact&&legacy.length>1)throw Error('Entry hash matches multiple package versions; use the package version hash');
+    const entry=exact??legacy[0];
     if(!entry)throw Error('Unknown saved version');
     const result=await readJSON(join(c.state,'runs',entry.runId+'.json'));
-    if(hash(result.skill)!==version)throw Error('Saved version content does not match its fingerprint');
-    if(now.skillHash===version)return {status:'already-active',version};
+    if(hash(result.skill)!==result.skillHash)throw Error('Saved version content does not match its fingerprint');
+    if(now.packageHash===result.packageHash)return {status:'already-active',version};
+    const restored=await snapshot(c,{text:result.skill});
+    if(restored.packageHash!==result.packageHash)throw Error('Associated files differ from this saved package; full-package restoration requires a separately reviewed package export');
     const base=await readJSON(join(c.state,'baseline.json'),null);
-    const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',versionChoice:true,beforeHash:now.skillHash,before:now.skill,candidate:result.skill,conditions:now.conditions,baselineId:base?.id??null,runId:result.id,eligible:false,evidence:'Explicit user version preference; this selection does not claim a QA improvement.'};
+    const p={id:randomUUID(),createdAt:new Date().toISOString(),status:'pending',versionChoice:true,beforeHash:now.skillHash,beforePackageHash:now.packageHash,candidatePackageHash:result.packageHash,before:now.skill,candidate:result.skill,conditions:now.conditions,baselineId:base?.id??null,runId:result.id,eligible:false,evidence:'Explicit user version preference; this selection does not claim a QA improvement.'};
     await atomic(join(c.state,'proposals',p.id+'.json'),p);
     const transaction={proposal:p,result,baseline:base};await atomic(join(c.state,'approval-journal.json'),transaction);
     const decision=await finishApproval(c,transaction);return {...decision,version,qa:entry.qa,score:entry.score,preferenceOverride:true};
   });
 }
+
+export async function assess(file,{execute=false}={}) {const c=await load(file);return mutate(c,async()=>{const pkg=await packageSnapshot(c);const assessment=await assessPackage(c,pkg,{execute});if((await packageSnapshot(c)).hash!==pkg.hash)throw Error('Package changed during assessment; retest');await atomic(join(c.state,'package-assessment.json'),assessment);return assessment;});}
diff --git a/plugins/skill-loop/scripts/inventory.mjs b/plugins/skill-loop/scripts/inventory.mjs
index dbbabf4..d7e32da 100644
--- a/plugins/skill-loop/scripts/inventory.mjs
+++ b/plugins/skill-loop/scripts/inventory.mjs
@@ -2,6 +2,7 @@ import { promises as fs } from 'node:fs';
 import { resolve,join,dirname } from 'node:path';
 import { homedir } from 'node:os';
 import { hash,readJSON } from './shared/io.mjs';
+import { packageSnapshot, assessPackage } from './package.mjs';
 import { run } from './engine.mjs';
 export const defaultRoots=()=>[join(homedir(),'.codex/skills'),join(homedir(),'.claude/skills'),join(homedir(),'.agents/skills'),join(homedir(),'.hermes/skills'),resolve('.agents/skills'),resolve('.claude/skills')];
 export async function inventory(roots=defaultRoots()) {
@@ -15,7 +16,9 @@ export async function inventory(roots=defaultRoots()) {
     if(entries.some(e=>e.name==='SKILL.md'&&e.isFile())) {
       try {
         const text=await fs.readFile(join(real,'SKILL.md'),'utf8');
-        skills.push({name:text.match(/^name:\s*(.+)$/m)?.[1]?.trim()??real.split('/').at(-1),path:join(real,'SKILL.md'),contentHash:hash(text),effectiveness:'untested',reason:'No task-specific evaluation has been associated with this inventory entry'});
+        const pkg=await packageSnapshot({skill:join(real,'SKILL.md'),base:real});
+        const assessment=await assessPackage({},pkg);
+        skills.push({packageHash:pkg.hash,packageAssessment:assessment,name:text.match(/^name:\s*(.+)$/m)?.[1]?.trim()??real.split('/').at(-1),path:join(real,'SKILL.md'),contentHash:hash(text),effectiveness:'untested',reason:'No task-specific evaluation has been associated with this inventory entry'});
       }catch(e){unavailable.push({path:join(real,'SKILL.md'),reason:e.code});}
     }
     for(const entry of entries)if((entry.isDirectory()||entry.isSymbolicLink())&&!['node_modules','.git','.venv','__pycache__'].includes(entry.name))await walk(join(real,entry.name),depth+1);
@@ -33,7 +36,7 @@ export async function checkAll(registryFile) {
     try {
       const config=resolve(base,entry.config),configured=await readJSON(config);
       if(await fs.realpath(resolve(dirname(config),configured.skill))!==await fs.realpath(resolve(base,entry.skill)))throw Error('Registry skill does not match config target');
-      const result=await run(config);results.push({skill:entry.skill,status:result.comparison.status,run:result.id,score:result.score,drift:result.comparison.drift});
+      const result=await run(config);results.push({skill:entry.skill,status:result.comparison.status,run:result.id,score:result.score,drift:result.comparison.drift,packageAssessment:result.packageAssessment});
     }catch(e){results.push({skill:entry.skill,status:'error',error:e.message});}
   }
   return {results,summary:{total:results.length,untested:results.filter(r=>r.status==='untested').length,errors:results.filter(r=>r.status==='error').length,effectivenessDrift:results.filter(r=>r.status==='regression').length}};
diff --git a/plugins/skill-loop/scripts/mcp.mjs b/plugins/skill-loop/scripts/mcp.mjs
index ede8060..cee1d95 100644
--- a/plugins/skill-loop/scripts/mcp.mjs
+++ b/plugins/skill-loop/scripts/mcp.mjs
@@ -7,6 +7,7 @@ import { inventory,checkAll } from './inventory.mjs';
 import { report } from './report.mjs';
 const field={type:'string'};
 const specs=[
+ ['skill_loop_assess','Assess the complete selected package; optionally run explicitly configured script checks. Unsupported host integrations remain visible.',{config:field,execute:{type:'boolean'}},['config']],
  ['skill_loop_inventory','Discover skills under explicit roots; mark effectiveness untested until enrolled.',{roots:{type:'array',items:field}},[]],
  ['skill_loop_check_all','Run the configured evaluations in a skill registry; preserve untested and error states.',{registry:field},['registry']],
  ['skill_loop_versions','List saved skill versions, active selection and current or historical QA status.',{config:field},['config']],
@@ -23,7 +24,7 @@ const specs=[
  ['skill_loop_status','Read the latest run and baseline.',{config:field},['config']],
  ['skill_loop_report','Write a local HTML report with test evidence and candidate comparison.',{config:field},['config']]
 ];
-const handlers={skill_loop_versions:a=>e.versions(a.config),skill_loop_select_version:a=>e.selectVersion(a.config,a.version),skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)};
+const handlers={skill_loop_assess:a=>e.assess(a.config,{execute:a.execute??false}),skill_loop_versions:a=>e.versions(a.config),skill_loop_select_version:a=>e.selectVersion(a.config,a.version),skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)};
 const send=o=>process.stdout.write(JSON.stringify(o)+'\n');
 for await(const line of createInterface({input:process.stdin,crlfDelay:Infinity})) {
   let request;
diff --git a/plugins/skill-loop/scripts/package.mjs b/plugins/skill-loop/scripts/package.mjs
new file mode 100644
index 0000000..5640f60
--- /dev/null
+++ b/plugins/skill-loop/scripts/package.mjs
@@ -0,0 +1,98 @@
+// Package assessment is independent of any assistant or GTM-specific rules.
+import { promises as fs } from 'node:fs';
+import { resolve, dirname, basename, relative, join, extname, sep, isAbsolute } from 'node:path';
+import { tmpdir } from 'node:os';
+import { createHash } from 'node:crypto';
+import { hash, command } from './shared/io.mjs';
+const digest=b=>createHash('sha256').update(b).digest('hex');
+const within=(root,p)=>p===root||p.startsWith(root+sep);
+const ignored=new Set(['.git','node_modules','.venv','venv','__pycache__','.skill-loop']);
+const support=new Set(['references','reference','resources','scripts','commands','hooks','assets','.claude-plugin','.codex-plugin','package.json','package-lock.json','requirements.txt','pyproject.toml']);
+const secret=n=>/^\.env(?:\.|$)/i.test(n)||/^(credentials|secrets|tokens)(?:\.|$)/i.test(n)||/\.(pem|key)$/i.test(n);
+function kind(path,entry){if(path===entry)return 'instructions';if(/(^|\/)hooks?(\/|\.)/.test(path))return 'hook';if(/(^|\/)commands\//.test(path))return 'command';if(/\.(m?[cj]s|py|sh|bash|ps1)$/i.test(path))return 'script';if(/(package(?:-lock)?\.json|requirements.*\.txt|pyproject\.toml|.*lock)$/.test(path))return 'dependency';if(/\.md$/i.test(path))return 'reference';return 'resource';}
+export async function packageSnapshot(config,{entryText}={}) {
+ const skill=await fs.realpath(resolve(config.skill)),entryDir=dirname(skill);
+ if(config.package?.mode==='single-file')return {version:1,mode:'single-file',root:entryDir,entry:basename(skill),hash:hash(entryText??await fs.readFile(skill,'utf8')),files:[],issues:[],exclusions:[],coverage:'Explicit single-file mode; associated components are not assessed'};
+ let root=config.package?.root?resolve(config.base??entryDir,config.package.root):entryDir;
+ if(!config.package?.root&&basename(skill)==='SKILL.md') {
+  let dir=entryDir;
+  for(let i=0;i<4;i++) {
+   if(await fs.stat(join(dir,'.claude-plugin/plugin.json')).then(()=>true,()=>false)||await fs.stat(join(dir,'.codex-plugin/plugin.json')).then(()=>true,()=>false)){root=dir;break;}
+   if(await fs.stat(join(dir,'.git')).then(()=>true,()=>false))break;
+   const parent=dirname(dir);if(parent===dir)break;dir=parent;
+  }
+ }
+ root=await fs.realpath(root);
+ if(!within(root,await fs.realpath(skill)))throw Error('Skill entrypoint must be inside the package root');
+ const entry=relative(root,skill).split(sep).join('/'),files=[],issues=[],exclusions=[],seen=new Set();let bytes=0;
+ const whole=!!config.package?.root||basename(skill)==='SKILL.md';
+ const excluded=await Promise.all([config.suite,config.state,config.configFile,...(config.package?.exclude??[]).map(p=>resolve(root,p))].filter(Boolean).map(async p=>fs.realpath(resolve(p)).catch(()=>resolve(p))));
+ async function add(path,force=false,depth=0){
+  if(depth>25)throw Error('Package directory depth exceeds 25');
+  if(seen.has(path))return;seen.add(path);
+  const rel=relative(root,path).split(sep).join('/');
+  if(!within(root,path)){issues.push({path:rel,status:'blocked',reason:'Reference leaves the selected package root'});return;}
+  if(excluded.some(p=>within(p,path))||ignored.has(basename(path))||secret(basename(path))){exclusions.push({path:rel,reason:'Evaluation state, excluded path, dependency cache, or sensitive filename'});return;}
+  const st=await fs.lstat(path).catch(e=>{if(e.code==='ENOENT'){issues.push({path:rel,status:'blocked',reason:'Referenced file is missing'});return null;}throw e;});if(!st)return;
+  if(st.isSymbolicLink()){issues.push({path:rel,status:'blocked',reason:'Symlink must be resolved into a reviewed package copy'});return;}
+  if(st.isDirectory()){for(const n of (await fs.readdir(path)).sort()){if(whole||depth>0||force||support.has(n)||resolve(path,n)===skill)await add(join(path,n),force,depth+1);else exclusions.push({path:relative(root,join(path,n)),reason:'Outside the custom-entry support-directory scan; use package.root to include all root files'});}return;}
+  if(!st.isFile())return;
+  if(files.length>=2000||st.size>20_000_000||(bytes+=st.size)>50_000_000)throw Error('Package exceeds assessment limits; select a narrower package root');
+  const buf=path===skill&&entryText!==undefined?Buffer.from(entryText):await fs.readFile(path);
+  const isText=!buf.includes(0)&&['.md','.txt','.json','.yaml','.yml','.toml','.js','.mjs','.cjs','.py','.sh','.bash','.ps1','.html','.css','.csv'].includes(extname(path).toLowerCase());
+  const content=isText&&buf.length<=200_000?buf.toString('utf8'):undefined;
+  files.push({path:rel,kind:kind(rel,entry),sha256:digest(buf),bytes:buf.length,mode:st.mode&0o777,...(content===undefined?{}:{content})});
+  if(content!==undefined&&/\.md$/i.test(path)) {
+   const refs=[...content.matchAll(/\]\(([^\s)]+)(?:\s+[^)]*)?\)/g)].map(m=>m[1]);
+   for(const m of content.matchAll(/`((?:\.\.?\/|references?\/|resources\/|scripts\/|assets\/|commands\/|hooks\/)[^`\s]+\.[a-z0-9]+)`/gi))refs.push(m[1]);
+   for(let ref of refs){if(/^[a-z][a-z\d+.-]*:/i.test(ref)||ref.startsWith('#'))continue;ref=ref.split('#')[0];if(!ref||/[<>{}*]/.test(ref))continue;await add(resolve(dirname(path),ref),true,depth+1);}
+  }
+ }
+ await add(root);
+ if(!files.some(f=>f.path===entry))throw Error('Package exclusions removed the skill entrypoint');
+ files.sort((a,b)=>a.path.localeCompare(b.path));
+ const manifest=files.map(({path,sha256,mode})=>({path,sha256,mode}));
+ return {version:1,mode:'package',root,entry,hash:hash(manifest),files,issues,exclusions,coverage:(whole?'Complete selected-root inventory':'Custom entrypoint plus conventional support directories; other root files are listed as exclusions')+'; bounded local reference discovery and explicit configured execution checks. Inventory is not proof of execution or complete semantic dependency discovery.'};
+}
+export function packageContext(pkg) {
+ let used=0;
+ return {...pkg,root:undefined,files:pkg.files.map(f=>{const content=f.content;if(content===undefined||used+Buffer.byteLength(content)>1_000_000)return {...f,content:undefined,contextStatus:'not-supplied',reason:'Binary, oversized, or context budget exceeded'};used+=Buffer.byteLength(content);return {...f,contextStatus:'supplied'};})};
+}
+async function executeSnapshotTest(pkg,test) {
+ const copy=await fs.mkdtemp(join(tmpdir(),'skill-loop-component-'));
+ try {
+  for(const f of pkg.files) {
+   const original=resolve(pkg.root,f.path),dest=resolve(copy,f.path);
+   if(!within(copy,dest)||!within(pkg.root,original))throw Error('Invalid snapshot path');
+   const st=await fs.lstat(original);if(!st.isFile()||!within(pkg.root,await fs.realpath(original)))throw Error('Package path changed before execution');
+   const bytes=f.path===pkg.entry&&f.content!==undefined?Buffer.from(f.content):await fs.readFile(original);
+   if(digest(bytes)!==f.sha256)throw Error('Package bytes changed before execution');
+   await fs.mkdir(dirname(dest),{recursive:true});await fs.writeFile(dest,bytes);await fs.chmod(dest,f.mode);
+  }
+  const argv=await Promise.all(test.command.map(async arg=>{
+   if(isAbsolute(arg)) {const canonical=await fs.realpath(arg).catch(()=>arg);if(within(pkg.root,canonical))return join(copy,relative(pkg.root,canonical));}
+   if(arg.includes(pkg.root))throw Error('Embedded source-package path cannot be safely mapped to the test snapshot');
+   return arg;
+  }));
+  return await command(argv,'',{cwd:join(copy,relative(pkg.root,await fs.realpath(resolve(pkg.root,test.cwd??'.')))),timeoutMs:test.timeoutMs??30000});
+ }finally{await fs.rm(copy,{recursive:true,force:true});}
+}
+export async function assessPackage(config,pkg,{execute=false}={}) {
+ const tests=config.package?.tests??[],results=[];
+ if(!Array.isArray(tests))throw Error('package.tests must be an array');
+ const ids=new Set();
+ for(const t of tests){
+  if(!t||typeof t.id!=='string'||ids.has(t.id)||typeof t.component!=='string'||!['script','command','hook','tool'].includes(t.kind))throw Error('Package tests need unique ids, component paths, and a supported kind');ids.add(t.id);
+  const component=pkg.files.find(f=>f.path===t.component);
+  if(!component&&t.kind!=='tool')throw Error('Package test targets an unknown component');
+  if(!execute){results.push({id:t.id,component:t.component,kind:t.kind,status:'untested',reason:'Execution check configured but not run'});continue;}
+  if(t.kind!=='script') {results.push({id:t.id,component:t.component,kind:t.kind,status:'unsupported',reason:'This runner has no verified host event/tool adapter; script execution cannot certify this integration'});continue;}
+  if(!Array.isArray(t.command)||!t.command.length||t.command.some(v=>typeof v!=='string')||!Array.isArray(t.stdoutContains)||!t.stdoutContains.length||t.stdoutContains.some(v=>typeof v!=='string'))throw Error('Script tests need an explicitly configured command array and nonempty stdoutContains assertions');
+  const cwd=resolve(pkg.root,t.cwd??'.');if(!within(pkg.root,cwd)||!within(pkg.root,await fs.realpath(cwd)))throw Error('Test cwd must remain inside package root');
+  if(t.timeoutMs!==undefined&&(!Number.isInteger(t.timeoutMs)||t.timeoutMs<1||t.timeoutMs>120000))throw Error('Script test timeout must be 1–120000 ms');
+  try {const out=await executeSnapshotTest(pkg,t);const checks=t.stdoutContains.map(expected=>({expected,passed:out.includes(expected)}));results.push({id:t.id,component:t.component,kind:t.kind,status:checks.every(c=>c.passed)?'passed':'failed',checks,stdout:out.slice(0,20000),exitCode:0,runtime:process.version,executionScope:'copied package snapshot; process is not OS-sandboxed'});}
+  catch(e){results.push({id:t.id,component:t.component,kind:t.kind,status:'failed',reason:e.message,runtime:process.version,executionScope:'copied package snapshot; process is not OS-sandboxed'});}
+ }
+ const components=pkg.files.map(f=>{const matched=results.filter(t=>t.component===f.path);return {path:f.path,kind:f.kind,sha256:f.sha256,status:matched.length?(matched.some(t=>t.status==='failed')?'failed':matched.every(t=>t.status==='passed')?'passed':matched.some(t=>t.status==='unsupported')?'unsupported':'untested'):'untested',reason:matched.length?'See configured component tests':f.kind==='instructions'?'Behavioral checks are reported separately':'Inventoried; no component execution or reference-specific test recorded'};});
+ return {version:1,packageHash:pkg.hash,mode:pkg.mode,coverage:pkg.coverage,components,issues:pkg.issues,exclusions:pkg.exclusions,tests:results,fullyVerified:false,summary:{total:components.length,tested:components.filter(c=>['passed','failed'].includes(c.status)).length,untested:components.filter(c=>c.status==='untested').length,unsupported:components.filter(c=>c.status==='unsupported').length,blocked:pkg.issues.length},note:'No universal package certification. Supporting prose and required host integrations still need their own acceptance evidence.'};
+}
diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs
index dbfa747..10c6cf0 100644
--- a/plugins/skill-loop/scripts/report.mjs
+++ b/plugins/skill-loop/scripts/report.mjs
@@ -1,3 +1,4 @@
+import { packageSnapshot } from './package.mjs';
 import { interactiveReview } from './review.mjs';
 import { promises as fs } from 'node:fs';
 import { join, resolve } from 'node:path';
@@ -7,6 +8,10 @@ const esc=s=>String(s??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'&
 export async function report(file) {
   const c=await load(file),s=await status(file),r=s.latest;
   const history=await versions(file);
+  const currentPackage=await packageSnapshot(c);
+  const assessment=r?.packageAssessment??await readJSON(join(c.state,'package-assessment.json'),null);
+  const packageStale=assessment&&assessment.packageHash!==currentPackage.hash;
+  const packageSection=`
DEFAULT PACKAGE ASSESSMENT
The whole selected package.
${assessment?`${assessment.summary.total} components inventoried · ${assessment.summary.tested} execution-tested · ${assessment.summary.untested} untested · ${assessment.summary.unsupported} unsupported · ${assessment.summary.blocked} blocked references`:'This historical run assessed only the main skill file. Run a fresh assessment to include supporting components.'}
${packageStale?'
Package changed since this evidence was captured. Retest before relying on this report.
':''}
${esc(assessment?.coverage??'Package coverage has not been recorded.')}
${esc(assessment?.note??'Supporting files have no recorded QA evidence.')}
${(assessment?.components??[]).map(f=>``).join('')}
ComponentTypeStatusEvidence
${esc(f.path)}${esc(f.kind)}${esc(f.status)}${esc(f.reason)}
${(assessment?.issues??[]).map(i=>`
${esc(i.path)}: ${esc(i.reason)}
`).join('')}
Configured component-test evidence
${esc(JSON.stringify(assessment?.tests??[],null,2))}
Excluded paths
${esc(JSON.stringify(assessment?.exclusions??[],null,2))}
`;
   const saved=r?await readJSON(join(c.state,'runs',r.id+'.json')):null;
   const writingCases=(saved?.request?.cases??[]).filter(x=>typeof x.input?.text==='string');
   const outputs=writingCases.length?`
THE WORK · BEFORE AND AFTER
Read the actual output.
${writingCases.map(x=>{const out=saved.response.outputs.find(o=>o.id===x.id)?.output;return `
${esc(x.id)}
Source text
${esc(x.input.text)}
Skill output
${esc(typeof out?.text==='string'?out.text:JSON.stringify(out,null,2))}
`;}).join('')}
These are saved inputs and outputs from this run. Review meaning and tone alongside the automated checks.
`:'';
@@ -17,6 +22,7 @@ export async function report(file) {
   :root{color-scheme:dark;--bg:#0a0908;--surface:#141210;--surface-2:#1c1815;--line:#2b2620;--text:#f5efe6;--text-dim:#8c8478;--gold:#d9a441;--gold-dim:#a67d33;--mono:'IBM Plex Mono','SF Mono',Consolas,monospace;--sans:'IBM Plex Sans',-apple-system,Helvetica,Arial,sans-serif}*{box-sizing:border-box}body{background:var(--bg);color:var(--text);font:16px/1.55 var(--sans);margin:0}main{max-width:1050px;margin:auto;padding:35px 22px}h1{font:600 clamp(32px,5vw,52px)/1.08 var(--mono);letter-spacing:-.01em;margin:20px 0;max-width:20ch}h1 span{color:var(--gold)}h2{font:600 clamp(22px,3vw,30px)/1.25 var(--mono)}.eyebrow{color:var(--gold);letter-spacing:.08em;font:12px var(--mono)} .cards,.versions{display:grid;grid-template-columns:repeat(3,1fr);gap:14px}.card,section{background:var(--surface);border:1px solid var(--line);border-radius:8px;padding:20px;margin:16px 0}.number{font-size:32px;display:block}.muted{color:#b7ada0}.pass{color:#88d3a3}.fail{color:#ffae8e}table{width:100%;border-collapse:collapse}td,th{text-align:left;border-bottom:1px solid var(--line);padding:12px}pre{white-space:pre-wrap;overflow-wrap:anywhere;background:var(--surface-2);padding:18px}.versions{grid-template-columns:1fr 1fr}.scroll{overflow:auto}summary{cursor:pointer}footer{margin-top:32px;color:#b7ada0}@media(max-width:650px){.cards,.versions{grid-template-columns:1fr}.card{margin:0}}.report-brand{display:flex;justify-content:space-between;gap:16px;flex-wrap:wrap;border-bottom:1px solid var(--line);padding:0 0 22px;margin-bottom:40px;font:12px var(--mono)}.report-brand>span:first-child{font-size:16px}.report-brand b{color:var(--gold)}
   
skill-loopORGANIZED AI · WITH JORDAAAN
// QA REVIEW · SAVED EVIDENCE
Test your skills.
Improve with evidence.
Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

   
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.id===s.baseline?.id?'Baseline saved':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}

+  ${packageSection}
   ${outputs}
   ${review}
   
Connect → Baseline → Detect drift → Test → Review
Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

diff --git a/plugins/skill-loop/scripts/shared/io.mjs b/plugins/skill-loop/scripts/shared/io.mjs
index 6fff3d7..66ddc10 100644
--- a/plugins/skill-loop/scripts/shared/io.mjs
+++ b/plugins/skill-loop/scripts/shared/io.mjs
@@ -7,7 +7,8 @@ export const hash = value => createHash('sha256').update(typeof value === 'strin
 export async function atomic(path, data) {
   await fs.mkdir(dirname(path), {recursive:true, mode:0o700});
   const tmp = `${path}.${randomUUID()}.tmp`;
-  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); }
+  const mode=await fs.stat(path).then(s=>s.mode&0o777,e=>{if(e.code==='ENOENT')return 0o600;throw e;});
+  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode}); await fs.chmod(tmp,mode); await fs.rename(tmp,path); }
   finally { await fs.rm(tmp,{force:true}); }
 }
 export async function readJSON(path, fallback) {
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 71ce5eb..e6806d1 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -76,3 +76,37 @@ file as a downloadable task output and explain the preview limitation. Do not
 claim native artifact delivery succeeded without a returned artifact or visible
 output. In Codex, present the same HTML as a task file/preview using the available
 file presentation capability. In terminal-only hosts, return the existing file.
+
+
+## Default: assess the supplied package
+
+When a participant supplies a real skill, preserve its complete package directory,
+including references, scripts, commands, hooks, assets, and dependency manifests.
+Do not copy only SKILL.md into an empty workspace. Keep QA suite/config/state
+outside the package and point `skill` to the original entrypoint in a working
+copy. For a standard SKILL.md, the engine discovers the containing plugin root
+when present; otherwise it inventories the skill directory. Set `package.root`
+explicitly for nonstandard layouts. Custom lowercase entry files use a bounded
+support-directory scan whose exclusions are shown; use an explicit root for all
+associated root files. Single-file mode is an explicit limited opt-out.
+
+Run `assess CONFIG` at intake; this does not execute discovered files. Package
+context and fingerprints are also included by default in prepare, run, ingest,
+inventory, and generated reports. Associated-file changes invalidate pending
+outputs and approvals. Preserve component statuses and exclusions in the artifact.
+
+Only configure executable checks that are appropriate for the selected test
+workspace. A configured script check uses explicit argv, expected stdout and a
+finite timeout, and is executed during run/ingest or `assess CONFIG --execute`.
+Do not automatically execute scripts found in a downloaded package. Script checks
+use a copied package snapshot and are host subprocesses, not an OS sandbox. Commands, hooks and external
+tools without a verified host adapter are reported unsupported. Do not label a
+script invocation as successful hook registration or a live connector test.
+References without their own behavioral evidence and unconfigured components
+remain untested. Full-package inventory is not full-package certification.
+
+Entry-file proposals are guarded by the entire package fingerprint. History
+preserves package-only versions. Restoring a historical entry while its supporting
+files differ is blocked before any write; automatic multi-file restoration is
+not yet supported. Return the complete reviewed package for manual installation
+when needed, and never describe a downloaded export as an active installation.
diff --git a/plugins/skill-loop/tests/package.test.mjs b/plugins/skill-loop/tests/package.test.mjs
new file mode 100644
index 0000000..8174379
--- /dev/null
+++ b/plugins/skill-loop/tests/package.test.mjs
@@ -0,0 +1,83 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import { promises as fs } from 'node:fs';
+import { join } from 'node:path';
+import { tmpdir } from 'node:os';
+import { packageSnapshot,packageContext,assessPackage } from '../scripts/package.mjs';
+import { prepare,ingest,load,assess,baseline,run,stage,decide,versions,selectVersion,compare } from '../scripts/engine.mjs';
+import { report } from '../scripts/report.mjs';
+async function fixture(t){
+ const root=await fs.mkdtemp(join(tmpdir(),'package-qa-'));t.after(()=>fs.rm(root,{recursive:true,force:true}));
+ const pkg=join(root,'plugin');await fs.mkdir(join(pkg,'skills/example'),{recursive:true});await fs.mkdir(join(pkg,'.claude-plugin'));await fs.mkdir(join(pkg,'references'));await fs.mkdir(join(pkg,'scripts'));await fs.mkdir(join(pkg,'hooks'));await fs.mkdir(join(pkg,'commands'));
+ await fs.writeFile(join(pkg,'.claude-plugin/plugin.json'),'{}');await fs.writeFile(join(pkg,'skills/example/SKILL.md'),'Read [rules](../../references/rules.md). Follow the rules.');await fs.writeFile(join(pkg,'references/rules.md'),'Return the fact from this reference: cobalt.');await fs.writeFile(join(pkg,'scripts/check.mjs'),"console.log('CHECK OK')");await fs.writeFile(join(pkg,'hooks/hooks.json'),'{}');await fs.writeFile(join(pkg,'commands/review.md'),'Review the package.');
+ const cfg=join(root,'skill-loop.json');await fs.writeFile(join(root,'suite.json'),JSON.stringify({version:1,cases:[{id:'reference',input:{question:'What is the fact?'},checks:[{path:'/text',op:'equals',value:'cobalt'}]}]}));
+ await fs.writeFile(cfg,JSON.stringify({version:1,skill:'plugin/skills/example/SKILL.md',suite:'suite.json',state:'.skill-loop',runner:{label:'test evaluator'}}));
+ return {root,pkg,cfg};
+}
+const answer=r=>({requestId:r.requestId,outputs:[{id:'reference',output:{text:'cobalt'}}]});
+test('default package discovers plugin-level files, supplies references and does not leak QA suite',async t=>{
+ const f=await fixture(t);const req=await prepare(f.cfg);
+ assert.equal(req.package.mode,'package');assert.equal(req.package.files.length,6);
+ assert(req.package.files.find(x=>x.path==='references/rules.md').content.includes('cobalt'));
+ assert(req.package.files.some(x=>x.kind==='hook'));assert(req.package.files.some(x=>x.kind==='command'));
+ assert(!JSON.stringify(req).includes('"checks"'));assert(!req.package.files.some(x=>x.path.includes('suite.json')));
+ const r=await ingest(f.cfg,answer(req));assert.equal(r.passed,1);assert.equal(r.packageAssessment.summary.untested,6);assert.equal(r.packageAssessment.fullyVerified,false);
+});
+test('reference-only changes reject pending imports and leave historical report stale',async t=>{
+ const f=await fixture(t);const req=await prepare(f.cfg);const first=await ingest(f.cfg,answer(req));await baseline(f.cfg,first.id);
+ const pending=await prepare(f.cfg);await fs.writeFile(join(f.pkg,'references/rules.md'),'Changed rule');
+ await assert.rejects(ingest(f.cfg,answer(pending)),/Inputs changed/);await assert.rejects(baseline(f.cfg,first.id),/Baseline must match/);
+ const html=await fs.readFile((await report(f.cfg)).report,'utf8');assert(html.includes('Package changed since this evidence'));
+});
+test('package hashes cover additions, deletions and executable bytes; state is excluded',async t=>{
+ const f=await fixture(t);const c=await load(f.cfg);const a=await packageSnapshot(c);await fs.writeFile(join(f.pkg,'scripts/check.mjs'),"console.log('OTHER')");const b=await packageSnapshot(c);assert.notEqual(a.hash,b.hash);
+ await fs.writeFile(join(f.pkg,'extra.md'),'Additional reference');const d=await packageSnapshot(c);assert.notEqual(b.hash,d.hash);await fs.unlink(join(f.pkg,'extra.md'));assert.equal((await packageSnapshot(c)).hash,b.hash);
+ await fs.mkdir(join(f.pkg,'.skill-loop'));await fs.writeFile(join(f.pkg,'.skill-loop','private.json'),'SECRET CHECKS');assert.equal((await packageSnapshot(c)).hash,b.hash);
+});
+test('missing and escaped references and symlinks are visible blocked issues',async t=>{
+ const f=await fixture(t);await fs.appendFile(join(f.pkg,'skills/example/SKILL.md'),' [missing](../../references/missing.md) [escape](../../../outside.md)');await fs.symlink('/etc/hosts',join(f.pkg,'references/linked.md'));
+ const p=await packageSnapshot(await load(f.cfg));assert(p.issues.some(x=>x.reason.includes('missing')));assert(p.issues.some(x=>x.reason.includes('leaves')));assert(p.issues.some(x=>x.reason.includes('Symlink')));assert(!p.files.some(x=>x.path.includes('outside')));
+});
+test('explicit script checks really execute and host hooks stay unsupported',async t=>{
+ const f=await fixture(t);const c=JSON.parse(await fs.readFile(f.cfg));c.package={tests:[{id:'script',kind:'script',component:'scripts/check.mjs',command:[process.execPath,'scripts/check.mjs'],stdoutContains:['CHECK OK']},{id:'hook',kind:'hook',component:'hooks/hooks.json'}]};await fs.writeFile(f.cfg,JSON.stringify(c));
+ const r=await assess(f.cfg,{execute:true});assert.equal(r.tests[0].status,'passed');assert.equal(r.tests[1].status,'unsupported');assert.equal(r.fullyVerified,false);
+ await fs.writeFile(join(f.pkg,'scripts/check.mjs'),'process.exit(7)');const fail=await assess(f.cfg,{execute:true});assert.equal(fail.tests[0].status,'failed');assert.match(fail.tests[0].reason,/exit code 7/);
+});
+test('no discovered script executes without an explicit check',async t=>{
+ const f=await fixture(t);await fs.writeFile(join(f.pkg,'scripts/check.mjs'),"throw Error('MUST NOT RUN')");const req=await prepare(f.cfg);const r=await ingest(f.cfg,answer(req));assert.equal(r.packageAssessment.tests.length,0);assert.equal(r.packageAssessment.components.find(x=>x.kind==='script').status,'untested');
+});
+test('component execution runs in a working copy and cannot mutate the installed entrypoint',async t=>{
+ const f=await fixture(t);const c=JSON.parse(await fs.readFile(f.cfg));c.package={tests:[{id:'mutation',kind:'script',component:'scripts/check.mjs',command:[process.execPath,'-e',"require('fs').writeFileSync('skills/example/SKILL.md','changed');console.log('OK')"],stdoutContains:['OK']}]};await fs.writeFile(f.cfg,JSON.stringify(c));const req=await prepare(f.cfg);await ingest(f.cfg,answer(req));assert.match(await fs.readFile(join(f.pkg,'skills/example/SKILL.md'),'utf8'),/Follow the rules/);
+});
+test('sensitive filenames and configured suite inside a package are excluded from context',async t=>{
+ const f=await fixture(t);await fs.writeFile(join(f.pkg,'.env'),'PRIVATE');await fs.copyFile(join(f.root,'suite.json'),join(f.pkg,'qa.json'));const c=JSON.parse(await fs.readFile(f.cfg));c.suite='plugin/qa.json';await fs.writeFile(f.cfg,JSON.stringify(c));const req=await prepare(f.cfg);assert(!req.package.files.some(x=>['.env','qa.json'].includes(x.path)));assert(!JSON.stringify(req.package.files).includes('PRIVATE'));
+});
+
+test('package-only histories stay distinct and rejected restore does not poison the journal',async t=>{
+ const f=await fixture(t);const a=await prepare(f.cfg);const first=await ingest(f.cfg,answer(a));
+ await fs.writeFile(join(f.pkg,'references/rules.md'),'Updated supporting file');const b=await prepare(f.cfg);await ingest(f.cfg,answer(b));
+ const history=await versions(f.cfg);assert.equal(history.versions.length,2);
+ await assert.rejects(selectVersion(f.cfg,first.packageHash),/Associated files differ/);
+ await prepare(f.cfg);await assert.rejects(fs.stat(join(f.root,'.skill-loop/approval-journal.json')),/ENOENT/);
+});
+test('atomic source replacement preserves permissions that contribute to package identity',async t=>{
+ const {atomic}=await import('../scripts/shared/io.mjs');const f=await fixture(t);const path=join(f.pkg,'skills/example/SKILL.md');await fs.chmod(path,0o664);await atomic(path,'replacement');assert.equal((await fs.stat(path)).mode&0o777,0o664);
+});
+test('configured component regression blocks otherwise improved behavioral score',()=>{
+ const base={conditions:'same',passed:1,score:50,checks:[{caseId:'a',index:0,passed:true},{caseId:'b',index:0,passed:false}],packageAssessment:{tests:[{id:'script',status:'passed'}],issues:[]}};
+ const next={...base,passed:2,score:100,checks:base.checks.map(c=>({...c,passed:true})),packageAssessment:{tests:[{id:'script',status:'failed'}],issues:[]}};
+ assert.equal(compare(base,next).status,'regression');assert.deepEqual(compare(base,next).lostChecks,['component:script']);
+ const blocked={...base,packageAssessment:{tests:[{id:'script',status:'untested'}],issues:[]}};assert.equal(compare(blocked,next).status,'needs-component-verification');
+});
+test('custom entry scan discloses root files outside its bounded support scope',async t=>{
+ const f=await fixture(t);const custom=join(f.root,'skill.md');await fs.writeFile(custom,'a custom skill');await fs.writeFile(join(f.root,'helper.py'),'print(1)');
+ const p=await packageSnapshot({skill:custom,base:f.root});assert.match(p.coverage,/Custom entrypoint/);assert(p.exclusions.some(x=>x.path==='helper.py'));
+});
+
+test('component checks execute candidate entry bytes rather than the original entry',async t=>{
+ const f=await fixture(t);await fs.writeFile(join(f.pkg,'scripts/check.mjs'),"import fs from 'node:fs';if(fs.readFileSync('skills/example/SKILL.md','utf8').includes('INVALID'))process.exit(9);console.log('OK')");
+ const config=await load(f.cfg);config.package={tests:[{id:'candidate',kind:'script',component:'scripts/check.mjs',command:[process.execPath,'scripts/check.mjs'],stdoutContains:['OK']}]};
+ const original=await packageSnapshot(config);assert.equal((await assessPackage(config,original,{execute:true})).tests[0].status,'passed');
+ const candidate=await packageSnapshot(config,{entryText:'INVALID candidate'});assert.equal((await assessPackage(config,candidate,{execute:true})).tests[0].status,'failed');assert(!String(await fs.readFile(join(f.pkg,'skills/example/SKILL.md'))).includes('INVALID'));
+ config.package.tests[0].cwd=await fs.realpath(f.pkg);assert.equal((await assessPackage(config,candidate,{execute:true})).tests[0].status,'failed');
+});
diff --git a/shared/iteration-engine/io.mjs b/shared/iteration-engine/io.mjs
index 6fff3d7..66ddc10 100644
--- a/shared/iteration-engine/io.mjs
+++ b/shared/iteration-engine/io.mjs
@@ -7,7 +7,8 @@ export const hash = value => createHash('sha256').update(typeof value === 'strin
 export async function atomic(path, data) {
   await fs.mkdir(dirname(path), {recursive:true, mode:0o700});
   const tmp = `${path}.${randomUUID()}.tmp`;
-  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode:0o600}); await fs.rename(tmp,path); }
+  const mode=await fs.stat(path).then(s=>s.mode&0o777,e=>{if(e.code==='ENOENT')return 0o600;throw e;});
+  try { await fs.writeFile(tmp, typeof data === 'string' ? data : JSON.stringify(data,null,2)+'\n', {mode}); await fs.chmod(tmp,mode); await fs.rename(tmp,path); }
   finally { await fs.rm(tmp,{force:true}); }
 }
 export async function readJSON(path, fallback) {

From e19c9a199279f6ff962b0452d078e7c74eab50c1 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 17:26:34 -0500
Subject: [PATCH 07/20] Add Chumbo Supabase history and authenticated QA review
 app

---
 plugins/skill-loop/.codex-plugin/plugin.json  |    2 +-
 plugins/skill-loop/README.md                  |   13 +
 plugins/skill-loop/VERIFICATION.md            |   19 +
 plugins/skill-loop/chat/SKILL.md              |   24 +
 plugins/skill-loop/scripts/cli.mjs            |    5 +
 plugins/skill-loop/scripts/engine.mjs         |   57 +-
 plugins/skill-loop/scripts/history.mjs        |   85 +
 plugins/skill-loop/scripts/mcp.mjs            |    7 +-
 plugins/skill-loop/scripts/package-chat.py    |   19 +-
 plugins/skill-loop/scripts/scoring.mjs        |   56 +
 plugins/skill-loop/skills/skill-loop/SKILL.md |   24 +
 plugins/skill-loop/storage/chumbo/.gitignore  |    8 +
 plugins/skill-loop/storage/chumbo/README.md   |  133 +
 .../storage/chumbo/cloudflare/worker.mjs      |   10 +
 .../storage/chumbo/cloudflare/wrangler.toml   |   11 +
 .../storage/chumbo/local-env.example          |    3 +
 .../storage/chumbo/package-lock.json          | 2395 +++++++++++++++++
 .../skill-loop/storage/chumbo/package.json    |    8 +
 .../storage/chumbo/supabase/config.toml       |   17 +
 .../supabase/functions/skill-loop/app/app.js  |   13 +
 .../functions/skill-loop/app/index.html       |    1 +
 .../functions/skill-loop/app/style.css        |    1 +
 .../supabase/functions/skill-loop/archive.ts  |   13 +
 .../functions/skill-loop/capabilities.ts      |   52 +
 .../supabase/functions/skill-loop/deno.json   |    1 +
 .../supabase/functions/skill-loop/deno.lock   |  631 +++++
 .../functions/skill-loop/dist/index.html      |  110 +
 .../supabase/functions/skill-loop/index.ts    |   18 +
 .../supabase/functions/skill-loop/scoring.mjs |   56 +
 .../20260909223000_skill_loop_history.sql     |   85 +
 .../storage/chumbo/tests/database.py          |   20 +
 .../storage/chumbo/tests/database.sql         |   29 +
 .../storage/chumbo/tests/proxy_test.ts        |    7 +
 .../storage/chumbo/tests/server_test.ts       |   35 +
 .../skill-loop/storage/chumbo/vite.config.js  |    3 +
 .../skill-loop/tests/history-format.test.mjs  |   15 +
 scripts/verify-skill-loop.sh                  |    1 +
 37 files changed, 3924 insertions(+), 63 deletions(-)
 create mode 100644 plugins/skill-loop/scripts/history.mjs
 create mode 100644 plugins/skill-loop/scripts/scoring.mjs
 create mode 100644 plugins/skill-loop/storage/chumbo/.gitignore
 create mode 100644 plugins/skill-loop/storage/chumbo/README.md
 create mode 100644 plugins/skill-loop/storage/chumbo/cloudflare/worker.mjs
 create mode 100644 plugins/skill-loop/storage/chumbo/cloudflare/wrangler.toml
 create mode 100644 plugins/skill-loop/storage/chumbo/local-env.example
 create mode 100644 plugins/skill-loop/storage/chumbo/package-lock.json
 create mode 100644 plugins/skill-loop/storage/chumbo/package.json
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/config.toml
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/app.js
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/index.html
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/style.css
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/archive.ts
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/capabilities.ts
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.json
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.lock
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/dist/index.html
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/index.ts
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/scoring.mjs
 create mode 100644 plugins/skill-loop/storage/chumbo/supabase/migrations/20260909223000_skill_loop_history.sql
 create mode 100644 plugins/skill-loop/storage/chumbo/tests/database.py
 create mode 100644 plugins/skill-loop/storage/chumbo/tests/database.sql
 create mode 100644 plugins/skill-loop/storage/chumbo/tests/proxy_test.ts
 create mode 100644 plugins/skill-loop/storage/chumbo/tests/server_test.ts
 create mode 100644 plugins/skill-loop/storage/chumbo/vite.config.js
 create mode 100644 plugins/skill-loop/tests/history-format.test.mjs

diff --git a/plugins/skill-loop/.codex-plugin/plugin.json b/plugins/skill-loop/.codex-plugin/plugin.json
index 115c223..49d57c3 100644
--- a/plugins/skill-loop/.codex-plugin/plugin.json
+++ b/plugins/skill-loop/.codex-plugin/plugin.json
@@ -1,6 +1,6 @@
 {
   "name": "skill-loop",
-  "version": "0.1.0+codex.20260909220432",
+  "version": "0.1.0+codex.20260909222627",
   "description": "Detect skill effectiveness drift, test researched revisions, and review changes with a shared iteration engine.",
   "author": {
     "name": "Jordaaan"
diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index a3e56dd..148f712 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -297,3 +297,16 @@ file permissions and are checked against the full supporting package. Selecting
 an old version whose supporting files differ is blocked without modifying the
 workspace. Multi-file automatic apply/rollback and real host hook/tool adapters
 remain future work; do not advertise universal end-to-end execution support.
+
+
+## Persistent history with Chumbo
+
+The optional [connected history backend](storage/chumbo/README.md) adds private
+Supabase archives and an authenticated MCP App for review decisions. A Cloudflare
+Worker managed by Wrangler can proxy the Chumbo endpoint. The deterministic QA
+engine is shared; the local artifact remains available without cloud setup.
+
+This package includes the migration, Edge Function, bundled Organized AI review
+UI, Worker proxy, and local tests. Deploy and verify your own Supabase/OAuth setup
+before advertising the connected experience as ready. No hosted database is
+included merely by installing the skill.
diff --git a/plugins/skill-loop/VERIFICATION.md b/plugins/skill-loop/VERIFICATION.md
index c919142..85a6e33 100644
--- a/plugins/skill-loop/VERIFICATION.md
+++ b/plugins/skill-loop/VERIFICATION.md
@@ -1,5 +1,24 @@
 # Verification
 
+## September 9, 2026 — connected history (local proof)
+
+- Chumbo 0.11.0 + Supabase backend, SQL migration, bundled MCP App and a Wrangler
+  proxy are implemented. The original shared engine now exports its pure scorer
+  for the server; the verification script checks cloud/local copies match.
+- Isolated PostgreSQL migration tests pass: two-user isolation, owner spoof
+  rejection, immutable history, stale decision rejection, transactional audit
+  events, whitespace reasons, and a concurrent-safe 100-finding cap.
+- All 57 parent engine/package tests pass. Four Deno tests pass, including real Chumbo transport with fixture identities,
+  canonical archive validation, raw evidence rejected in summary mode, recomputed
+  scores, user-scoped reads, OAuth challenge, and Worker forwarding boundaries.
+- UI bundle, Deno type check, and Wrangler deployment dry-run pass.
+- Full local Supabase startup is blocked by an unresponsive Docker daemon.
+  Hosted Supabase OAuth, Claude connected-app operation, and Codex integration
+  have not been verified for this deployment. No production database was created.
+- Independent review fixes include bounded findings, summary privacy checks,
+  preserved server QA in exports, retained component counts and safe packaging.
+
+
 ## September 9, 2026 — package assessment and actionable workshop review
 
 - All 55 Skill Loop and shared GTM tests pass, including candidate script execution
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index ac7fcbd..24758c8 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -101,3 +101,27 @@ preserves package-only versions. Restoring a historical entry while its supporti
 files differ is blocked before any write; automatic multi-file restoration is
 not yet supported. Return the complete reviewed package for manual installation
 when needed, and never describe a downloaded export as an active installation.
+
+
+## Optional connected history (Chumbo + Supabase)
+
+Cloud storage is opt-in. Once the user chooses it and connects the deployed
+Chumbo server, use stable history.project and history.skillId names in the
+workspace config. Default to summary mode; full evidence mode uploads source
+text, package content, tests and actual outputs and requires the user's choice.
+Use the engine's history-export operation, then save each exact generated record
+with the signed-in connector's save_history_record tool. Never invent hashes or
+ask for database credentials in chat. A successful local run is not a successful
+cloud save until the connector returns its acknowledgement.
+
+Open the saved history with open_skill_history. Use get_history_record for exact
+QA evidence and add_review_finding for prose findings bound to that record.
+The connected app saves accept/dismiss/reopen decisions through the user's
+existing authenticated connection. Accepting a finding requests a fix; candidate
+approval and local skill changes still require the ordinary review workflow.
+
+Do not describe the connected service as live until this deployment's login,
+private save/read, and UI actions have been verified. If no connector is available,
+keep the existing local artifact and export. Setup and limitations are documented
+in storage/chumbo/README.md. The Cloudflare Worker is only a proxy; Chumbo and
+Supabase handle the user's database access. No D1/KV fallback is automatic.
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index f04514f..7cd785e 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -3,6 +3,7 @@ import { promises as fs } from 'node:fs';
 import { resolve,join,dirname } from 'node:path';
 import { fileURLToPath } from 'node:url';
 import * as engine from './engine.mjs';
+import {syncHistory,readHistory,historyReport,exportHistory} from './history.mjs';
 import { inventory,checkAll } from './inventory.mjs';
 import { atomic,readJSON } from './shared/io.mjs';
 import { report } from './report.mjs';
@@ -44,6 +45,10 @@ export async function main(args) {
   if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'};
   if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]');
   if(['run','prepare','status','loop','versions'].includes(action))return engine[action](resolve(file));
+  if(action==='history-export')return exportHistory(file,{reviewFile:rest[0]});
+  if(action==='history-sync')return syncHistory(file,{reviewFile:rest[0]});
+  if(action==='history')return readHistory(file);
+  if(action==='history-report')return historyReport(file);
   if(action==='assess')return engine.assess(file,{execute:rest.includes('--execute')});
   if(action==='ingest')return engine.ingest(file,await readJSON(rest[0]));
   if(action==='select-version')return engine.selectVersion(file,rest[0]);
diff --git a/plugins/skill-loop/scripts/engine.mjs b/plugins/skill-loop/scripts/engine.mjs
index 3e3de43..b671ed6 100644
--- a/plugins/skill-loop/scripts/engine.mjs
+++ b/plugins/skill-loop/scripts/engine.mjs
@@ -18,61 +18,8 @@ export async function load(file) {
   if(config.runner.command && (!Array.isArray(config.runner.command)||!config.runner.command.length||config.runner.command.some(x=>typeof x!=='string')))throw Error('Invalid runner command');
   return config;
 }
-export function validateSuite(suite) {
-  if(suite.version!==1||!Array.isArray(suite.cases)||!suite.cases.length)throw Error('Suite requires version 1 and nonempty cases');
-  const ids=new Set();
-  for(const c of suite.cases) {
-    if(typeof c.id!=='string'||!c.id||ids.has(c.id)||!Object.hasOwn(c,'input'))throw Error('Cases require unique ids and input');ids.add(c.id);
-    if(!Array.isArray(c.checks)||!c.checks.length)throw Error('Every case needs checks');
-    for(const check of c.checks) {
-      if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','notContains','exists'].includes(check.op))throw Error('Invalid check path or operation');
-      if(check.op!=='exists'&&!Object.hasOwn(check,'value'))throw Error('Check value required');
-    }
-  }
-  return suite;
-}
-function pointer(value,path) {
-  for(const part of path===''?[]:path.slice(1).split('/').map(p=>p.replaceAll('~1','/').replaceAll('~0','~'))) {
-    if(value===null||typeof value!=='object'||!Object.hasOwn(value,part))return undefined;
-    value=value[part];
-  }
-  return value;
-}
-function equal(a,b) {
-  if(a===b)return true;
-  if(!a||!b||typeof a!=='object'||typeof b!=='object'||Array.isArray(a)!==Array.isArray(b))return false;
-  const keys=Object.keys(a);return keys.length===Object.keys(b).length&&keys.every(k=>Object.hasOwn(b,k)&&equal(a[k],b[k]));
-}
-export function score(suite, response) {
-  validateSuite(suite);
-  if(!Array.isArray(response.outputs))throw Error('Response must contain outputs array');
-  const outputs=new Map();
-  for(const row of response.outputs) {
-    if(typeof row.id!=='string'||outputs.has(row.id)||!Object.hasOwn(row,'output'))throw Error('Output ids must be unique and include output');
-    outputs.set(row.id,row.output);
-  }
-  if(outputs.size!==suite.cases.length||suite.cases.some(c=>!outputs.has(c.id)))throw Error('Response case ids must exactly match the suite');
-  const checks=suite.cases.flatMap(c=>c.checks.map((check,index)=>{
-    const actual=pointer(outputs.get(c.id),check.path);
-    const validContainer=(typeof actual==='string'&&typeof check.value==='string')||Array.isArray(actual);
-    const contains=typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value));
-    const passed=check.op==='notContains'?validContainer&&!contains:check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value):
-      contains;
-    return {caseId:c.id,index,path:check.path,op:check.op,expected:check.value,actual:actual??null,passed:!!passed};
-  }));
-  const passed=checks.filter(c=>c.passed).length;
-  return {passed,total:checks.length,score:100*passed/checks.length,checks};
-}
-export function compare(baseline,run) {
-  if(!baseline)return {status:'no-baseline',lostChecks:[],drift:{kind:'effectiveness',detected:null,reason:'Save a baseline first'}};
-  if(baseline.conditions!==run.conditions)return {status:'incomparable',lostChecks:[],drift:{kind:'conditions',detected:true,reason:'Test suite, scorer or runner settings changed; effectiveness cannot be compared'}};
-  const componentTests=run.packageAssessment?.tests??[],previousTests=baseline.packageAssessment?.tests??[];
-  const lostComponents=previousTests.filter(t=>t.status==='passed'&&componentTests.find(x=>x.id===t.id)?.status!=='passed').map(t=>'component:'+t.id);
-  const componentsBlocked=componentTests.some(t=>t.status!=='passed')||(run.packageAssessment?.issues?.length??0)>0;
-  const componentsImproved=componentTests.some(t=>t.status==='passed'&&previousTests.find(x=>x.id===t.id)?.status!=='passed');
-  const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`).concat(lostComponents);
-  return {status:lostChecks.length?'regression':componentsBlocked?'needs-component-verification':run.passed>baseline.passed||componentsImproved?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}};
-}
+export {validateSuite,score,compare} from './scoring.mjs';
+import {validateSuite,score,compare} from './scoring.mjs';
 async function snapshot(config, candidate) {
   const skill=typeof candidate==='object'?candidate.text:await fs.readFile(candidate?resolve(candidate):config.skill,'utf8');
   if(!skill.trim())throw Error('Skill must not be empty');
diff --git a/plugins/skill-loop/scripts/history.mjs b/plugins/skill-loop/scripts/history.mjs
new file mode 100644
index 0000000..2640799
--- /dev/null
+++ b/plugins/skill-loop/scripts/history.mjs
@@ -0,0 +1,85 @@
+// Optional remote archive. Local evidence remains authoritative; sync is explicit.
+import {promises as fs} from 'node:fs';
+import {join,resolve,dirname} from 'node:path';
+import {readJSON,hash,atomic,locked} from './shared/io.mjs';
+const key=s=>typeof s==='string'&&/^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$/.test(s);
+export async function historyConfig(file,{connect=true}={}){
+ const config=await readJSON(file),h=config.history;
+ if(!h||!key(h.project)||!key(h.skillId))throw Error('Configure history.project and history.skillId with stable names');
+ if(!['summary','evidence'].includes(h.mode??'summary'))throw Error('History mode must be summary or evidence');
+ if(!connect)return {...h,mode:h.mode??'summary',state:resolve(dirname(resolve(file)),config.state??'.skill-loop')};
+ const endpoint=new URL(h.endpoint);
+ if(endpoint.protocol!=='https:'||endpoint.username||endpoint.password||endpoint.search||endpoint.hash)throw Error('History endpoint must be a credential-free HTTPS URL');
+ if(!['summary','evidence'].includes(h.mode??'summary'))throw Error('History mode must be summary or evidence');
+ const token=process.env[h.tokenEnv??'SKILL_LOOP_HISTORY_TOKEN'];
+ if(!token||token.length<32)throw Error('Set a Supabase user access token in the configured environment variable, or use the signed-in Chumbo connector. Never put a token in an HTML artifact');
+ return {...h,mode:h.mode??'summary',endpoint:endpoint.href.replace(/\/$/,''),token,state:resolve(dirname(resolve(file)),config.state??'.skill-loop')};
+}
+export function summarize(kind,r){
+ if(kind==='run'||kind==='baseline')return {id:r.id,createdAt:r.createdAt,kind:r.kind,runner:r.runner,conditions:r.conditions,skillHash:r.skillHash,packageHash:r.packageHash,passed:r.passed,total:r.total,score:r.score,comparison:r.comparison?{status:r.comparison.status,delta:r.comparison.delta,lostChecks:r.comparison.lostChecks}:null,components:r.packageAssessment?{counts:r.packageAssessment.summary,fullyVerified:r.packageAssessment.fullyVerified}:null};
+ if(kind==='proposal')return {id:r.id,status:r.status,createdAt:r.createdAt,decidedAt:r.decidedAt,runId:r.runId,baselineId:r.baselineId,beforeHash:r.beforeHash,beforePackageHash:r.beforePackageHash,candidatePackageHash:r.candidatePackageHash,eligible:r.eligible};
+ if(kind==='review')return {version:r.version,evidenceIdentity:hash(r.evidenceKey??''),decisions:Object.fromEntries(Object.entries(r.decisions??{}).map(([id,v])=>[id,{status:v.status,updatedAt:v.updatedAt}]))};
+ return {version:r.version,packageHash:r.packageHash,counts:r.summary,fullyVerified:r.fullyVerified};
+}
+export function canonical(value){if(Array.isArray(value))return '['+value.map(canonical).join(',')+']';if(value&&typeof value==='object')return '{'+Object.keys(value).sort().map(k=>JSON.stringify(k)+':'+canonical(value[k])).join(',')+'}';return JSON.stringify(value);}
+export function historyRecord(h,kind,source){
+ const payload=h.mode==='evidence'?source:summarize(kind,source);
+ const document=JSON.parse(JSON.stringify({version:1,project:h.project,skillId:h.skillId,kind,occurredAt:source.decidedAt??source.createdAt??null,mode:h.mode,payload}));
+ return {id:hash(canonical(document)),document};
+}
+async function rpc(h,message,session){
+ let res;try{res=await fetch(h.endpoint,{method:'POST',redirect:'error',headers:{Authorization:'Bearer '+h.token,'Content-Type':'application/json',Accept:'application/json, text/event-stream',...(session?{'mcp-session-id':session}:{})},body:JSON.stringify(message),signal:AbortSignal.timeout(15000)});}catch{throw Error('History connection failed; local evidence is retained. Check endpoint and retry.');}
+ if(!res.ok)throw Error(`History request failed (${res.status}); local evidence is retained`);
+ if(!Object.hasOwn(message,'id'))return {};
+ const raw=await res.text();if(raw.length>2_000_000)throw Error('History response is too large');
+ let answer;if(res.headers.get('content-type')?.includes('text/event-stream')){const items=raw.split('\n').filter(x=>x.startsWith('data:')).map(x=>JSON.parse(x.slice(5)));answer=items.find(x=>x.id===message.id);}else answer=JSON.parse(raw);
+ if(!answer||answer.id!==message.id||answer.error)throw Error('MCP history request failed');
+ return {result:answer.result,session:res.headers.get('mcp-session-id')??session};
+}
+export async function historyTool(h,name,args){
+ const init=await rpc(h,{jsonrpc:'2.0',id:1,method:'initialize',params:{protocolVersion:'2025-06-18',capabilities:{},clientInfo:{name:'Skill Loop',version:'0.1.0'}}});
+ await rpc(h,{jsonrpc:'2.0',method:'notifications/initialized'},init.session);
+ const {result}=await rpc(h,{jsonrpc:'2.0',id:2,method:'tools/call',params:{name,arguments:args}},init.session);
+ if(result?.isError)throw Error('Chumbo history operation failed; check signed-in access and refresh the record');
+ if(result?.structuredContent)return result.structuredContent;
+ const text=result?.content?.find(x=>x.type==='text')?.text;if(!text)throw Error('History tool returned no structured result');return JSON.parse(text);
+}
+async function recordsFor(h,{reviewFile}={}){
+  const records=[];
+  for(const [folder,kind] of [['runs','run'],['proposals','proposal']]){
+   const names=await fs.readdir(join(h.state,folder)).catch(e=>{if(e.code==='ENOENT')return [];throw e;});
+   for(const name of names.sort())if(/^[a-f0-9-]{36}\.json$/.test(name))records.push(historyRecord(h,kind,await readJSON(join(h.state,folder,name))));
+  }
+  for(const [name,kind] of [['baseline.json','baseline'],['package-assessment.json','assessment']]){const r=await readJSON(join(h.state,name),null);if(r)records.push(historyRecord(h,kind,r));}
+  if(reviewFile){const r=await readJSON(reviewFile);if(r.version!==1||typeof r.evidenceKey!=='string'||!r.decisions||typeof r.decisions!=='object'||Array.isArray(r.decisions))throw Error('Invalid exported review decisions');for(const v of Object.values(r.decisions)){if(!v||!['accepted','dismissed'].includes(v.status)||typeof v.note!=='string'||(v.status==='dismissed'&&!v.note.trim())||typeof v.finding!=='string'||typeof v.updatedAt!=='string')throw Error('Invalid review decision');}records.push(historyRecord(h,'review',r));}
+  return records;
+}
+export async function exportHistory(file,{reviewFile}={}){const h=await historyConfig(file,{connect:false});return locked(h.state,async()=>{const records=await recordsFor(h,{reviewFile});const path=join(h.state,'history-upload.json');await atomic(path,{version:1,records});return {path,records:records.length,mode:h.mode,note:'Upload these records with the signed-in Chumbo connector. No credentials included.'};});}
+export async function syncHistory(file,{reviewFile}={}){
+ const h=await historyConfig(file);
+ return locked(h.state,async()=>{
+  const records=await recordsFor(h,{reviewFile});let saved=0;
+  for(const record of records){if(Buffer.byteLength(JSON.stringify(record))>700000)throw Error('Evidence exceeds the archive limit; choose summary mode or keep full evidence locally');const answer=await historyTool(h,'save_history_record',record);if(answer.id!==record.id||answer.saved!==true)throw Error('History acknowledgement does not match the saved record');saved++;}
+  const result={saved,mode:h.mode,project:h.project,skillId:h.skillId,syncedAt:new Date().toISOString(),note:'Archive snapshots only; no skills or QA scores were changed'};
+  await atomic(join(h.state,'history-sync.json'),result);return result;
+ });
+}
+export async function readHistory(file){
+ const h=await historyConfig(file),events=[];let after=0;
+ for(let page=0;page<1000;page++){
+  const r=await historyTool(h,'list_skill_history',{project:h.project,skillId:h.skillId,after});
+  if(!Array.isArray(r.events))throw Error('Invalid history response');
+  for(const row of r.events){const {record:event,qa,findings}=await historyTool(h,'get_history_record',{id:row.record_hash});if(event.document?.project!==h.project||event.document?.skillId!==h.skillId||event.id!==hash(canonical(event.document))||!Number.isSafeInteger(event.sequence)||event.sequence<=after)throw Error('History identity or sequence mismatch');after=event.sequence;events.push({...event,qa,findings});}
+  if(r.next===null)return {project:h.project,skillId:h.skillId,events};
+  if(!r.events.length||r.next!==after)throw Error('Invalid history cursor');
+ }
+ throw Error('History exceeds 20,000 records; export from the database');
+}
+const esc=s=>String(s??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c]));
+export function displayedScore(event){const p=event.document.payload;if(event.qa?.status==='rescored-from-supplied-evidence')return `${event.qa.passed}/${event.qa.total} recomputed checks · ${event.qa.score.toFixed(1)}%`;if(event.qa?.status==='invalid-evidence')return 'Invalid evidence · no verified score';return Number.isFinite(p.score)?`${p.passed}/${p.total} client-reported checks · ${p.score.toFixed(1)}%`:p.status??'Recorded snapshot';}
+export async function historyReport(file){
+ const history=await readHistory(file),h=await historyConfig(file);
+ const rows=history.events.map(e=>{const d=e.document,p=d.payload;return `
${esc(d.kind)} · ${esc(d.mode)} · saved ${esc(e.savedAt)}
${esc(d.occurredAt??'Date not recorded')}
${esc(displayedScore(e))}
Package: ${esc(p.packageHash??p.candidatePackageHash??'not recorded')}
Inspect saved evidence
${esc(JSON.stringify(p,null,2))}
`;}).join('');
+ const html=`Skill Loop history · Jordaaan
skill-loop · ORGANIZED AI · JORDAAAN
${esc(history.skillId)} · saved history
${history.events.length} archived snapshots. This HTML is a downloaded view, not a live database connection. Summary mode omits source text and actual outputs. Scores across different test conditions are not comparable; no new drift is inferred here.
${rows||'
No synced history yet.
'}
`;
+ const path=join(h.state,'history.html');await atomic(path,html);await atomic(join(h.state,'history-export.json'),history);return {html:path,events:history.events.length,export:join(h.state,'history-export.json')};
+}
diff --git a/plugins/skill-loop/scripts/mcp.mjs b/plugins/skill-loop/scripts/mcp.mjs
index cee1d95..cf725a4 100644
--- a/plugins/skill-loop/scripts/mcp.mjs
+++ b/plugins/skill-loop/scripts/mcp.mjs
@@ -2,11 +2,16 @@
 // Minimal MCP stdio transport: newline-delimited JSON-RPC, no network listener.
 import { createInterface } from 'node:readline';
 import * as e from './engine.mjs';
+import {syncHistory,readHistory,historyReport,exportHistory} from './history.mjs';
 import { init } from './cli.mjs';
 import { inventory,checkAll } from './inventory.mjs';
 import { report } from './report.mjs';
 const field={type:'string'};
 const specs=[
+ ['skill_loop_history_export','Prepare saved QA records for upload through a signed-in Chumbo connector; no credentials required.',{config:field,reviewFile:field},['config']],
+ ['skill_loop_history_sync','Archive QA snapshots to the explicitly configured private history service. Evidence mode uploads source and outputs; summary mode does not.',{config:field,reviewFile:field},['config']],
+ ['skill_loop_history','Read saved history from the configured private service.',{config:field},['config']],
+ ['skill_loop_history_report','Create a dated HTML history view from the private archive without embedding credentials.',{config:field},['config']],
  ['skill_loop_assess','Assess the complete selected package; optionally run explicitly configured script checks. Unsupported host integrations remain visible.',{config:field,execute:{type:'boolean'}},['config']],
  ['skill_loop_inventory','Discover skills under explicit roots; mark effectiveness untested until enrolled.',{roots:{type:'array',items:field}},[]],
  ['skill_loop_check_all','Run the configured evaluations in a skill registry; preserve untested and error states.',{registry:field},['registry']],
@@ -24,7 +29,7 @@ const specs=[
  ['skill_loop_status','Read the latest run and baseline.',{config:field},['config']],
  ['skill_loop_report','Write a local HTML report with test evidence and candidate comparison.',{config:field},['config']]
 ];
-const handlers={skill_loop_assess:a=>e.assess(a.config,{execute:a.execute??false}),skill_loop_versions:a=>e.versions(a.config),skill_loop_select_version:a=>e.selectVersion(a.config,a.version),skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)};
+const handlers={skill_loop_history_export:a=>exportHistory(a.config,{reviewFile:a.reviewFile}),skill_loop_history_sync:a=>syncHistory(a.config,{reviewFile:a.reviewFile}),skill_loop_history:a=>readHistory(a.config),skill_loop_history_report:a=>historyReport(a.config),skill_loop_assess:a=>e.assess(a.config,{execute:a.execute??false}),skill_loop_versions:a=>e.versions(a.config),skill_loop_select_version:a=>e.selectVersion(a.config,a.version),skill_loop_inventory:a=>inventory(a.roots),skill_loop_check_all:a=>checkAll(a.registry),skill_loop_replay:a=>e.replay(a.config,a.runId),skill_loop_init:a=>init(a.directory,{demo:a.demo??false,rules:a.rules??false}),skill_loop_prepare:a=>e.prepare(a.config),skill_loop_ingest:a=>e.ingest(a.config,a.response),skill_loop_run:a=>e.run(a.config),skill_loop_baseline:a=>e.baseline(a.config,a.runId),skill_loop_stage:a=>e.stage(a.config,a.candidate,a.evidence),skill_loop_loop:a=>e.loop(a.config),skill_loop_decide:a=>e.decide(a.config,a.proposalId,a.decision),skill_loop_status:a=>e.status(a.config),skill_loop_report:a=>report(a.config)};
 const send=o=>process.stdout.write(JSON.stringify(o)+'\n');
 for await(const line of createInterface({input:process.stdin,crlfDelay:Infinity})) {
   let request;
diff --git a/plugins/skill-loop/scripts/package-chat.py b/plugins/skill-loop/scripts/package-chat.py
index 4433313..30ef564 100644
--- a/plugins/skill-loop/scripts/package-chat.py
+++ b/plugins/skill-loop/scripts/package-chat.py
@@ -1,15 +1,22 @@
 #!/usr/bin/env python3
-"""Bundle the shared engine as a Claude Chat skill upload, with local paths."""
+"""Bundle the engine and optional connected backend without local caches/secrets."""
 from pathlib import Path
 from zipfile import ZipFile, ZIP_DEFLATED
-import argparse
+import argparse, os
 p=argparse.ArgumentParser();p.add_argument('output');args=p.parse_args()
 root=Path(__file__).resolve().parent.parent
 out=Path(args.output).resolve();out.parent.mkdir(parents=True,exist_ok=True)
+skip={'node_modules','.temp','.branches','__pycache__','.git','.cache','.wrangler','.venv','venv','coverage'}
+def ignored(name):
+ return name in skip or name.startswith('.env') or name.startswith('.dev.vars') or name.lower().split('.')[0] in {'credentials','secrets','tokens'}
+allowed={'.mjs','.js','.md','.json','.sql','.toml','.ts','.html','.css','.lock','.example','.py','.sh'}
 with ZipFile(out,'w',ZIP_DEFLATED) as z:
  z.write(root/'chat/SKILL.md','skill-loop/SKILL.md')
- for folder in ['scripts','examples']:
-  for f in sorted((root/folder).rglob('*')):
-   if f.is_file() and (f.suffix in ['.mjs','.js','.md','.json'] or f.name=='LICENSE'):
-    z.write(f,Path('skill-loop')/f.relative_to(root))
+ for folder in ['scripts','examples','storage']:
+  for directory,dirs,files in os.walk(root/folder,followlinks=False):
+   dirs[:]=sorted(n for n in dirs if not ignored(n) and not (Path(directory)/n).is_symlink())
+   for name in sorted(files):
+    f=Path(directory)/name
+    if ignored(name) or f.is_symlink() or not f.is_file() or not f.resolve().is_relative_to(root):continue
+    if f.suffix in allowed or f.name=='LICENSE':z.write(f,Path('skill-loop')/f.relative_to(root))
 print(out)
diff --git a/plugins/skill-loop/scripts/scoring.mjs b/plugins/skill-loop/scripts/scoring.mjs
new file mode 100644
index 0000000..e5c06f3
--- /dev/null
+++ b/plugins/skill-loop/scripts/scoring.mjs
@@ -0,0 +1,56 @@
+// Shared deterministic scoring for local and connected QA. No I/O or model calls.
+export function validateSuite(suite) {
+  if(suite.version!==1||!Array.isArray(suite.cases)||!suite.cases.length)throw Error('Suite requires version 1 and nonempty cases');
+  const ids=new Set();
+  for(const c of suite.cases) {
+    if(typeof c.id!=='string'||!c.id||ids.has(c.id)||!Object.hasOwn(c,'input'))throw Error('Cases require unique ids and input');ids.add(c.id);
+    if(!Array.isArray(c.checks)||!c.checks.length)throw Error('Every case needs checks');
+    for(const check of c.checks) {
+      if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','notContains','exists'].includes(check.op))throw Error('Invalid check path or operation');
+      if(check.op!=='exists'&&!Object.hasOwn(check,'value'))throw Error('Check value required');
+    }
+  }
+  return suite;
+}
+function pointer(value,path) {
+  for(const part of path===''?[]:path.slice(1).split('/').map(p=>p.replaceAll('~1','/').replaceAll('~0','~'))) {
+    if(value===null||typeof value!=='object'||!Object.hasOwn(value,part))return undefined;
+    value=value[part];
+  }
+  return value;
+}
+function equal(a,b) {
+  if(a===b)return true;
+  if(!a||!b||typeof a!=='object'||typeof b!=='object'||Array.isArray(a)!==Array.isArray(b))return false;
+  const keys=Object.keys(a);return keys.length===Object.keys(b).length&&keys.every(k=>Object.hasOwn(b,k)&&equal(a[k],b[k]));
+}
+export function score(suite, response) {
+  validateSuite(suite);
+  if(!Array.isArray(response.outputs))throw Error('Response must contain outputs array');
+  const outputs=new Map();
+  for(const row of response.outputs) {
+    if(typeof row.id!=='string'||outputs.has(row.id)||!Object.hasOwn(row,'output'))throw Error('Output ids must be unique and include output');
+    outputs.set(row.id,row.output);
+  }
+  if(outputs.size!==suite.cases.length||suite.cases.some(c=>!outputs.has(c.id)))throw Error('Response case ids must exactly match the suite');
+  const checks=suite.cases.flatMap(c=>c.checks.map((check,index)=>{
+    const actual=pointer(outputs.get(c.id),check.path);
+    const validContainer=(typeof actual==='string'&&typeof check.value==='string')||Array.isArray(actual);
+    const contains=typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value));
+    const passed=check.op==='notContains'?validContainer&&!contains:check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value):
+      contains;
+    return {caseId:c.id,index,path:check.path,op:check.op,expected:check.value,actual:actual??null,passed:!!passed};
+  }));
+  const passed=checks.filter(c=>c.passed).length;
+  return {passed,total:checks.length,score:100*passed/checks.length,checks};
+}
+export function compare(baseline,run) {
+  if(!baseline)return {status:'no-baseline',lostChecks:[],drift:{kind:'effectiveness',detected:null,reason:'Save a baseline first'}};
+  if(baseline.conditions!==run.conditions)return {status:'incomparable',lostChecks:[],drift:{kind:'conditions',detected:true,reason:'Test suite, scorer or runner settings changed; effectiveness cannot be compared'}};
+  const componentTests=run.packageAssessment?.tests??[],previousTests=baseline.packageAssessment?.tests??[];
+  const lostComponents=previousTests.filter(t=>t.status==='passed'&&componentTests.find(x=>x.id===t.id)?.status!=='passed').map(t=>'component:'+t.id);
+  const componentsBlocked=componentTests.some(t=>t.status!=='passed')||(run.packageAssessment?.issues?.length??0)>0;
+  const componentsImproved=componentTests.some(t=>t.status==='passed'&&previousTests.find(x=>x.id===t.id)?.status!=='passed');
+  const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`).concat(lostComponents);
+  return {status:lostChecks.length?'regression':componentsBlocked?'needs-component-verification':run.passed>baseline.passed||componentsImproved?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}};
+}
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index e6806d1..787c62a 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -110,3 +110,27 @@ preserves package-only versions. Restoring a historical entry while its supporti
 files differ is blocked before any write; automatic multi-file restoration is
 not yet supported. Return the complete reviewed package for manual installation
 when needed, and never describe a downloaded export as an active installation.
+
+
+## Optional connected history (Chumbo + Supabase)
+
+Cloud storage is opt-in. Once the user chooses it and connects the deployed
+Chumbo server, use stable history.project and history.skillId names in the
+workspace config. Default to summary mode; full evidence mode uploads source
+text, package content, tests and actual outputs and requires the user's choice.
+Use the engine's history-export operation, then save each exact generated record
+with the signed-in connector's save_history_record tool. Never invent hashes or
+ask for database credentials in chat. A successful local run is not a successful
+cloud save until the connector returns its acknowledgement.
+
+Open the saved history with open_skill_history. Use get_history_record for exact
+QA evidence and add_review_finding for prose findings bound to that record.
+The connected app saves accept/dismiss/reopen decisions through the user's
+existing authenticated connection. Accepting a finding requests a fix; candidate
+approval and local skill changes still require the ordinary review workflow.
+
+Do not describe the connected service as live until this deployment's login,
+private save/read, and UI actions have been verified. If no connector is available,
+keep the existing local artifact and export. Setup and limitations are documented
+in storage/chumbo/README.md. The Cloudflare Worker is only a proxy; Chumbo and
+Supabase handle the user's database access. No D1/KV fallback is automatic.
diff --git a/plugins/skill-loop/storage/chumbo/.gitignore b/plugins/skill-loop/storage/chumbo/.gitignore
new file mode 100644
index 0000000..0275766
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/.gitignore
@@ -0,0 +1,8 @@
+node_modules/
+.env*
+.dev.vars
+supabase/.temp/
+supabase/.branches/
+
+.wrangler/
+.cache/
diff --git a/plugins/skill-loop/storage/chumbo/README.md b/plugins/skill-loop/storage/chumbo/README.md
new file mode 100644
index 0000000..803788e
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/README.md
@@ -0,0 +1,133 @@
+# Skill Loop connected history · Chumbo + Supabase
+
+Keep Skill Loop’s existing QA engine and Claude artifact. This optional backend
+adds an authenticated archive and an MCP App that saves review decisions across
+chats. Organized AI · Jordaaan.
+
+## Architecture
+
+Desktop connector → Cloudflare Worker `/mcp` → Chumbo Supabase Edge Function →
+Supabase Auth + Postgres with row-level security. The Worker is a proxy, not a
+second database. It forwards OAuth and MCP discovery paths. No D1 or KV is needed.
+
+Each signed-in user reads/writes only their own archive. All authenticated owners
+have read, write and review access to their own data; these internal permission
+labels are not separately negotiated read-only OAuth grants. Identity scopes are
+limited to `openid` and `email`. No service-role key is exposed to the UI.
+
+## Local builder setup
+
+Requires Node22+, Deno, Supabase CLI, working Docker, and Wrangler. Participants
+connecting to a hosted deployment do not need this development toolchain.
+
+From this directory:
+
+1. `npm ci --ignore-scripts` and `npm run build`.
+2. `supabase start` (uses this project’s distinct local ports).
+3. `supabase migration up --local`.
+4. Copy `local-env.example` to `supabase/functions/.env.local`.
+5. `supabase functions serve skill-loop --env-file supabase/functions/.env.local`.
+6. In another shell, `wrangler dev --config cloudflare/wrangler.toml --env local --port 8787`.
+7. `npx chumbo@0.11.0 doctor --url http://127.0.0.1:8787/mcp` checks discovery and
+   the authentication challenge. A real signed-in local Supabase user token is
+   required to call private tools; there is no authentication bypass.
+
+A local Worker can reach local Supabase. A deployed Worker cannot reach your
+computer’s localhost. Claude’s hosted custom connector also requires a reachable
+HTTPS endpoint, OAuth server and dynamic client registration. Local SQL tests
+alone do not verify that complete desktop connection.
+
+## Hosted setup after local verification
+
+Use a dedicated Supabase project. Link it, apply this migration, and deploy the
+function with the Supabase CLI. The gateway’s `verify_jwt = false` permits Chumbo
+to issue the OAuth challenge; Chumbo still authenticates every protected request.
+
+- Enable Supabase OAuth server and dynamic client registration for Claude’s
+  custom connector. Configure the app-owned sign-in/authorization page and
+  authorized redirect URLs. Chumbo does not replace that product sign-in page.
+- Set `MCP_PUBLIC_URL` to the final Worker HTTPS `/mcp` URL in Supabase secrets.
+- Set `MCP_UPSTREAM` in `cloudflare/wrangler.toml` to the hosted Edge Function.
+- Keep `LOCAL_DEVELOPMENT = "false"` in production.
+- `wrangler deploy --config cloudflare/wrangler.toml --env ""` publishes the proxy.
+- Run Chumbo doctor against the final public URL, then verify OAuth, discovery,
+  a saved run, a new-chat read, and a review decision in Claude Desktop.
+- Verify Codex separately; protocol compatibility is not a completed app test.
+
+No production project, login flow or database is silently provisioned by this
+package. Existing static workshop hosting can remain on Cloudflare.
+
+## Save and inspect history
+
+In a Skill Loop workspace, add a history configuration with stable names:
+
+```json
+"history": {
+  "project": "my-workshop",
+  "skillId": "tracking-health-check",
+  "mode": "summary"
+}
+```
+
+Use `history-export CONFIG` through the local Skill Loop engine to produce
+`history-upload.json`, then have the signed-in Chumbo connector call
+`save_history_record` for each exact record. No secret is needed to export.
+In regular Claude Chat, these are assistant operations; users need not type
+terminal commands. The user must explicitly choose cloud storage before upload.
+
+`summary` is the default: hashes, timestamps, reported scores and component
+counts, with raw source/output fields rejected by the server. `evidence` explicitly
+uploads the supplied skill/package text, suite and responses. Review the content
+before choosing that mode. Records are limited to700KB; larger package archives
+remain local until a separate Supabase Storage path is implemented.
+
+The connected tools are `save_history_record`, `list_skill_history`,
+`get_history_record`, `open_skill_history`, `add_review_finding`,
+`decide_review_finding` (app action), and `list_review_history`. Full evidence is
+rescored with the same pure scoring module as the local engine. This proves the
+checks on supplied outputs, not the provenance of the model run. Summary scores
+are explicitly client-reported. Changing test conditions never implies comparable
+scores or effectiveness drift by itself.
+
+An optional machine client supports `history-sync`, `history`, and `history-report`
+when configuration also contains the full HTTPS endpoint and a `tokenEnv` naming
+an environment variable with a **Supabase user access token**. Tokens expire;
+use the desktop OAuth connector for the normal participant experience. Do not
+paste tokens into chat, HTML, source files, or the config. Sync is explicit;
+no background process or automatic upload is enabled.
+
+## Decisions, versions and retention
+
+- Run/baseline/proposal/package snapshots are append-only and content-addressed.
+  Re-uploading the same record is idempotent. Different versions have distinct
+  hashes and remain readable over time.
+- Findings attach to one exact saved record. Up to100 findings per record.
+  Accept/dismiss/reopen updates require the current revision and append an audit
+  event in the same database transaction. Dismissal requires a reason.
+- Accepting a finding requests a fix; it does not approve a candidate, modify
+  the installed skill, or change a QA score. Retest candidates using Skill Loop.
+- The archive retains records until the account/project owner deletes them;
+  no six-month expiry is configured. Supabase plan limits and backups still apply.
+  A six-month history means keeping records and periodically syncing—not having
+  already observed six months of data.
+- Summary archives do not restore source files. Evidence snapshots may include
+  text, but binary/oversized package files and automatic multi-file restore remain
+  outside this release. This service never becomes an automatic skill updater.
+
+## Verification
+
+- `python3 tests/database.py`: actual isolated PostgreSQL migration, two-user RLS,
+  owner spoof rejection, immutable archives, stale decision rejection, audit
+  journaling, whitespace dismissal checks, and the finding cap.
+- `deno test --config supabase/functions/skill-loop/deno.json --allow-env --allow-read --allow-net tests/`:
+  Chumbo protocol with test identities, archive validation, rescoring, and proxy.
+- `npm run check`, `npm run build`, and Wrangler deployment dry-run.
+- The parent engine verification also checks that cloud/local scoring sources
+  match. No model is required for these checks.
+
+Tests using fixture identities are not a live OAuth or hosted Supabase proof.
+Local PostgreSQL tests are not a running full Supabase Docker stack.
+
+References: [Chumbo](https://github.com/elsheppo/chumbo),
+[clean URL proxies](https://github.com/elsheppo/chumbo/tree/main/docs/reference/clean-urls),
+[interactive apps](https://github.com/elsheppo/chumbo/tree/main/docs/patterns/mcp-apps-on-supabase).
diff --git a/plugins/skill-loop/storage/chumbo/cloudflare/worker.mjs b/plugins/skill-loop/storage/chumbo/cloudflare/worker.mjs
new file mode 100644
index 0000000..c3ef3f6
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/cloudflare/worker.mjs
@@ -0,0 +1,10 @@
+export default {async fetch(request,env){
+ const incoming=new URL(request.url);
+ if(incoming.pathname!=='/mcp'&&!incoming.pathname.startsWith('/mcp/'))return new Response('Not found',{status:404});
+ let upstream;try{upstream=new URL(env.MCP_UPSTREAM);}catch{return new Response('Configure MCP_UPSTREAM',{status:503});}
+ const local=env.LOCAL_DEVELOPMENT==='true'&&['127.0.0.1','localhost'].includes(upstream.hostname);
+ if(upstream.username||upstream.password||upstream.search||upstream.hash||(upstream.protocol!=='https:'&&!(local&&upstream.protocol==='http:')))return new Response('Invalid upstream configuration',{status:503});
+ const suffix=incoming.pathname.slice(4),target=new URL(upstream.href.replace(/\/$/,'')+suffix+incoming.search),headers=new Headers(request.headers);headers.delete('host');headers.delete('cookie');
+ // Preserve the caller's OAuth header and MCP metadata. No service-role key.
+ try{const response=await fetch(target,{method:request.method,headers,body:['GET','HEAD'].includes(request.method)?undefined:request.body,redirect:'manual'});const outgoing=new Headers(response.headers);outgoing.set('Cache-Control','no-store');return new Response(response.body,{status:response.status,headers:outgoing});}catch{return new Response('Chumbo upstream unavailable',{status:502});}
+}};
diff --git a/plugins/skill-loop/storage/chumbo/cloudflare/wrangler.toml b/plugins/skill-loop/storage/chumbo/cloudflare/wrangler.toml
new file mode 100644
index 0000000..4cfbafb
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/cloudflare/wrangler.toml
@@ -0,0 +1,11 @@
+name = "skill-loop-connector"
+main = "worker.mjs"
+compatibility_date = "2026-09-09"
+workers_dev = true
+# Replace before production deployment. This is the Supabase Edge Function URL.
+[vars]
+MCP_UPSTREAM = "https://YOUR_PROJECT.supabase.co/functions/v1/skill-loop"
+LOCAL_DEVELOPMENT = "false"
+[env.local.vars]
+MCP_UPSTREAM = "http://127.0.0.1:57421/functions/v1/skill-loop"
+LOCAL_DEVELOPMENT = "true"
diff --git a/plugins/skill-loop/storage/chumbo/local-env.example b/plugins/skill-loop/storage/chumbo/local-env.example
new file mode 100644
index 0000000..6ef2556
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/local-env.example
@@ -0,0 +1,3 @@
+# Copy privately into supabase/functions/.env.local; never commit actual secrets.
+# Local Chumbo must advertise the route served by wrangler dev.
+MCP_PUBLIC_URL=http://127.0.0.1:8787/mcp
diff --git a/plugins/skill-loop/storage/chumbo/package-lock.json b/plugins/skill-loop/storage/chumbo/package-lock.json
new file mode 100644
index 0000000..f1d6282
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/package-lock.json
@@ -0,0 +1,2395 @@
+{
+  "name": "skill-loop-connected-history",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "skill-loop-connected-history",
+      "dependencies": {
+        "@modelcontextprotocol/ext-apps": "1.7.5",
+        "chumbo": "0.11.0"
+      },
+      "devDependencies": {
+        "vite": "8.2.2",
+        "vite-plugin-singlefile": "2.3.3"
+      }
+    },
+    "node_modules/@hono/node-server": {
+      "version": "2.1.1",
+      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-2.1.1.tgz",
+      "integrity": "sha512-ELuehkj5VCBdgEw9zs+ivkKwyzzUCSQuE96YmiPvn1ECBoZCczbFXJLeEGMTYjphP6gydh4pHMqEYPVMYUVgQg==",
+      "license": "MIT",
+      "peer": true,
+      "engines": {
+        "node": ">=20"
+      },
+      "peerDependencies": {
+        "hono": "^4"
+      }
+    },
+    "node_modules/@modelcontextprotocol/core": {
+      "version": "2.0.0",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/core/-/core-2.0.0.tgz",
+      "integrity": "sha512-pJCEwGG7Lfr/+PQp9ZTwKXNeO5wzbfKL7H3MYpCorM4oFBoQrdjnBgEoqG+RjhsvS1FKrDbKux+M1HhlnGWqcA==",
+      "license": "MIT",
+      "dependencies": {
+        "zod": "^4.2.0"
+      },
+      "engines": {
+        "node": ">=20"
+      }
+    },
+    "node_modules/@modelcontextprotocol/ext-apps": {
+      "version": "1.7.5",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/ext-apps/-/ext-apps-1.7.5.tgz",
+      "integrity": "sha512-TjPH2S2y5UEGKhmI6+XGFuqfqOV4ppe1x6DA3txnUaEWkgtA4G5vo14jGKFZmegdkZ1H4QMLyujLvoU1BEdnAg==",
+      "license": "MIT",
+      "workspaces": [
+        "examples/*"
+      ],
+      "dependencies": {
+        "@standard-schema/spec": "^1.1.0"
+      },
+      "engines": {
+        "node": ">=20"
+      },
+      "peerDependencies": {
+        "@modelcontextprotocol/sdk": "^1.29.0",
+        "react": "^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^17.0.0 || ^18.0.0 || ^19.0.0",
+        "zod": "^3.25.0 || ^4.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "react-dom": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.30.0",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.30.0.tgz",
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diff --git a/plugins/skill-loop/storage/chumbo/package.json b/plugins/skill-loop/storage/chumbo/package.json
new file mode 100644
index 0000000..c5cc573
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/package.json
@@ -0,0 +1,8 @@
+{
+  "name":"skill-loop-connected-history",
+  "private":true,
+  "type":"module",
+  "scripts":{"build":"vite build","check":"deno check --config supabase/functions/skill-loop/deno.json supabase/functions/skill-loop/index.ts"},
+  "dependencies":{"chumbo":"0.11.0","@modelcontextprotocol/ext-apps":"1.7.5"},
+  "devDependencies":{"vite":"8.2.2","vite-plugin-singlefile":"2.3.3"}
+}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/config.toml b/plugins/skill-loop/storage/chumbo/supabase/config.toml
new file mode 100644
index 0000000..fab6faf
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/config.toml
@@ -0,0 +1,17 @@
+project_id = "skill-loop-history"
+[api]
+port = 57421
+schemas = ["public"]
+[db]
+port = 57422
+shadow_port = 57420
+major_version = 17
+[auth]
+enabled = true
+site_url = "http://localhost:3000"
+enable_signup = true
+[analytics]
+enabled = false
+[functions.skill-loop]
+verify_jwt = false
+static_files = ["./functions/skill-loop/dist/index.html"]
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/app.js b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/app.js
new file mode 100644
index 0000000..24c72d2
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/app.js
@@ -0,0 +1,13 @@
+import {createAppWorkspace} from 'chumbo/app';
+import './style.css';
+const root=document.getElementById('workspace'),$=id=>document.getElementById(id);
+const workspace=createAppWorkspace({name:'Skill Loop · QA history',version:'0.1.0'},{root});const {app}=workspace;
+let query=null,next=null,busy=false;
+const text=(tag,content,cls)=>{const el=document.createElement(tag);el.textContent=content;if(cls)el.className=cls;return el;};
+const button=(label,fn,cls)=>{const el=text('button',label,cls);el.type='button';el.onclick=fn;return el;};
+function message(value){$('notice').textContent=value;}
+function payload(result){if(result.isError)throw Error(result.content?.find(c=>c.type==='text')?.text??'The operation failed');if(!result.structuredContent)throw Error('The server returned no structured data');return result.structuredContent;}
+async function call(name,args){if(busy)return;busy=true;root.querySelectorAll('button').forEach(b=>b.disabled=true);message('');try{const value=payload(await app.callServerTool({name,arguments:args}));render(value);return value;}catch(e){message(e.message+' Refresh before retrying; no local skill was changed.');}finally{busy=false;root.querySelectorAll('button').forEach(b=>b.disabled=false);}}
+function render(data){if(data.record){renderDetail(data);return;}if(!Array.isArray(data.events)||!data.project||!data.skillId)throw Error('Unexpected history response');query={project:data.project,skillId:data.skillId,after:0};next=data.next;$('context').textContent=`${data.project} / ${data.skillId} · archived snapshots · reported scores may use different test conditions`;$('history').replaceChildren();$('more').hidden=next===null;if(!data.events.length)$('history').append(text('p','No history saved for this skill yet.'));for(const row of data.events){const card=text('article','','run'),description=document.createElement('div');description.append(text('small',new Date(row.saved_at).toLocaleString()),text('h2',row.kind),text('p',Number.isFinite(row.summary?.score)?`${row.summary.passed}/${row.summary.total} reported checks`:'Saved evidence snapshot'));card.append(description,button('Inspect QA report',()=>call('get_history_record',{id:row.record_hash})));$('history').append(card);}}
+function renderDetail(data){const target=$('detail');target.hidden=false;target.replaceChildren();const d=data.record.document,p=d.payload;target.append(text('h2',`${d.skillId} · ${d.kind}`),text('p',data.qa.status==='rescored-from-supplied-evidence'?`${data.qa.passed}/${data.qa.total} checks recomputed from saved evidence`:`QA status: ${data.qa.status}`),text('p',data.qa.provenance??data.qa.reason??'','dim'));const cases=document.createElement('div');cases.className='cases';for(const c of p.suite?.cases??[]){const row=text('article',''),out=p.response?.outputs?.find(o=>o.id===c.id);row.append(text('h3',c.id),text('small','INPUT'),text('pre',JSON.stringify(c.input,null,2)),text('small','ACTUAL OUTPUT'),text('pre',JSON.stringify(out?.output??null,null,2)));const checks=(data.qa.checks??[]).filter(x=>x.caseId===c.id),more=document.createElement('details');more.append(text('summary','Check evidence'),text('pre',JSON.stringify(checks,null,2)));row.append(more);cases.append(row);}target.append(cases,text('h2','Review findings'),text('p','Accepting a finding requests a fix. These decisions never change automated scores or apply skill revisions.','dim'));if(!data.findings.length)target.append(text('p','No prose findings recorded. This is not a claim of complete quality coverage.'));for(const finding of data.findings){const row=text('article',''),note=document.createElement('textarea');note.maxLength=4000;note.value=finding.note;note.id='note-'+finding.id;const label=text('label','Reason or revision direction');label.htmlFor=note.id;row.append(text('small',finding.status+' · revision '+finding.revision),text('p',finding.finding),label,note);const actions=text('div','','actions');for(const [status,title] of [['accepted','Accept finding'],['dismissed','Dismiss finding'],['pending','Reopen']])actions.append(button(title,()=>{if(status==='dismissed'&&!note.value.trim()){message('Add a reason before dismissing this finding.');note.focus();return;}call('decide_review_finding',{id:finding.id,revision:finding.revision,status,note:note.value.trim()});},status==='accepted'?'primary':''));row.append(actions);target.append(row);}const accepted=data.findings.filter(f=>f.status==='accepted');if(accepted.length){const details=document.createElement('details');details.append(text('summary','Accepted findings for the next revision'),text('pre',accepted.map((f,i)=>`${i+1}. ${f.finding}\n${f.note}`).join('\n\n')));target.append(details);}target.append(button('Download this evidence',()=>{const url=URL.createObjectURL(new Blob([JSON.stringify(data,null,2)],{type:'application/json'}));const a=document.createElement('a');a.href=url;a.download='skill-loop-history-record.json';a.click();setTimeout(()=>URL.revokeObjectURL(url),1000);}));}
+$('refresh').onclick=()=>query?call('refresh_skill_history',query):message('Ask your assistant to open history for a project and skill.');$('more').onclick=()=>query&&next!==null&&call('refresh_skill_history',{...query,after:next});app.ontoolresult=result=>{try{render(payload(result));}catch(e){message(e.message);}};app.onerror=()=>message('Connection lost. Reopen Skill Loop history to reconnect.');await workspace.connect();
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/index.html b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/index.html
new file mode 100644
index 0000000..e0a3c4b
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/index.html
@@ -0,0 +1 @@
+Skill Loop · Saved QA
skill-loopORGANIZED AI · JORDAAAN
Saved QA history
Open a skill’s history from your connected assistant.

diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/style.css b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/style.css
new file mode 100644
index 0000000..0301362
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/app/style.css
@@ -0,0 +1 @@
+:root{color-scheme:dark}*{box-sizing:border-box}body{margin:0;background:#141310;color:#f3f0e8;font:14px/1.55 system-ui}main{max-width:1100px;margin:auto}header{padding:18px 22px;display:flex;align-items:center;justify-content:space-between;gap:15px;border-bottom:1px solid #403a2d}header strong{font:500 24px monospace}header span,small{color:#c9a962}header small{display:block;font:11px monospace;margin-top:6px;letter-spacing:1px}section[data-supa-mcp-scroll]{padding:22px}h1,h2,h3{font-family:monospace;font-weight:500}button,input,textarea{font:inherit;color:inherit;border:1px solid #5b5039;border-radius:6px;padding:10px;background:#24211b}button{cursor:pointer}button:disabled{opacity:.5;cursor:wait}button.primary{background:#c9a962;color:#141310}article{border:1px solid #3d382d;border-radius:8px;background:#1c1b17;padding:18px;margin:14px 0;overflow-wrap:anywhere}article.run{display:flex;justify-content:space-between;gap:16px;align-items:center}.cases{display:grid;grid-template-columns:repeat(2,minmax(0,1fr));gap:12px}.actions{display:flex;gap:8px;flex-wrap:wrap;margin-top:10px}textarea{width:100%;resize:vertical}pre{white-space:pre-wrap;overflow-wrap:anywhere;font-size:12px;padding:12px;background:#141310;border-radius:6px}#notice{color:#e3be74}p.dim{color:#b9b2a4}#detail{border-top:1px solid #51452d;margin-top:24px}label{display:block;margin:12px 0 5px}@media(max-width:620px){.cases{grid-template-columns:1fr}article.run{align-items:stretch;flex-direction:column}header{align-items:start}section[data-supa-mcp-scroll]{padding:14px}}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/archive.ts b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/archive.ts
new file mode 100644
index 0000000..cadbd7b
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/archive.ts
@@ -0,0 +1,13 @@
+import {z} from 'zod';
+const key=z.string().regex(/^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$/);
+export const documentSchema=z.object({version:z.literal(1),project:key,skillId:key,kind:z.enum(['run','baseline','proposal','assessment','review']),occurredAt:z.string().datetime({offset:true}).nullable(),mode:z.enum(['summary','evidence']),payload:z.record(z.string(),z.unknown())}).strict();
+export const recordSchema=z.object({id:z.string().regex(/^[a-f0-9]{64}$/),document:documentSchema}).strict();
+export const querySchema=z.object({project:key,skillId:key,after:z.number().int().nonnegative().max(Number.MAX_SAFE_INTEGER).default(0)});
+export function canonical(value:unknown):string {
+ if(Array.isArray(value))return '['+value.map(canonical).join(',')+']';
+ if(value&&typeof value==='object')return '{'+Object.keys(value).sort().map(k=>JSON.stringify(k)+':'+canonical((value as Record)[k])).join(',')+'}';
+ return JSON.stringify(value);
+}
+export async function digest(value:unknown){return Array.from(new Uint8Array(await crypto.subtle.digest('SHA-256',new TextEncoder().encode(canonical(value))))).map(x=>x.toString(16).padStart(2,'0')).join('');}
+const summaryKeys=new Set(['id','createdAt','kind','runner','conditions','skillHash','packageHash','passed','total','score','comparison','components','status','decidedAt','runId','baselineId','beforeHash','beforePackageHash','candidatePackageHash','eligible','version','evidenceIdentity','decisions','counts','fullyVerified']);
+export async function validateRecord(value:unknown){const record=recordSchema.parse(value);if(record.document.mode==='summary'){for(const key of Object.keys(record.document.payload))if(!summaryKeys.has(key))throw Error('Summary mode cannot contain raw source or output fields');const p=record.document.payload;if(p.comparison)z.object({status:z.string().max(100),delta:z.number().optional(),lostChecks:z.array(z.string().max(160)).optional()}).strict().parse(p.comparison);if(p.components)z.object({counts:z.record(z.string().max(60),z.number()).optional(),fullyVerified:z.boolean().optional()}).strict().parse(p.components);if(p.decisions)z.record(z.string().max(160),z.object({status:z.enum(['accepted','dismissed']),updatedAt:z.string().datetime({offset:true})}).strict()).parse(p.decisions);if(p.counts)z.record(z.string().max(60),z.number()).parse(p.counts);for(const [key,val]of Object.entries(p)){if(['comparison','components','decisions','counts'].includes(key)||val===null)continue;if(!['string','number','boolean'].includes(typeof val)||(typeof val==='string'&&val.length>160))throw Error('Invalid summary value');}}if(new TextEncoder().encode(JSON.stringify(record)).length>700000)throw Error('Archive record exceeds 700 KB; use summary mode');if(await digest(record.document)!==record.id)throw Error('Archive content identity mismatch');return record;}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/capabilities.ts b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/capabilities.ts
new file mode 100644
index 0000000..a37f90a
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/capabilities.ts
@@ -0,0 +1,52 @@
+import {errorResult,structuredResult,type SupabaseMcpContext,type SupabaseMcpServer} from 'chumbo';
+import {z} from 'zod';
+import {recordSchema,querySchema,validateRecord} from './archive.ts';
+import {score} from './scoring.mjs';
+const URI='ui://organized-ai/skill-loop-history.html';
+const meta=(visibility:('model'|'app')[])=>({ui:{resourceUri:URI,visibility},'ui/resourceUri':URI});
+type Ctx=SupabaseMcpContext;
+const hashSchema=z.string().regex(/^[a-f0-9]{64}$/);
+export function summary(payload:Record){return Object.fromEntries(['id','createdAt','kind','runner','skillHash','packageHash','passed','total','score','conditions','status'].filter(k=>typeof payload[k]==='number'||typeof payload[k]==='boolean'||(typeof payload[k]==='string'&&(payload[k] as string).length<=160)).map(k=>[k,payload[k]]));}
+export async function list(ctx:Ctx,args:z.infer){
+ const {data,error}=await ctx.supabase.from('skill_loop_history').select('sequence,record_hash,project,skill_id,kind,saved_at,summary').eq('project',args.project).eq('skill_id',args.skillId).gt('sequence',args.after).order('sequence').limit(21);
+ if(error)throw Error('History could not be read');
+ const rows=(data??[]).slice(0,20);return {project:args.project,skillId:args.skillId,events:rows,next:(data??[]).length>20?rows.at(-1)?.sequence:null};
+}
+async function detail(ctx:Ctx,id:string){
+ const {data,error}=await ctx.supabase.from('skill_loop_history').select('sequence,record_hash,document,saved_at').eq('record_hash',id).maybeSingle();
+ if(error||!data)throw Error('History record not found for this account');
+ await validateRecord({id:data.record_hash,document:data.document});
+ const p=data.document.payload;let qa:unknown={status:'client-reported',reason:'Summary has no raw suite and responses to rescore'};
+ if(data.document.mode==='evidence'&&p.suite&&p.response){try{qa={status:'rescored-from-supplied-evidence',...score(p.suite,p.response),provenance:'Checks recomputed here; model execution and source authenticity are supplied by the client'};}catch{qa={status:'invalid-evidence',reason:'Stored suite or response failed scoring validation'};}}
+ const {data:findings,error:fe}=await ctx.supabase.from('skill_loop_findings').select('id,record_hash,finding_key,finding,status,note,revision,updated_at').eq('record_hash',id).order('id').limit(101);
+ if(fe)throw Error('Review findings could not be read');
+ if((findings??[]).length>100)throw Error('This record exceeds the review UI limit of 100 findings');
+ return {record:{sequence:data.sequence,id:data.record_hash,document:data.document,savedAt:data.saved_at},qa,findings:findings??[]};
+}
+export function registerCapabilities(server:SupabaseMcpServer,ctx:Ctx){
+ const protect=(fn:(args:A)=>Promise)=>async(args:A)=>{try{return structuredResult(await fn(args));}catch(e){return errorResult(e instanceof Error?e.message:'Operation failed','Refresh saved evidence before retrying. No local skill was changed.');}};
+ server.withScopes(['history:write']).registerTool('save_history_record',{title:'Save Skill Loop QA history',description:'Append one immutable QA record to this signed-in account. Summary mode omits raw sources; evidence mode stores supplied sources and outputs. Does not approve or modify skills.',inputSchema:recordSchema,annotations:{idempotentHint:true}},protect(async args=>{
+  const r=await validateRecord(args);
+  const {error}=await ctx.supabase.from('skill_loop_history').insert({record_hash:r.id,project:r.document.project,skill_id:r.document.skillId,kind:r.document.kind,document:r.document,summary:summary(r.document.payload)});
+  if(error&&error.code!=='23505')throw Error('History could not be saved');
+  // Read through RLS even after a duplicate response; never confirm another user's row.
+  const {data,error:readError}=await ctx.supabase.from('skill_loop_history').select('record_hash,document').eq('record_hash',r.id).maybeSingle();
+  if(readError||!data)throw Error('History save could not be confirmed');await validateRecord({id:data.record_hash,document:data.document});
+  return {id:r.id,saved:true};
+ }));
+ for(const [name,visibility] of [['list_skill_history',['model']],['open_skill_history',['model']],['refresh_skill_history',['app']]] as const){
+  server.withScopes(['history:read']).registerTool(name,{title:'Skill Loop saved history',description:'List this account’s saved skill history. Open the interactive history to inspect runs and review findings.',inputSchema:querySchema,annotations:{readOnlyHint:true},...(name==='list_skill_history'?{}:{_meta:meta([...visibility])})},protect(args=>list(ctx,args)));
+ }
+ server.withScopes(['history:read']).registerTool('get_history_record',{title:'Inspect saved QA evidence',description:'Read a private record and rescore full supplied evidence without rerunning a model. Also returns findings.',inputSchema:z.object({id:hashSchema}),annotations:{readOnlyHint:true},_meta:meta(['model','app'])},protect(args=>detail(ctx,args.id)));
+ server.withScopes(['history:write']).registerTool('add_review_finding',{title:'Record a QA finding',description:'Add a prose-review finding tied to exact saved evidence. Repeating the same key and text is safe. Does not alter automated scores.',inputSchema:z.object({recordId:hashSchema,key:z.string().min(1).max(120),finding:z.string().trim().min(1).max(4000)}),annotations:{idempotentHint:true}},protect(async args=>{
+  const {data,error}=await ctx.supabase.rpc('skill_loop_add_finding',{p_record_hash:args.recordId,p_key:args.key,p_finding:args.finding});if(error)throw Error('Finding could not be added; verify the record and use a unique finding key');return data;
+ }));
+ server.withScopes(['review:decide']).registerTool('decide_review_finding',{title:'Accept, dismiss or reopen finding',description:'Save a review decision with a version precondition. Accepting a finding requests a fix; it does not approve or apply a skill revision.',inputSchema:z.object({id:z.string().uuid(),revision:z.number().int().nonnegative(),status:z.enum(['accepted','dismissed','pending']),note:z.string().trim().max(4000)}),annotations:{idempotentHint:false},_meta:meta(['app'])},protect(async args=>{
+  if(args.status==='dismissed'&&!args.note)throw Error('Add a reason before dismissing a finding');
+  const {data,error}=await ctx.supabase.rpc('skill_loop_decide_finding',{p_id:args.id,p_revision:args.revision,p_status:args.status,p_note:args.note});if(error)throw Error('Review changed or is unavailable; refresh before deciding');return await detail(ctx,data.record_hash);
+ }));
+ server.withScopes(['history:read']).registerTool('list_review_history',{title:'Review decision history',description:'Read this account’s audit trail for a finding, including reopened decisions.',inputSchema:z.object({findingId:z.string().uuid(),after:z.number().int().nonnegative().default(0)}),annotations:{readOnlyHint:true}},protect(async args=>{
+  const {data,error}=await ctx.supabase.from('skill_loop_review_events').select('id,finding_id,revision,status,note,created_at').eq('finding_id',args.findingId).gt('id',args.after).order('id').limit(101);if(error)throw Error('Review history unavailable');return {events:(data??[]).slice(0,100),next:(data??[]).length>100?data[99].id:null};
+ }));
+ server.withScopes(['history:read']).registerResource('skill-loop-history-app',URI,{mimeType:'text/html;profile=mcp-app',title:'Skill Loop · Organized AI'},async uri=>({contents:[{uri:uri.href,mimeType:'text/html;profile=mcp-app',text:await Deno.readTextFile(new URL('./dist/index.html',import.meta.url)),_meta:{ui:{csp:{},prefersBorder:true}}}]}));
+}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.json b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.json
new file mode 100644
index 0000000..45edf79
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.json
@@ -0,0 +1 @@
+{"imports":{"chumbo":"npm:chumbo@0.11.0","zod":"npm:zod@4.2.0"},"compilerOptions":{"strict":true},"nodeModulesDir":"auto"}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.lock b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.lock
new file mode 100644
index 0000000..ecc555a
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/deno.lock
@@ -0,0 +1,631 @@
+{
+  "version": "5",
+  "specifiers": {
+    "npm:chumbo@0.11.0": "0.11.0_@modelcontextprotocol+sdk@1.30.0__zod@4.2.0_hono@4.13.7",
+    "npm:zod@4.2.0": "4.2.0"
+  },
+  "npm": {
+    "@hono/node-server@2.1.1_hono@4.13.7": {
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+      "dependencies": [
+        "hono"
+      ]
+    },
+    "@modelcontextprotocol/core@2.0.0": {
+      "integrity": "sha512-pJCEwGG7Lfr/+PQp9ZTwKXNeO5wzbfKL7H3MYpCorM4oFBoQrdjnBgEoqG+RjhsvS1FKrDbKux+M1HhlnGWqcA==",
+      "dependencies": [
+        "zod"
+      ]
+    },
+    "@modelcontextprotocol/ext-apps@1.7.5_@modelcontextprotocol+sdk@1.30.0__zod@4.2.0_zod@4.2.0": {
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+      "dependencies": [
+        "@modelcontextprotocol/sdk",
+        "@standard-schema/spec",
+        "zod"
+      ]
+    },
+    "@modelcontextprotocol/sdk@1.30.0_zod@4.2.0": {
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+      "dependencies": [
+        "@hono/node-server",
+        "ajv",
+        "ajv-formats",
+        "content-type@1.0.5",
+        "cors",
+        "cross-spawn",
+        "eventsource",
+        "eventsource-parser",
+        "express",
+        "express-rate-limit",
+        "hono",
+        "jose",
+        "json-schema-typed",
+        "pkce-challenge",
+        "raw-body",
+        "zod",
+        "zod-to-json-schema"
+      ]
+    },
+    "@modelcontextprotocol/server@2.0.0": {
+      "integrity": "sha512-YhHWdHfpFMQfd0prsEnxKeS3Qz3ytIGmsS0sth4KDjnacIT7hxk6hXHkJ9KysxlkvTM+WZAtQbbcUhdoP4Hvtw==",
+      "dependencies": [
+        "@modelcontextprotocol/core",
+        "zod"
+      ]
+    },
+    "@standard-schema/spec@1.1.0": {
+      "integrity": "sha512-l2aFy5jALhniG5HgqrD6jXLi/rUWrKvqN/qJx6yoJsgKhblVd+iqqU4RCXavm/jPityDo5TCvKMnpjKnOriy0w=="
+    },
+    "@supabase/auth-js@2.105.4": {
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+      "dependencies": [
+        "tslib"
+      ]
+    },
+    "@supabase/functions-js@2.105.4": {
+      "integrity": "sha512-JVNKbBft3Qkja+WlGaE026AJ2AH9K0UTsxsfvEIHgd4zFrBor4BYRCrYFrv9IDsvVqkF72wKDsODJl5GY/C4tA==",
+      "dependencies": [
+        "tslib"
+      ]
+    },
+    "@supabase/phoenix@0.4.5": {
+      "integrity": "sha512-aAn9H9ovVyeApKy11OWOrrOGq8DV68yWeH4ud2lN9fzn4aO8Zb5GLL9m1pUg9nLqIcT+ZDfAcsZe0E/nqdv2lw=="
+    },
+    "@supabase/postgrest-js@2.105.4": {
+      "integrity": "sha512-SppIyLo/kTwIlz1qpv2HN1EQqBg0GVktrDDFsXygYROha3MgVn4rT7p5EjFHFqXQm2rdRGb/BI7bc+jr10m91w==",
+      "dependencies": [
+        "tslib"
+      ]
+    },
+    "@supabase/realtime-js@2.105.4": {
+      "integrity": "sha512-6ov6c59+8D9h7q4M4Gy/uDJlC0Akxl9/714Y+6vJ+Sijuc16TS/p5DwhfRCLNcIhNiej1gEt+CQUwsjiPt4PxQ==",
+      "dependencies": [
+        "@supabase/phoenix",
+        "tslib"
+      ]
+    },
+    "@supabase/server@1.4.1_@supabase+supabase-js@2.105.4_hono@4.13.7": {
+      "integrity": "sha512-Fyzpi+Srfn+flN3PwueObhSmwhXFaTkrnk3iD+ttNBEz6gD0VmaOqTe7tCxTSodm1zncWSxsyPQxATL7V+SfIw==",
+      "dependencies": [
+        "@supabase/supabase-js",
+        "hono",
+        "jose"
+      ],
+      "optionalPeers": [
+        "hono"
+      ]
+    },
+    "@supabase/storage-js@2.105.4": {
+      "integrity": "sha512-Jx+pzMP1Whjof2PWHoVBUA75/p7PQE9CqKBzn1oXVyJDOggMLSH2OzVWwsXYaxEpdC1K/KltwmOX44nL3LHl9g==",
+      "dependencies": [
+        "iceberg-js",
+        "tslib"
+      ]
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+      "integrity": "sha512-llQsMLSUDUPT44jdrU/O37qlnifitDP+ZwrmmZcoSKyLKvtZxpyV0n2/bD/N4tBAAZ/gJEdZU7KMraoK1+XYAg==",
+      "dependencies": [
+        "forwarded",
+        "ipaddr.js"
+      ]
+    },
+    "qs@6.16.0": {
+      "integrity": "sha512-h6fhOIaRrID2CbEY2fqs+7t+UXZo+MLAnU5gRIq85uFtdiUPCdsApMlHhXogKVM4HM2DVbIjGNTTYH2OcmP1vA==",
+      "dependencies": [
+        "es-define-property",
+        "side-channel"
+      ]
+    },
+    "range-parser@1.3.0": {
+      "integrity": "sha512-hek2mFQpPuI4E1BBKrSto+BU3e3x4xuarsbiwr3+lf7p44juvFMV0XFWQAP3xUyqXA4RrXLIoaSUGbSt056ZMw=="
+    },
+    "raw-body@3.0.2": {
+      "integrity": "sha512-K5zQjDllxWkf7Z5xJdV0/B0WTNqx6vxG70zJE4N0kBs4LovmEYWJzQGxC9bS9RAKu3bgM40lrd5zoLJ12MQ5BA==",
+      "dependencies": [
+        "bytes",
+        "http-errors",
+        "iconv-lite",
+        "unpipe"
+      ]
+    },
+    "require-from-string@2.0.2": {
+      "integrity": "sha512-Xf0nWe6RseziFMu+Ap9biiUbmplq6S9/p+7w7YXP/JBHhrUDDUhwa+vANyubuqfZWTveU//DYVGsDG7RKL/vEw=="
+    },
+    "router@2.2.0": {
+      "integrity": "sha512-nLTrUKm2UyiL7rlhapu/Zl45FwNgkZGaCpZbIHajDYgwlJCOzLSk+cIPAnsEqV955GjILJnKbdQC1nVPz+gAYQ==",
+      "dependencies": [
+        "debug",
+        "depd",
+        "is-promise",
+        "parseurl",
+        "path-to-regexp"
+      ]
+    },
+    "safer-buffer@2.1.2": {
+      "integrity": "sha512-YZo3K82SD7Riyi0E1EQPojLz7kpepnSQI9IyPbHHg1XXXevb5dJI7tpyN2ADxGcQbHG7vcyRHk0cbwqcQriUtg=="
+    },
+    "send@1.2.1": {
+      "integrity": "sha512-1gnZf7DFcoIcajTjTwjwuDjzuz4PPcY2StKPlsGAQ1+YH20IRVrBaXSWmdjowTJ6u8Rc01PoYOGHXfP1mYcZNQ==",
+      "dependencies": [
+        "debug",
+        "encodeurl",
+        "escape-html",
+        "etag",
+        "fresh",
+        "http-errors",
+        "mime-types",
+        "ms",
+        "on-finished",
+        "range-parser",
+        "statuses"
+      ]
+    },
+    "serve-static@2.2.1": {
+      "integrity": "sha512-xRXBn0pPqQTVQiC8wyQrKs2MOlX24zQ0POGaj0kultvoOCstBQM5yvOhAVSUwOMjQtTvsPWoNCHfPGwaaQJhTw==",
+      "dependencies": [
+        "encodeurl",
+        "escape-html",
+        "parseurl",
+        "send"
+      ]
+    },
+    "setprototypeof@1.2.0": {
+      "integrity": "sha512-E5LDX7Wrp85Kil5bhZv46j8jOeboKq5JMmYM3gVGdGH8xFpPWXUMsNrlODCrkoxMEeNi/XZIwuRvY4XNwYMJpw=="
+    },
+    "shebang-command@2.0.0": {
+      "integrity": "sha512-kHxr2zZpYtdmrN1qDjrrX/Z1rR1kG8Dx+gkpK1G4eXmvXswmcE1hTWBWYUzlraYw1/yZp6YuDY77YtvbN0dmDA==",
+      "dependencies": [
+        "shebang-regex"
+      ]
+    },
+    "shebang-regex@3.0.0": {
+      "integrity": "sha512-7++dFhtcx3353uBaq8DDR4NuxBetBzC7ZQOhmTQInHEd6bSrXdiEyzCvG07Z44UYdLShWUyXt5M/yhz8ekcb1A=="
+    },
+    "side-channel-list@1.0.1": {
+      "integrity": "sha512-mjn/0bi/oUURjc5Xl7IaWi/OJJJumuoJFQJfDDyO46+hBWsfaVM65TBHq2eoZBhzl9EchxOijpkbRC8SVBQU0w==",
+      "dependencies": [
+        "es-errors",
+        "object-inspect"
+      ]
+    },
+    "side-channel-map@1.0.1": {
+      "integrity": "sha512-VCjCNfgMsby3tTdo02nbjtM/ewra6jPHmpThenkTYh8pG9ucZ/1P8So4u4FGBek/BjpOVsDCMoLA/iuBKIFXRA==",
+      "dependencies": [
+        "call-bound",
+        "es-errors",
+        "get-intrinsic",
+        "object-inspect"
+      ]
+    },
+    "side-channel-weakmap@1.0.2": {
+      "integrity": "sha512-WPS/HvHQTYnHisLo9McqBHOJk2FkHO/tlpvldyrnem4aeQp4hai3gythswg6p01oSoTl58rcpiFAjF2br2Ak2A==",
+      "dependencies": [
+        "call-bound",
+        "es-errors",
+        "get-intrinsic",
+        "object-inspect",
+        "side-channel-map"
+      ]
+    },
+    "side-channel@1.1.1": {
+      "integrity": "sha512-6x6dK6zJdpTzF4sQeNYxwtvBzf6Eg4GtlesS94HOvTudUeyK2WXAaIfmDgsyslYrRBeFIlsi54AYsFGUuhmvrQ==",
+      "dependencies": [
+        "es-errors",
+        "object-inspect",
+        "side-channel-list",
+        "side-channel-map",
+        "side-channel-weakmap"
+      ]
+    },
+    "statuses@2.0.2": {
+      "integrity": "sha512-DvEy55V3DB7uknRo+4iOGT5fP1slR8wQohVdknigZPMpMstaKJQWhwiYBACJE3Ul2pTnATihhBYnRhZQHGBiRw=="
+    },
+    "toidentifier@1.0.1": {
+      "integrity": "sha512-o5sSPKEkg/DIQNmH43V0/uerLrpzVedkUh8tGNvaeXpfpuwjKenlSox/2O/BTlZUtEe+JG7s5YhEz608PlAHRA=="
+    },
+    "tslib@2.8.1": {
+      "integrity": "sha512-oJFu94HQb+KVduSUQL7wnpmqnfmLsOA/nAh6b6EH0wCEoK0/mPeXU6c3wKDV83MkOuHPRHtSXKKU99IBazS/2w=="
+    },
+    "type-is@2.1.0": {
+      "integrity": "sha512-faYHw0anBbc/kWF3zFTEnxSFOAGUX9GFbOBthvDdLsIlEoWOFOtS0zgCiQYwIskL9iGXZL3kAXD8OoZ4GmMATA==",
+      "dependencies": [
+        "content-type@2.1.0",
+        "media-typer",
+        "mime-types"
+      ]
+    },
+    "unpipe@1.0.0": {
+      "integrity": "sha512-pjy2bYhSsufwWlKwPc+l3cN7+wuJlK6uz0YdJEOlQDbl6jo/YlPi4mb8agUkVC8BF7V8NuzeyPNqRksA3hztKQ=="
+    },
+    "vary@1.1.2": {
+      "integrity": "sha512-BNGbWLfd0eUPabhkXUVm0j8uuvREyTh5ovRa/dyow/BqAbZJyC+5fU+IzQOzmAKzYqYRAISoRhdQr3eIZ/PXqg=="
+    },
+    "which@2.0.2": {
+      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "dependencies": [
+        "isexe"
+      ],
+      "bin": true
+    },
+    "wrappy@1.0.2": {
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
+    },
+    "zod-to-json-schema@3.25.2_zod@4.2.0": {
+      "integrity": "sha512-O/PgfnpT1xKSDeQYSCfRI5Gy3hPf91mKVDuYLUHZJMiDFptvP41MSnWofm8dnCm0256ZNfZIM7DSzuSMAFnjHA==",
+      "dependencies": [
+        "zod"
+      ]
+    },
+    "zod@4.2.0": {
+      "integrity": "sha512-Bd5fw9wlIhtqCCxotZgdTOMwGm1a0u75wARVEY9HMs1X17trvA/lMi4+MGK5EUfYkXVTbX8UDiDKW4OgzHVUZw=="
+    }
+  },
+  "workspace": {
+    "dependencies": [
+      "npm:chumbo@0.11.0",
+      "npm:zod@4.2.0"
+    ]
+  }
+}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/dist/index.html b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/dist/index.html
new file mode 100644
index 0000000..556041b
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/dist/index.html
@@ -0,0 +1,110 @@
+Skill Loop · Saved QA  
+  
+
skill-loopORGANIZED AI · JORDAAAN
Saved QA history
Open a skill’s history from your connected assistant.

diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/index.ts b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/index.ts
new file mode 100644
index 0000000..2218ad8
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/index.ts
@@ -0,0 +1,18 @@
+import {createSupabaseMcp} from 'chumbo';
+import {registerCapabilities} from './capabilities.ts';
+export function createApp(projectUrl:string,publicUrl?:string){return createSupabaseMcp({
+ server:{name:'Skill Loop · Organized AI',version:'0.1.0'},
+ resourceUrl:new URL(publicUrl??`${projectUrl}/functions/v1/skill-loop`),
+ auth:{mode:'oauth',strategy:'supabase-user',scopes:['openid','email']},
+ // Every signed-in owner may read/write their own archive. These are internal
+ // app permissions, not independently negotiated OAuth read-only grants.
+ access:{resolveScopes:()=>['history:read','history:write','review:decide']},
+ register:registerCapabilities,
+});}
+export function withCors(app:{fetch:(request:Request)=>Promise}){return async(request:Request)=>{
+ const allowed=request.headers.get('origin')==='https://claude.ai';
+ const cors:Record=allowed?{'Access-Control-Allow-Origin':'https://claude.ai','Access-Control-Allow-Methods':'GET,POST,DELETE,OPTIONS','Access-Control-Allow-Headers':'accept,authorization,content-type,mcp-protocol-version,mcp-session-id,last-event-id,mcp-method,mcp-name','Access-Control-Expose-Headers':'mcp-session-id,www-authenticate','Vary':'Origin'}:{};
+ if(request.method==='OPTIONS')return new Response(null,{status:allowed?204:403,headers:cors});
+ const response=await app.fetch(request),headers=new Headers(response.headers);for(const [k,v]of Object.entries(cors))headers.set(k,v);headers.set('Cache-Control','no-store');return new Response(response.body,{status:response.status,headers});
+};}
+if(import.meta.main){const url=Deno.env.get('SUPABASE_URL');if(!url)throw Error('SUPABASE_URL required');Deno.serve(withCors(createApp(url,Deno.env.get('MCP_PUBLIC_URL'))));}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/scoring.mjs b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/scoring.mjs
new file mode 100644
index 0000000..e5c06f3
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/scoring.mjs
@@ -0,0 +1,56 @@
+// Shared deterministic scoring for local and connected QA. No I/O or model calls.
+export function validateSuite(suite) {
+  if(suite.version!==1||!Array.isArray(suite.cases)||!suite.cases.length)throw Error('Suite requires version 1 and nonempty cases');
+  const ids=new Set();
+  for(const c of suite.cases) {
+    if(typeof c.id!=='string'||!c.id||ids.has(c.id)||!Object.hasOwn(c,'input'))throw Error('Cases require unique ids and input');ids.add(c.id);
+    if(!Array.isArray(c.checks)||!c.checks.length)throw Error('Every case needs checks');
+    for(const check of c.checks) {
+      if(typeof check.path!=='string'||(check.path!==''&&!check.path.startsWith('/'))||!['equals','contains','notContains','exists'].includes(check.op))throw Error('Invalid check path or operation');
+      if(check.op!=='exists'&&!Object.hasOwn(check,'value'))throw Error('Check value required');
+    }
+  }
+  return suite;
+}
+function pointer(value,path) {
+  for(const part of path===''?[]:path.slice(1).split('/').map(p=>p.replaceAll('~1','/').replaceAll('~0','~'))) {
+    if(value===null||typeof value!=='object'||!Object.hasOwn(value,part))return undefined;
+    value=value[part];
+  }
+  return value;
+}
+function equal(a,b) {
+  if(a===b)return true;
+  if(!a||!b||typeof a!=='object'||typeof b!=='object'||Array.isArray(a)!==Array.isArray(b))return false;
+  const keys=Object.keys(a);return keys.length===Object.keys(b).length&&keys.every(k=>Object.hasOwn(b,k)&&equal(a[k],b[k]));
+}
+export function score(suite, response) {
+  validateSuite(suite);
+  if(!Array.isArray(response.outputs))throw Error('Response must contain outputs array');
+  const outputs=new Map();
+  for(const row of response.outputs) {
+    if(typeof row.id!=='string'||outputs.has(row.id)||!Object.hasOwn(row,'output'))throw Error('Output ids must be unique and include output');
+    outputs.set(row.id,row.output);
+  }
+  if(outputs.size!==suite.cases.length||suite.cases.some(c=>!outputs.has(c.id)))throw Error('Response case ids must exactly match the suite');
+  const checks=suite.cases.flatMap(c=>c.checks.map((check,index)=>{
+    const actual=pointer(outputs.get(c.id),check.path);
+    const validContainer=(typeof actual==='string'&&typeof check.value==='string')||Array.isArray(actual);
+    const contains=typeof actual==='string'&&typeof check.value==='string'?actual.includes(check.value):Array.isArray(actual)&&actual.some(v=>equal(v,check.value));
+    const passed=check.op==='notContains'?validContainer&&!contains:check.op==='exists'?actual!==undefined:check.op==='equals'?equal(actual,check.value):
+      contains;
+    return {caseId:c.id,index,path:check.path,op:check.op,expected:check.value,actual:actual??null,passed:!!passed};
+  }));
+  const passed=checks.filter(c=>c.passed).length;
+  return {passed,total:checks.length,score:100*passed/checks.length,checks};
+}
+export function compare(baseline,run) {
+  if(!baseline)return {status:'no-baseline',lostChecks:[],drift:{kind:'effectiveness',detected:null,reason:'Save a baseline first'}};
+  if(baseline.conditions!==run.conditions)return {status:'incomparable',lostChecks:[],drift:{kind:'conditions',detected:true,reason:'Test suite, scorer or runner settings changed; effectiveness cannot be compared'}};
+  const componentTests=run.packageAssessment?.tests??[],previousTests=baseline.packageAssessment?.tests??[];
+  const lostComponents=previousTests.filter(t=>t.status==='passed'&&componentTests.find(x=>x.id===t.id)?.status!=='passed').map(t=>'component:'+t.id);
+  const componentsBlocked=componentTests.some(t=>t.status!=='passed')||(run.packageAssessment?.issues?.length??0)>0;
+  const componentsImproved=componentTests.some(t=>t.status==='passed'&&previousTests.find(x=>x.id===t.id)?.status!=='passed');
+  const lostChecks=run.checks.filter((c,i)=>baseline.checks[i]?.passed&&!c.passed).map(c=>`${c.caseId}:${c.index}`).concat(lostComponents);
+  return {status:lostChecks.length?'regression':componentsBlocked?'needs-component-verification':run.passed>baseline.passed||componentsImproved?'improved':'unchanged',delta:run.score-baseline.score,lostChecks,drift:{kind:'effectiveness',detected:lostChecks.length>0,reason:lostChecks.length?'Previously passing checks now fail':'No previously passing check was lost'}};
+}
diff --git a/plugins/skill-loop/storage/chumbo/supabase/migrations/20260909223000_skill_loop_history.sql b/plugins/skill-loop/storage/chumbo/supabase/migrations/20260909223000_skill_loop_history.sql
new file mode 100644
index 0000000..f78ae17
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/supabase/migrations/20260909223000_skill_loop_history.sql
@@ -0,0 +1,85 @@
+-- Append-only QA archives, isolated by the signed-in Supabase user.
+create table public.skill_loop_history (
+ sequence bigint generated always as identity primary key,
+ owner_id uuid not null default auth.uid() references auth.users(id) on delete cascade,
+ record_hash text not null check (record_hash ~ '^[a-f0-9]{64}$'),
+ project text not null check (project ~ '^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$'),
+ skill_id text not null check (skill_id ~ '^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$'),
+ kind text not null check (kind in ('run','baseline','proposal','assessment','review')),
+ document jsonb not null check (jsonb_typeof(document) = 'object' and octet_length(document::text) <= 750000),
+ summary jsonb not null default '{}'::jsonb check (octet_length(summary::text)<=4000),
+ saved_at timestamptz not null default now(),
+ unique(owner_id,record_hash)
+);
+create index skill_loop_history_lookup on public.skill_loop_history(owner_id,project,skill_id,sequence);
+alter table public.skill_loop_history enable row level security;
+create policy own_history_read on public.skill_loop_history for select to authenticated using (owner_id = (select auth.uid()));
+create policy own_history_insert on public.skill_loop_history for insert to authenticated with check (owner_id = (select auth.uid()));
+grant select,insert on public.skill_loop_history to authenticated;
+grant usage on sequence public.skill_loop_history_sequence_seq to authenticated;
+revoke all on public.skill_loop_history from anon;
+
+create table public.skill_loop_findings (
+ id uuid primary key default gen_random_uuid(),
+ owner_id uuid not null default auth.uid() references auth.users(id) on delete cascade,
+ record_hash text not null,
+ finding_key text not null check (char_length(finding_key) between 1 and 120),
+ finding text not null check (char_length(trim(finding)) between 1 and 4000),
+ status text not null default 'pending' check (status in ('pending','accepted','dismissed')),
+ note text not null default '' check (char_length(note) <= 4000),
+ revision integer not null default 0 check (revision >= 0),
+ updated_at timestamptz not null default now(),
+ foreign key(owner_id,record_hash) references public.skill_loop_history(owner_id,record_hash),
+ unique(owner_id,record_hash,finding_key)
+);
+alter table public.skill_loop_findings enable row level security;
+create policy own_finding_read on public.skill_loop_findings for select to authenticated using (owner_id = (select auth.uid()));
+-- All mutations go through the revision-checked routines below.
+grant select on public.skill_loop_findings to authenticated;
+revoke all on public.skill_loop_findings from anon;
+
+create table public.skill_loop_review_events (
+ id bigint generated always as identity primary key,
+ owner_id uuid not null references auth.users(id) on delete cascade,
+ finding_id uuid not null references public.skill_loop_findings(id),
+ revision integer not null,
+ status text not null,
+ note text not null,
+ created_at timestamptz not null default now(),
+ unique(finding_id,revision)
+);
+alter table public.skill_loop_review_events enable row level security;
+create policy own_review_event_read on public.skill_loop_review_events for select to authenticated using (owner_id = (select auth.uid()));
+grant select on public.skill_loop_review_events to authenticated;
+revoke all on public.skill_loop_review_events from anon;
+
+create function public.skill_loop_add_finding(p_record_hash text,p_key text,p_finding text)
+returns public.skill_loop_findings language plpgsql security definer set search_path='' as $$
+declare result public.skill_loop_findings; who uuid := auth.uid();
+begin
+ if who is null then raise exception 'History not found'; end if;
+ perform 1 from public.skill_loop_history where owner_id=who and record_hash=p_record_hash for update;
+ if not found then raise exception 'History not found'; end if;
+ if not exists(select 1 from public.skill_loop_findings where owner_id=who and record_hash=p_record_hash and finding_key=p_key) and (select count(*) from public.skill_loop_findings where owner_id=who and record_hash=p_record_hash)>=100 then raise exception 'Review limit reached (100 findings per record)'; end if;
+ insert into public.skill_loop_findings(owner_id,record_hash,finding_key,finding) values(who,p_record_hash,p_key,trim(p_finding)) on conflict(owner_id,record_hash,finding_key) do nothing;
+ select * into result from public.skill_loop_findings where owner_id=who and record_hash=p_record_hash and finding_key=p_key;
+ if result.finding <> trim(p_finding) then raise exception 'Finding key already describes different evidence'; end if;
+ return result;
+end; $$;
+create function public.skill_loop_decide_finding(p_id uuid,p_revision integer,p_status text,p_note text)
+returns public.skill_loop_findings language plpgsql security definer set search_path='' as $$
+declare result public.skill_loop_findings; who uuid := auth.uid();
+begin
+ if who is null or p_status not in ('pending','accepted','dismissed') or p_status is null or p_note is null or char_length(p_note)>4000 then raise exception 'Invalid review decision'; end if;
+ if p_status='dismissed' and p_note !~ '[^[:space:]]' then raise exception 'A dismissal reason is required'; end if;
+ select * into result from public.skill_loop_findings where id=p_id and owner_id=who for update;
+ if not found then raise exception 'Finding not found'; end if;
+ if result.revision<>p_revision or p_revision is null then raise exception 'Review changed; refresh before deciding'; end if;
+ update public.skill_loop_findings set status=p_status,note=trim(p_note),revision=revision+1,updated_at=now() where id=p_id and owner_id=who returning * into result;
+ insert into public.skill_loop_review_events(owner_id,finding_id,revision,status,note) values(who,p_id,result.revision,result.status,result.note);
+ return result;
+end; $$;
+revoke all on function public.skill_loop_add_finding(text,text,text) from public,anon;
+revoke all on function public.skill_loop_decide_finding(uuid,integer,text,text) from public,anon;
+grant execute on function public.skill_loop_add_finding(text,text,text) to authenticated;
+grant execute on function public.skill_loop_decide_finding(uuid,integer,text,text) to authenticated;
diff --git a/plugins/skill-loop/storage/chumbo/tests/database.py b/plugins/skill-loop/storage/chumbo/tests/database.py
new file mode 100644
index 0000000..7aea036
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/tests/database.py
@@ -0,0 +1,20 @@
+#!/usr/bin/env python3
+"""Test the real migration in an isolated local PostgreSQL cluster, no Docker."""
+from pathlib import Path
+import subprocess,tempfile,shutil
+root=Path(__file__).resolve().parent.parent
+folder=Path(tempfile.mkdtemp(prefix='skill-loop-postgres-'))
+started=False
+try:
+ subprocess.run(['initdb','-D',str(folder/'data'),'--no-locale','--encoding=UTF8','--auth=trust'],check=True,capture_output=True)
+ subprocess.run(['pg_ctl','-D',str(folder/'data'),'-l',str(folder/'server.log'),'-o',f'-F -p 57432 -h 127.0.0.1 -k {folder}','-w','start'],check=True,capture_output=True);started=True
+ def sql(text):
+  r=subprocess.run(['psql','-h',str(folder),'-p','57432','-d','postgres','-v','ON_ERROR_STOP=1'],input=text,text=True,capture_output=True)
+  if r.returncode:raise RuntimeError(r.stderr)
+  return r.stdout
+ sql("create role anon; create role authenticated; create schema auth; create table auth.users(id uuid primary key); create function auth.uid() returns uuid language sql stable as $$ select nullif(current_setting('request.jwt.claim.sub',true),'')::uuid $$; grant usage on schema auth to authenticated; grant execute on function auth.uid() to authenticated;")
+ sql((root/'supabase/migrations/20260909223000_skill_loop_history.sql').read_text())
+ print(sql((root/'tests/database.sql').read_text()).split('result')[-1])
+finally:
+ if started:subprocess.run(['pg_ctl','-D',str(folder/'data'),'-m','immediate','-w','stop'],capture_output=True)
+ shutil.rmtree(folder)
diff --git a/plugins/skill-loop/storage/chumbo/tests/database.sql b/plugins/skill-loop/storage/chumbo/tests/database.sql
new file mode 100644
index 0000000..286a157
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/tests/database.sql
@@ -0,0 +1,29 @@
+\set ON_ERROR_STOP on
+insert into auth.users(id) values ('11111111-1111-4111-8111-111111111111'),('22222222-2222-4222-8222-222222222222');
+set role authenticated;
+select set_config('request.jwt.claim.sub','11111111-1111-4111-8111-111111111111',false);
+insert into public.skill_loop_history(record_hash,project,skill_id,kind,document) values (repeat('a',64),'workshop','humanizer','run','{}');
+select public.skill_loop_add_finding(repeat('a',64),'first','A review finding');
+do $$ declare item public.skill_loop_findings; begin
+ select * into item from public.skill_loop_findings;
+ perform public.skill_loop_decide_finding(item.id,0,'accepted','fix this');
+ begin perform public.skill_loop_decide_finding(item.id,0,'dismissed','stale');raise exception 'FAILED stale accepted';exception when others then if sqlerrm='FAILED stale accepted' then raise;end if;end;
+ begin perform public.skill_loop_decide_finding(item.id,1,'dismissed',E'\t\n');raise exception 'FAILED whitespace accepted';exception when others then if sqlerrm='FAILED whitespace accepted' then raise;end if;end;
+ perform public.skill_loop_decide_finding(item.id,1,'dismissed','Reviewed; not relevant');
+ perform public.skill_loop_decide_finding(item.id,2,'pending','Reopened');
+ if(select count(*) from public.skill_loop_review_events)<>3 then raise exception 'Missing review audit events';end if;
+ for i in 2..100 loop perform public.skill_loop_add_finding(repeat('a',64),'finding-'||i,'Finding '||i);end loop;
+ begin perform public.skill_loop_add_finding(repeat('a',64),'overflow','Too many');raise exception 'FAILED overflow accepted';exception when others then if sqlerrm='FAILED overflow accepted' then raise;end if;end;
+ perform public.skill_loop_add_finding(repeat('a',64),'first','A review finding');
+ begin update public.skill_loop_history set kind='baseline';raise exception 'FAILED history mutated';exception when insufficient_privilege then null;end;
+ begin update public.skill_loop_findings set status='accepted';raise exception 'FAILED direct decision';exception when insufficient_privilege then null;end;
+end $$;
+select set_config('request.jwt.claim.sub','22222222-2222-4222-8222-222222222222',false);
+do $$ begin
+ if exists(select 1 from public.skill_loop_history) or exists(select 1 from public.skill_loop_findings) or exists(select 1 from public.skill_loop_review_events) then raise exception 'Cross-user data visible';end if;
+ begin perform public.skill_loop_add_finding(repeat('a',64),'foreign','Not mine');raise exception 'FAILED foreign finding';exception when others then if sqlerrm='FAILED foreign finding' then raise;end if;end;
+ begin insert into public.skill_loop_history(owner_id,record_hash,project,skill_id,kind,document)values('11111111-1111-4111-8111-111111111111',repeat('b',64),'workshop','humanizer','run','{}');raise exception 'FAILED owner spoof';exception when insufficient_privilege then null;end;
+end $$;
+insert into public.skill_loop_history(record_hash,project,skill_id,kind,document)values(repeat('a',64),'workshop','humanizer','run','{}');
+reset role;
+select 'Database checks passed: isolation, append-only history, atomic decisions, stale rejection, whitespace validation and cap.' as result;
diff --git a/plugins/skill-loop/storage/chumbo/tests/proxy_test.ts b/plugins/skill-loop/storage/chumbo/tests/proxy_test.ts
new file mode 100644
index 0000000..5461295
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/tests/proxy_test.ts
@@ -0,0 +1,7 @@
+import proxy from '../cloudflare/worker.mjs';
+const assert=(v:unknown)=>{if(!v)throw Error('Proxy assertion failed')};
+Deno.test('Wrangler proxy preserves MCP and OAuth discovery paths without shared credentials',async()=>{
+ const old=globalThis.fetch;let seen:any;
+ globalThis.fetch=async(input:any,init:any)=>{seen={url:String(input),init};return new Response('ok',{headers:{'www-authenticate':'Bearer resource_metadata="https://connector.example/mcp/metadata"'}});};
+ try{const req=new Request('https://connector.example/mcp/.well-known/oauth-protected-resource?x=1',{headers:{Authorization:'Bearer fixture-user-token',Cookie:'private-browser-cookie','mcp-protocol-version':'2025-06-18'}});const res=await proxy.fetch(req,{MCP_UPSTREAM:'https://project.supabase.co/functions/v1/skill-loop'});assert(res.status===200);assert(seen.url==='https://project.supabase.co/functions/v1/skill-loop/.well-known/oauth-protected-resource?x=1');assert(seen.init.headers.get('Authorization')==='Bearer fixture-user-token');assert(!seen.init.headers.has('Cookie'));assert(res.headers.get('Cache-Control')==='no-store');assert((await proxy.fetch(req,{MCP_UPSTREAM:'http://127.0.0.1:57421/functions/v1/skill-loop'})).status===503);assert((await proxy.fetch(req,{MCP_UPSTREAM:'http://127.0.0.1:57421/functions/v1/skill-loop',LOCAL_DEVELOPMENT:'true'})).status===200);}finally{globalThis.fetch=old;}
+});
diff --git a/plugins/skill-loop/storage/chumbo/tests/server_test.ts b/plugins/skill-loop/storage/chumbo/tests/server_test.ts
new file mode 100644
index 0000000..672ec05
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/tests/server_test.ts
@@ -0,0 +1,35 @@
+import {createSupabaseMcpForTesting} from 'npm:chumbo@0.11.0/testing';
+import {registerCapabilities} from '../supabase/functions/skill-loop/capabilities.ts';
+import {digest,validateRecord} from '../supabase/functions/skill-loop/archive.ts';
+import {createApp,withCors} from '../supabase/functions/skill-loop/index.ts';
+import {historyTool,historyRecord,displayedScore,summarize} from '../../../scripts/history.mjs';
+const assert=(v:unknown,msg='Assertion failed')=>{if(!v)throw Error(msg)};
+Deno.env.set('SUPABASE_URL','https://fixture.supabase.co');
+Deno.env.set('SUPABASE_ANON_KEY','test-only-publishable-placeholder');
+Deno.test('Summary privacy, canonical identity and explicit evidence mode',async()=>{
+ const document={version:1,project:'workshop',skillId:'humanizer',kind:'run',occurredAt:null,mode:'summary',payload:{skill:'private'}};
+ let rejected=false;try{await validateRecord({id:await digest(document),document})}catch{rejected=true}assert(rejected,'Summary accepted source text');
+ const full={...document,mode:'evidence'};await validateRecord({id:await digest(full),document:full});
+ const record=historyRecord({project:'workshop',skillId:'humanizer',mode:'summary'},'run',{id:'first',createdAt:'2026-09-09T00:00:00Z',score:50,passed:1,total:2,skill:'secret',response:{text:'secret'}});
+ await validateRecord(record);assert(!JSON.stringify(record).includes('secret'));
+});
+Deno.test('Real Chumbo transport: owner clients, idempotent archive, rescoring and resource discovery',async()=>{
+ const rows:any[]=[];
+ function client(owner:string){return {from(table:string){let filters:any[]=[],insert:any=null,one=false,limit=100;
+ const q:any={insert(v:any){insert=v;return q},select(){return q},eq(k:string,v:unknown){filters.push((r:any)=>r[k]===v);return q},gt(k:string,v:number){filters.push((r:any)=>r[k]>v);return q},order(){return q},limit(v:number){limit=v;return q},maybeSingle(){one=true;return q},then(resolve:any){if(table==='skill_loop_history'&&insert){const duplicate=rows.some(r=>r.owner_id===owner&&r.record_hash===insert.record_hash);if(!duplicate)rows.push({...insert,owner_id:owner,sequence:rows.length+1,saved_at:new Date().toISOString()});return Promise.resolve({data:null,error:duplicate?{code:'23505'}:null}).then(resolve);}const data=table==='skill_loop_history'?rows.filter(r=>r.owner_id===owner&&filters.every(fn=>fn(r))).slice(0,limit):[];return Promise.resolve({data:one?(data[0]??null):data,error:null}).then(resolve);}};return q;}};}
+ const app=createSupabaseMcpForTesting({server:{name:'Skill Loop test',version:'0.1.0'},resourceUrl:new URL('https://fixture.supabase.co/functions/v1/skill-loop'),auth:{mode:'oauth',scopes:['openid','email']},access:{resolveScopes:()=>['history:read','history:write','review:decide']},register:registerCapabilities},{verifyToken:async(token:string)=>{if(!['alice','bob'].includes(token))throw Error('Rejected');return {token,userClaims:{id:token,role:'authenticated'},jwtClaims:{sub:token,exp:Date.now()/1000+3600}}},createClient:(token:any)=>client(token) as any,createAdminClient:()=>{throw Error('No admin client permitted')},fetch:async()=>Response.json({issuer:'https://fixture.supabase.co/auth/v1',authorization_endpoint:'https://fixture.supabase.co/auth/v1/oauth/authorize',token_endpoint:'https://fixture.supabase.co/auth/v1/oauth/token',registration_endpoint:'https://fixture.supabase.co/auth/v1/oauth/register'}),randomUUID:()=>crypto.randomUUID()});
+ const original=globalThis.fetch;globalThis.fetch=(input:any,init:any)=>app.fetch(new Request(input,init));
+ try{
+  const h={endpoint:'https://fixture.supabase.co/functions/v1/skill-loop',token:'alice'};
+  const record=historyRecord({project:'workshop',skillId:'humanizer',mode:'evidence'},'run',{id:'test-run',createdAt:'2026-09-09T00:00:00Z',score:100,suite:{version:1,cases:[{id:'a',input:'x',checks:[{path:'/text',op:'equals',value:'expected'}]}]},response:{outputs:[{id:'a',output:{text:'wrong'}}]}});
+  assert((await historyTool(h,'save_history_record',record)).saved);assert((await historyTool(h,'save_history_record',record)).saved);assert(rows.length===1);
+  const list=await historyTool(h,'list_skill_history',{project:'workshop',skillId:'humanizer',after:0});assert(list.events.length===1);
+  const detail=await historyTool(h,'get_history_record',{id:record.id});assert(detail.qa.score===0,'Server trusted the supplied score');assert(displayedScore({...detail.record,qa:detail.qa}).includes('0.0%'),'Export trusted claimed score');assert(summarize('assessment',{summary:{total:13,untested:13}}).counts.total===13,'Component counts lost');
+  const foreign=await historyTool({...h,token:'bob'},'list_skill_history',{project:'workshop',skillId:'humanizer',after:0});assert(foreign.events.length===0);
+  let denied=false;try{await historyTool({...h,token:'bob'},'get_history_record',{id:record.id})}catch{denied=true}assert(denied);
+ }finally{globalThis.fetch=original;await app.close();}
+});
+Deno.test('Unauthenticated requests are challenged; CORS is restricted',async()=>{
+ const app=createApp('https://fixture.supabase.co'),handler=withCors(app);
+ try{const body=JSON.stringify({jsonrpc:'2.0',id:1,method:'tools/list',params:{}});const response=await handler(new Request('https://fixture.supabase.co/functions/v1/skill-loop',{method:'POST',headers:{'content-type':'application/json'},body}));assert(response.status===401);assert(response.headers.get('www-authenticate')?.includes('resource_metadata='));assert((await handler(new Request('https://fixture.supabase.co/functions/v1/skill-loop',{method:'OPTIONS',headers:{Origin:'https://evil.example'}}))).status===403);assert((await handler(new Request('https://fixture.supabase.co/functions/v1/skill-loop',{method:'OPTIONS',headers:{Origin:'https://claude.ai'}}))).status===204);}finally{await app.close();}
+});
diff --git a/plugins/skill-loop/storage/chumbo/vite.config.js b/plugins/skill-loop/storage/chumbo/vite.config.js
new file mode 100644
index 0000000..bbc8d1f
--- /dev/null
+++ b/plugins/skill-loop/storage/chumbo/vite.config.js
@@ -0,0 +1,3 @@
+import {defineConfig} from 'vite';
+import {viteSingleFile} from 'vite-plugin-singlefile';
+export default defineConfig({root:'supabase/functions/skill-loop/app',plugins:[viteSingleFile()],build:{outDir:'../dist',emptyOutDir:true}});
diff --git a/plugins/skill-loop/tests/history-format.test.mjs b/plugins/skill-loop/tests/history-format.test.mjs
new file mode 100644
index 0000000..258584f
--- /dev/null
+++ b/plugins/skill-loop/tests/history-format.test.mjs
@@ -0,0 +1,15 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {promises as fs} from 'node:fs';
+import {tmpdir} from 'node:os';
+import {join} from 'node:path';
+import {exportHistory,summarize,displayedScore} from '../scripts/history.mjs';
+import {spawnSync} from 'node:child_process';
+test('credential-free summary export preserves coverage and labels rescored evidence',async()=>{
+ const root=await fs.mkdtemp(join(tmpdir(),'skill-loop-export-'));
+ try{const state=join(root,'.state');await fs.mkdir(join(state,'runs'),{recursive:true});const config=join(root,'config.json');await fs.writeFile(config,JSON.stringify({state:'.state',history:{project:'workshop',skillId:'skill'}}));const r={id:'11111111-1111-4111-8111-111111111111',createdAt:'2026-09-09T00:00:00Z',score:100,passed:2,total:2,skill:'PRIVATE SOURCE',response:{text:'PRIVATE OUTPUT'},packageAssessment:{summary:{total:13,untested:13},fullyVerified:false}};await fs.writeFile(join(state,'runs',r.id+'.json'),JSON.stringify(r));const result=await exportHistory(config);const content=await fs.readFile(result.path,'utf8');assert.ok(!content.includes('PRIVATE'));assert.equal(JSON.parse(content).records[0].document.payload.components.counts.total,13);assert.equal(summarize('assessment',{summary:{total:3}}).counts.total,3);assert.match(displayedScore({document:{payload:r},qa:{status:'rescored-from-supplied-evidence',passed:0,total:2,score:0}}),/0\/2 recomputed/);assert.match(displayedScore({document:{payload:r},qa:{status:'invalid-evidence'}}),/no verified score/);}finally{await fs.rm(root,{recursive:true,force:true});}
+});
+test('Chat packager excludes external symlinks and developer caches',async()=>{
+ const root=await fs.mkdtemp(join(tmpdir(),'skill-loop-package-'));
+ try{await fs.mkdir(join(root,'scripts'));await fs.mkdir(join(root,'chat'));await fs.mkdir(join(root,'storage','.cache'),{recursive:true});await fs.mkdir(join(root,'storage','.wrangler'),{recursive:true});await fs.writeFile(join(root,'chat','SKILL.md'),'Fixture');await fs.writeFile(join(root,'outside.txt'),'NOT FOR PACKAGE');await fs.symlink(join(root,'outside.txt'),join(root,'scripts','linked.json'));await fs.writeFile(join(root,'storage','.cache','secret.json'),'{}');await fs.writeFile(join(root,'storage','.wrangler','state.json'),'{}');await fs.copyFile(new URL('../scripts/package-chat.py',import.meta.url),join(root,'scripts','package-chat.py'));const zip=join(root,'result.zip');let r=spawnSync('python3',[join(root,'scripts','package-chat.py'),zip],{encoding:'utf8'});assert.equal(r.status,0,r.stderr);r=spawnSync('python3',['-c','import zipfile,sys; print(zipfile.ZipFile(sys.argv[1]).namelist())',zip],{encoding:'utf8'});assert.equal(r.status,0,r.stderr);assert.ok(!r.stdout.includes('linked.json'));assert.ok(!r.stdout.includes('.cache'));assert.ok(!r.stdout.includes('.wrangler'));}finally{await fs.rm(root,{recursive:true,force:true});}
+});
diff --git a/scripts/verify-skill-loop.sh b/scripts/verify-skill-loop.sh
index 5a1d6e5..966d900 100644
--- a/scripts/verify-skill-loop.sh
+++ b/scripts/verify-skill-loop.sh
@@ -1,6 +1,7 @@
 #!/bin/sh
 set -eu
 cd "$(dirname "$0")/.."
+cmp plugins/skill-loop/scripts/scoring.mjs plugins/skill-loop/storage/chumbo/supabase/functions/skill-loop/scoring.mjs
 python3 shared/iteration-engine/sync.py --check
 python3 gtm-ai-plugin/scripts/sync-autoresearch.py --check
 node --test plugins/skill-loop/tests/*.test.mjs fix-your-tracking/.claude/skills/gtm-autoresearch-loop/scripts/runtime/test/*.test.mjs

From ca536b1ce07713cc31008daa3c0380dfdfbc1685 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 22:25:59 -0500
Subject: [PATCH 08/20] Add file-backed QA history handoff and verified
 Cloudflare checkpoints

---
 plugins/skill-loop/chat/SKILL.md              |  9 +++
 plugins/skill-loop/scripts/cli.mjs            |  4 ++
 .../skill-loop/scripts/cloudflare-state.mjs   | 61 +++++++++++++++++++
 .../skill-loop/scripts/history-artifact.mjs   |  8 +++
 plugins/skill-loop/scripts/report.mjs         |  3 +-
 plugins/skill-loop/skills/skill-loop/SKILL.md | 10 +++
 .../skill-loop/storage/cloudflare/README.md   | 21 +++++++
 .../tests/cloudflare-state.test.mjs           | 23 +++++++
 .../tests/history-artifact.test.mjs           |  5 ++
 9 files changed, 143 insertions(+), 1 deletion(-)
 create mode 100644 plugins/skill-loop/scripts/cloudflare-state.mjs
 create mode 100644 plugins/skill-loop/scripts/history-artifact.mjs
 create mode 100644 plugins/skill-loop/storage/cloudflare/README.md
 create mode 100644 plugins/skill-loop/tests/cloudflare-state.test.mjs
 create mode 100644 plugins/skill-loop/tests/history-artifact.test.mjs

diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index 24758c8..fd8b42c 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -125,3 +125,12 @@ private save/read, and UI actions have been verified. If no connector is availab
 keep the existing local artifact and export. Setup and limitations are documented
 in storage/chumbo/README.md. The Cloudflare Worker is only a proxy; Chumbo and
 Supabase handle the user's database access. No D1/KV fallback is automatic.
+
+## Optional Save My History
+
+Preserve the generated report's Save My History button and checksum-bound evidence.
+Follow `storage/cloudflare/README.md`. Read the actual HTML file in code execution;
+never reconstruct QA JSON from pasted text. Use the participant's confirmed D1
+through Cloudflare Developer Platform, and verify full readback before saying saved.
+The first QA run does not require a connector. This is a guided chat handoff, not
+an automatic background save. Keep the HTML available for a later save request.
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index 7cd785e..2c6e428 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -4,6 +4,7 @@ import { resolve,join,dirname } from 'node:path';
 import { fileURLToPath } from 'node:url';
 import * as engine from './engine.mjs';
 import {syncHistory,readHistory,historyReport,exportHistory} from './history.mjs';
+import {exportCloudflare,verifyCloudflare,restoreCloudflare} from './cloudflare-state.mjs';
 import { inventory,checkAll } from './inventory.mjs';
 import { atomic,readJSON } from './shared/io.mjs';
 import { report } from './report.mjs';
@@ -45,6 +46,9 @@ export async function main(args) {
   if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'};
   if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]');
   if(['run','prepare','status','loop','versions'].includes(action))return engine[action](resolve(file));
+  if(action==='cloudflare-export')return exportCloudflare(file,{backend:rest[0]??'d1',skillId:rest[1]??'my-skill',reviewFile:rest[2]});
+  if(action==='cloudflare-verify')return verifyCloudflare(file);
+  if(action==='cloudflare-restore')return restoreCloudflare(file,rest[0]);
   if(action==='history-export')return exportHistory(file,{reviewFile:rest[0]});
   if(action==='history-sync')return syncHistory(file,{reviewFile:rest[0]});
   if(action==='history')return readHistory(file);
diff --git a/plugins/skill-loop/scripts/cloudflare-state.mjs b/plugins/skill-loop/scripts/cloudflare-state.mjs
new file mode 100644
index 0000000..5444d7c
--- /dev/null
+++ b/plugins/skill-loop/scripts/cloudflare-state.mjs
@@ -0,0 +1,61 @@
+// Prepare exact storage operations for the user's existing Cloudflare connector.
+// No credentials, network calls, or cloud-account provisioning happen here.
+import {promises as fs} from 'node:fs';
+import {join,resolve,dirname,relative} from 'node:path';
+import {createHash} from 'node:crypto';
+import {gzipSync,gunzipSync} from 'node:zlib';
+import {load} from './engine.mjs';
+import {packageSnapshot} from './package.mjs';
+import {locked,atomic,readJSON} from './shared/io.mjs';
+import {canonical} from './history.mjs';
+const digest=data=>createHash('sha256').update(data).digest('hex');
+const safe=p=>typeof p==='string'&&p.length>0&&!p.includes('\\')&&!p.includes(':')&&!p.includes('\0')&&!p.startsWith('/')&&!p.split('/').some(x=>['','..','.'].includes(x));
+const limit=50_000_000,chunkSize=48_000;
+const quote=s=>"'"+String(s).replaceAll("'","''")+"'";
+export const schema=[
+ 'CREATE TABLE IF NOT EXISTS skill_loop_checkpoints (id TEXT PRIMARY KEY, skill_id TEXT NOT NULL, created_at TEXT NOT NULL, manifest TEXT NOT NULL, chunks INTEGER NOT NULL);',
+ 'CREATE TABLE IF NOT EXISTS skill_loop_checkpoint_chunks (checkpoint_id TEXT NOT NULL, ordinal INTEGER NOT NULL, sha256 TEXT NOT NULL, value TEXT NOT NULL, PRIMARY KEY(checkpoint_id, ordinal));'
+];
+export async function captureState(file,{reviewFile}={}){
+ const c=await load(file);return locked(c.state,async()=>{
+ const pkg=await packageSnapshot(c),files=[],excluded=[...pkg.exclusions,...pkg.issues];let total=0;
+ async function add(path,name,expected){if(!safe(name))throw Error('Unsafe archive path');const st=await fs.lstat(path);if(!st.isFile())throw Error('Only regular files can be archived');const b=await fs.readFile(path);if(expected&&digest(b)!==expected)throw Error('Package changed while preparing storage');total+=b.length;if(total>limit||files.length>=5000)throw Error('State exceeds 50 MB or 5000 files');files.push({path:name,sha256:digest(b),bytes:b.length,mode:st.mode&0o777,data:b.toString('base64')});}
+ if(pkg.mode==='single-file')await add(c.skill,'package/'+pkg.entry);else for(const f of pkg.files)await add(join(pkg.root,f.path),'package/'+f.path,f.sha256);
+ await add(c.suite,'suite.json');
+ async function walk(path,prefix){for(const entry of await fs.readdir(path,{withFileTypes:true})){if(entry.name==='lock.json'||entry.name.startsWith('cloudflare-')||entry.name==='history-upload.json'||entry.name==='history-export.json')continue;const p=join(path,entry.name),r=prefix+entry.name;if(entry.isSymbolicLink()){excluded.push({path:r,reason:'Symlink is not a stored regular file'});continue;}if(entry.isDirectory())await walk(p,r+'/');else if(entry.isFile())await add(p,r);}}
+ await walk(c.state,'state/');if(reviewFile)await add(resolve(reviewFile),'review-decisions.json');
+ const fresh=await packageSnapshot(c);if(fresh.hash!==pkg.hash)throw Error('Package changed during storage export');
+ const original=await readJSON(file);
+ const portableConfig={version:1,skill:'package/'+pkg.entry,suite:'suite.json',state:'state',runner:{label:c.runner.label},package:{root:'package'},checkpointRestored:true};
+ const state={format:'skill-loop-cloudflare-state',version:1,entry:pkg.entry,packageHash:pkg.hash,packageMode:pkg.mode,files,config:portableConfig,connectionReview:{runnerCommandRemoved:!!original.runner?.command,componentTestsRemoved:(original.package?.tests??[]).length,historyConnectionRemoved:!!original.history},excluded,coverage:'Selected package bytes including binaries, suite and saved local state. No environment credentials, installed dependency caches or external linked files. Only current package bytes are guaranteed; older runs may lack full historical binaries. Browser-only decisions must first be exported. Scores remain historical evidence; restore runs no code.'};
+ return state;
+ });
+}
+export function storagePlan(state,{backend='d1',skillId='my-skill'}={}){
+ if(!['d1','kv','r2'].includes(backend)||!/^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$/.test(skillId))throw Error('Choose d1, kv or r2 and a stable skill ID');
+ const raw=Buffer.from(canonical(state));if(raw.length>100_000_000)throw Error('State JSON too large');
+ const compressed=gzipSync(raw),encoded=compressed.toString('base64'),id=digest(compressed);const chunks=[];for(let i=0;i({ordinal,sha256})),files:state.files.length,excluded:state.excluded,coverage:state.coverage};
+ const namespace='skill-loop/v1/'+skillId+'/'+id;const checkpointKey=skillId+':'+id;
+ const writes=backend==='d1'?chunks.map(c=>({sql:`INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) VALUES (${quote(checkpointKey)},${c.ordinal},${quote(c.sha256)},${quote(c.value)});`})):chunks.map(c=>({key:namespace+'/chunk-'+String(c.ordinal).padStart(6,'0'),value:c.value}));
+ const commit=backend==='d1'?{sql:`INSERT OR IGNORE INTO skill_loop_checkpoints(id,skill_id,created_at,manifest,chunks) SELECT ${quote(checkpointKey)},${quote(skillId)},${quote(manifest.createdAt)},${quote(JSON.stringify(manifest))},${chunks.length} WHERE (SELECT COUNT(*) FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)})=${chunks.length};`}:{key:namespace+'/manifest.json',value:JSON.stringify(manifest)};
+ const reads=backend==='d1'?chunks.map(c=>({sql:`SELECT ordinal,sha256,value FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)} AND ordinal=${c.ordinal};`})):writes.map(x=>({key:x.key}));
+ return {version:1,backend,manifest,setup:backend==='d1'?schema:[],writes,commit,reads,readManifest:backend==='d1'?{sql:`SELECT manifest FROM skill_loop_checkpoints WHERE id=${quote(checkpointKey)};`}:{key:commit.key},list:backend==='d1'?{sql:`SELECT id,skill_id,created_at,chunks FROM skill_loop_checkpoints WHERE skill_id=${quote(skillId)} ORDER BY created_at DESC;`}:{prefix:'skill-loop/v1/'+skillId+'/'},status:'prepared-not-saved',verification:'Read back the manifest and EVERY chunk through the same connector, then run cloudflare-verify. Only then report saved. KV may require delayed readback; do not overwrite mutable latest-state keys. R2 requires object write/read, not only bucket management.'};
+}
+export function verifyState(manifest,returnedChunks){
+ if(manifest?.format!=='skill-loop-cloudflare-checkpoint'||manifest.version!==1||!Array.isArray(manifest.chunks)||manifest.chunks.length>3000||manifest.rawBytes>100_000_000||!Array.isArray(returnedChunks)||returnedChunks.length!==manifest.chunks.length)throw Error('Incomplete or invalid checkpoint manifest');
+ const chunks=[...returnedChunks].sort((a,b)=>a.ordinal-b.ordinal);
+ let encoded='';for(let i=0;ichunkSize||digest(c.value)!==m.sha256)throw Error('Cloud storage readback mismatch');encoded+=c.value;}
+ const data=Buffer.from(encoded,'base64');if(data.toString('base64')!==encoded||data.length!==manifest.bytes||digest(data)!==manifest.id)throw Error('Checkpoint identity mismatch');
+ const raw=gunzipSync(data,{maxOutputLength:100_000_000});if(raw.length!==manifest.rawBytes||digest(raw)!==manifest.contentHash)throw Error('Decompressed state identity mismatch');
+ const state=JSON.parse(raw);if(state.format!=='skill-loop-cloudflare-state'||state.version!==1||!Array.isArray(state.files)||state.files.length>5000||!safe(state.entry))throw Error('Unsupported stored state');
+ const paths=new Set();let total=0;for(const f of state.files){if(!safe(f.path)||paths.has(f.path.toLowerCase())||typeof f.data!=='string')throw Error('Invalid stored file path');paths.add(f.path.toLowerCase());const b=Buffer.from(f.data,'base64');total+=b.length;if(total>limit||b.toString('base64')!==f.data||digest(b)!==f.sha256||b.length!==f.bytes||!Number.isInteger(f.mode)||f.mode<0||f.mode>0o777)throw Error('Stored file integrity mismatch');}
+ if(!paths.has(('package/'+state.entry).toLowerCase())||!paths.has('suite.json'))throw Error('Required input missing');
+ return state;
+}
+export async function exportCloudflare(file,options={}){const state=await captureState(file,options),plan=storagePlan(state,options),c=await load(file),path=join(c.state,'cloudflare-plan.json');await atomic(path,plan);return {path,backend:plan.backend,id:plan.manifest.id,chunks:plan.manifest.chunks.length,files:state.files.length,excluded:state.excluded,status:plan.status};}
+export async function verifyCloudflare(receipt){const {manifest,chunks}=await readJSON(receipt);const state=verifyState(manifest,chunks);return {verified:true,id:manifest.id,files:state.files.length,note:'Supplied readback matches the checkpoint. The assistant must have fetched these values from the selected Cloudflare account; local values alone do not prove remote persistence.'};}
+export async function restoreCloudflare(receipt,directory){const {manifest,chunks}=await readJSON(receipt),state=verifyState(manifest,chunks),dest=resolve(directory);if(await fs.lstat(dest).then(()=>true,e=>{if(e.code==='ENOENT')return false;throw e;}))throw Error('Choose a new restore directory');await fs.mkdir(dirname(dest),{recursive:true});const stage=await fs.mkdtemp(join(dirname(dest),'.skill-loop-restore-'));try{for(const f of state.files){const p=join(stage,f.path);await fs.mkdir(dirname(p),{recursive:true});await fs.writeFile(p,Buffer.from(f.data,'base64'),{mode:f.mode});}
+ // Stored config is data, not executable authority. Rebuild a non-executing local config.
+ const config={version:1,skill:'package/'+state.entry,suite:'suite.json',state:'state',runner:{label:'Restored Skill Loop · reconnect and retest'},package:state.packageMode==='single-file'?{mode:'single-file'}:{root:'package'}};
+ await atomic(join(stage,'skill-loop.json'),config);await fs.rename(stage,dest);return {workspace:dest,config:join(dest,'skill-loop.json'),files:state.files.length,executed:false,note:'Historical files restored into a new workspace. Reconnect the runner and review component checks before new testing; no active installed skill was replaced.'};}catch(e){await fs.rm(stage,{recursive:true,force:true});throw e;}}
diff --git a/plugins/skill-loop/scripts/history-artifact.mjs b/plugins/skill-loop/scripts/history-artifact.mjs
new file mode 100644
index 0000000..cfde578
--- /dev/null
+++ b/plugins/skill-loop/scripts/history-artifact.mjs
@@ -0,0 +1,8 @@
+import {createHash} from 'node:crypto';
+const esc=s=>s.replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c]));
+export function historyArtifact(evidence){
+ const raw=JSON.stringify({format:'skill-loop-qa-history',version:1,evidence,coverage:'Saved QA evidence and versions represented in this report; not a full restorable package. Unsaved in-page draft edits and revision notes are not included.'}).replace(//g,'\\u003e').replace(/&/g,'\\u0026');
+ const hash=createHash('sha256').update(raw).digest('hex');
+ const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
+ return `
Save My History
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
+}
diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs
index 10c6cf0..57aa7df 100644
--- a/plugins/skill-loop/scripts/report.mjs
+++ b/plugins/skill-loop/scripts/report.mjs
@@ -1,3 +1,4 @@
+import { historyArtifact } from './history-artifact.mjs';
 import { packageSnapshot } from './package.mjs';
 import { interactiveReview } from './review.mjs';
 import { promises as fs } from 'node:fs';
@@ -28,6 +29,6 @@ export async function report(file) {
   
Connect → Baseline → Detect drift → Test → Review
Effectiveness drift means a previously passing check now fails under comparable test conditions. A changed suite or runner configuration needs a new baseline; it is not proof of effectiveness drift. Only a reviewed approval changes your skill. This report is a snapshot; regenerate it after a run or decision. A higher fixture score does not establish general reliability.

   
QA source and coverage
${esc(r?.qaSource?.title??'QA source not specified')} · ${esc(r?.qaSource?.reference??'Add a source of truth to the test suite')} · ${esc(r?.qaSource?.version??'Unversioned')}
${esc(r?.coverage??'Only the supplied cases are evaluated.')}
The engine checks output against these rules. It does not independently certify that the rules are correct or complete.
Test evidence
${(r?.checks??[]).map(x=>``).join('')}
CaseCheckResultActualExpected
${esc(x.caseId)}${esc(x.path)} ${esc(x.op)}${x.passed?'Pass':'Fail'}${esc(JSON.stringify(x.actual))}${esc(JSON.stringify(x.expected))}

   
Saved versions
The active version changes only through approval or an explicit version choice. A preference override can select an older version; its QA history remains visible.
${history.versions.map(v=>``).join('')}
VersionSelectionQA scoreEvidence
${esc(v.version.slice(0,12))}${v.active?'Active':'Saved'}${v.passed}/${v.total}${esc(v.qa)}
Changes for review
${proposals.length?proposals.map(p=>`
${esc(p.status)} · ${p.versionChoice?'User-selected version':p.eligible?'Passed improvement gate':'Did not pass improvement gate'}
${esc(p.evidence)}
Compare original and candidate
Original
${esc(p.before)}
Candidate
${esc(p.candidate)}
Proposal ${esc(p.id)}
`).join(''):'
No proposals yet.
'}
-  
Brain Gainz with Jordaaan · Skill Loop 0.1 · QA evidence snapshot · sharing follows your assistant’s settings.
`;
+  ${historyArtifact({saved,history,proposals,assessment})}
Brain Gainz with Jordaaan · Skill Loop 0.1 · QA evidence snapshot · sharing follows your assistant’s settings.
`;
   const path=join(c.state,'report.html');await atomic(path,html);return {report:path,artifact:{title:"Skill Loop QA Review · Jordaaan",mimeType:"text/html",path,preferredPresentation:"interactive-artifact",selfContained:true}};
 }
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 787c62a..69e8182 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -64,6 +64,16 @@ recalculate scores in the presentation layer. Return the artifact in the task
 and use its preview when available. A website button, localhost URL, raw file
 path, or prose summary alone does not fulfill artifact delivery.
 
+
+Include **Save My History** from the generated report. It prepares a short,
+file-backed request for the participant's Cloudflare Developer Platform connector.
+Read the actual HTML evidence in code execution and verify its embedded hash;
+never retype or summarize the payload. Preserve and validate current review choices.
+Report saved only after exact D1 readback verification. If the HTML file is absent,
+request it through the host artifact Download menu. No automatic background save
+or direct artifact MCP bridge is implied. See `../../storage/cloudflare/README.md`
+for the tested connector path, full-package checkpoint commands and limitations.
+
 Keep Jordaaan branding, charcoal surfaces, gold controls, and readable side-by-side
 comparison. Artifact edits remain untested drafts until the engine retests them.
 Version choices and revisions still use the engine's existing approval flow.
diff --git a/plugins/skill-loop/storage/cloudflare/README.md b/plugins/skill-loop/storage/cloudflare/README.md
new file mode 100644
index 0000000..f008af2
--- /dev/null
+++ b/plugins/skill-loop/storage/cloudflare/README.md
@@ -0,0 +1,21 @@
+# Optional Cloudflare history in Claude Chat
+
+Run QA first. Cloud storage is optional. Use the participant's existing Cloudflare Developer Platform connector and their own confirmed D1 database. No custom Worker or Supabase setup is required for this route.
+
+## Artifact handoff
+
+The generated report contains a **Save My History** button and inert JSON evidence. The short request identifies the evidence by SHA-256. Read the actual HTML file in code execution, extract the indicated script element without executing HTML, and verify the raw text hash before parsing. Never reconstruct large evidence from chat text. If the file is missing, request the HTML using Claude's artifact-level Download menu (not a Blob download inside the preview).
+
+The workshop dashboard passes current review choices separately, bound to its run identities and evidenceKey. Validate those before merging. Generic engine reports save the recorded runs, versions, proposals, and assessment; unsaved browser drafts are not saved.
+
+Use immutable snapshots in D1, transfer exact generated values, fetch every stored value back, and verify hashes before reporting saved. Return the complete fetched receipt and database/snapshot identity for future retrieval. Failure, truncation, a missing file, or mismatched hashes means **not verified**, never success. Creating a new database requires the participant's chosen destination and authorization.
+
+## Full current-package checkpoint (engine)
+
+`node scripts/cli.mjs cloudflare-export CONFIG d1 STABLE_SKILL_ID [REVIEW_DECISIONS_FILE]` prepares SQL and a gzip/base64 checkpoint in the state directory; it does not save remotely. Execute its setup, writes and commit through the confirmed D1 connector. Read back the manifest and every chunk. Save the fetched `{manifest,chunks}` as a receipt, then run `cloudflare-verify RECEIPT`. Each chunk hash is SHA-256 of its UTF-8 base64 text; manifest.id hashes the decoded compressed bytes; contentHash hashes the decompressed bytes. Do not interchange them.
+
+`cloudflare-restore RECEIPT NEW_DIRECTORY` restores verified files without executing commands or changing an installed skill. Reconnect the runner and review component checks before testing. The checkpoint includes selected current package bytes (including binaries), suite and saved local state. Exclusions are explicit. Historical runs may not contain older binary package versions. Credentials, dependency caches and external symlinks are not part of this restore guarantee. Review sensitive content before uploading; filenames alone are not a secret detector.
+
+## Capability limits
+
+The installed Cloudflare Developer Platform connector was tested for D1 SQL access. Its KV and R2 tools exposed namespace/bucket management, not value/object content operations. KV/R2 export plans are prepared formats only until a content-capable adapter is verified. A custom Worker remains an optional future adapter. Neither a prepared request nor local browser storage establishes cloud persistence.
diff --git a/plugins/skill-loop/tests/cloudflare-state.test.mjs b/plugins/skill-loop/tests/cloudflare-state.test.mjs
new file mode 100644
index 0000000..a7ce8a1
--- /dev/null
+++ b/plugins/skill-loop/tests/cloudflare-state.test.mjs
@@ -0,0 +1,23 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {promises as fs} from 'node:fs';
+import {join} from 'node:path';
+import {tmpdir} from 'node:os';
+import {spawnSync} from 'node:child_process';
+import {captureState,storagePlan,verifyState,restoreCloudflare,exportCloudflare} from '../scripts/cloudflare-state.mjs';
+import {init} from '../scripts/cli.mjs';
+import {run,baseline} from '../scripts/engine.mjs';
+const root=await fs.mkdtemp(join(tmpdir(),'skill-loop-cloudflare-test-'));
+async function fixture(){const dir=join(root,crypto.randomUUID());const {config}=await init(dir,{rules:true});const r=await run(config);await baseline(config,r.id);await fs.mkdir(join(dir,'assets'));await fs.writeFile(join(dir,'assets/blob.bin'),Buffer.from([0,255,32,1]));const c=JSON.parse(await fs.readFile(config));c.package={root:'.'};await fs.writeFile(config,JSON.stringify(c));return {dir,config};}
+test('D1 SQL round-trip reconstructs complete current package bytes and history without executing config',async()=>{const {dir,config}=await fixture();const state=await captureState(config),plan=storagePlan(state,{skillId:'workshop-demo'});const result=spawnSync('python3',['-c',`import json,sqlite3,sys\np=json.load(sys.stdin);db=sqlite3.connect(':memory:')\nfor q in p['setup']:db.execute(q)\nfor w in p['writes']:db.execute(w['sql'])\ndb.execute(p['commit']['sql']);db.execute(p['commit']['sql'])\nm=json.loads(db.execute(p['readManifest']['sql']).fetchone()[0]);rows=db.execute('select ordinal,value from skill_loop_checkpoint_chunks order by ordinal').fetchall()\nprint(json.dumps({'manifest':m,'chunks':[{'ordinal':i,'value':v} for i,v in rows]}))`],{input:JSON.stringify(plan),encoding:'utf8'});assert.equal(result.status,0,result.stderr);const receipt=JSON.parse(result.stdout),restored=verifyState(receipt.manifest,receipt.chunks);assert.deepEqual(restored,state);assert.ok(state.files.some(f=>f.path==='state/baseline.json'));const path=join(root,crypto.randomUUID()+'.json');await fs.writeFile(path,result.stdout);const dest=join(root,crypto.randomUUID());await restoreCloudflare(path,dest);assert.deepEqual(await fs.readFile(join(dest,'package/assets/blob.bin')),await fs.readFile(join(dir,'assets/blob.bin')));assert.deepEqual(await fs.readFile(join(dest,'state/baseline.json')),await fs.readFile(join(dir,'.skill-loop/baseline.json')));assert.equal(JSON.parse(await fs.readFile(join(dest,'skill-loop.json'))).runner.command,undefined);await assert.rejects(()=>restoreCloudflare(path,dest));});
+test('missing or corrupted cloud readbacks cannot be reported verified',async()=>{const {config}=await fixture();const plan=storagePlan(await captureState(config));const chunks=plan.writes.map((w,i)=>({ordinal:i,value: w.sql.match(/,'([^']*)'\);$/)[1]}));assert.throws(()=>verifyState(plan.manifest,[]));chunks[0].value='A'+chunks[0].value.slice(1);assert.throws(()=>verifyState(plan.manifest,chunks));});
+test('KV/R2 plans keep immutable names; helper does not claim remote save',async()=>{const {config}=await fixture();const state=await captureState(config);for(const backend of ['kv','r2']){const p=storagePlan(state,{backend});assert.equal(p.status,'prepared-not-saved');assert.ok(p.commit.key.endsWith('/manifest.json'));assert.deepEqual(verifyState(p.manifest,p.writes.map((w,i)=>({ordinal:i,value:w.value}))),state);}assert.equal((await exportCloudflare(config)).status,'prepared-not-saved');});
+test.after(async()=>fs.rm(root,{recursive:true,force:true}));
+
+test('D1 preserves identical checkpoints separately for distinct skill IDs',async()=>{const {config}=await fixture();const state=await captureState(config);const plans=['alpha','beta'].map(skillId=>storagePlan(state,{skillId}));const result=spawnSync('python3',['-c',`import json,sqlite3,sys
+p=json.load(sys.stdin);db=sqlite3.connect(':memory:')
+for plan in p:
+ for q in plan['setup']:db.execute(q)
+ for w in plan['writes']:db.execute(w['sql'])
+ db.execute(plan['commit']['sql'])
+print(json.dumps([json.loads(db.execute(plan['readManifest']['sql']).fetchone()[0])['skillId'] for plan in p]))`],{input:JSON.stringify(plans),encoding:'utf8'});assert.equal(result.status,0,result.stderr);assert.deepEqual(JSON.parse(result.stdout),['alpha','beta']);});
diff --git a/plugins/skill-loop/tests/history-artifact.test.mjs b/plugins/skill-loop/tests/history-artifact.test.mjs
new file mode 100644
index 0000000..23feb6d
--- /dev/null
+++ b/plugins/skill-loop/tests/history-artifact.test.mjs
@@ -0,0 +1,5 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {createHash} from 'node:crypto';
+import {historyArtifact} from '../scripts/history-artifact.mjs';
+test('save handoff binds inert full evidence by checksum without copying it into request',()=>{const evidence={text:'',notes:'example'.repeat(20000)};const h=historyArtifact(evidence);const raw=h.match(/id="skill-loop-history">([\s\S]*?)<\/script>/)[1];assert.deepEqual(JSON.parse(raw).evidence,evidence);const request=h.match(/]*>([\s\S]*?)<\/textarea>/)[1];assert.ok(request.includes(createHash('sha256').update(raw).digest('hex')));assert.ok(request.length<2000);assert.ok(h.includes('Not saved yet'));assert.ok(!raw.includes(''));});

From fc79a9f218dad1b1047aa0426ebd2918d4d8dc59 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 22:41:11 -0500
Subject: [PATCH 09/20] Bound native Cloudflare transfers and preserve prior
 checkpoint formats

---
 plugins/skill-loop/scripts/cloudflare-state.mjs  | 16 +++++++++-------
 plugins/skill-loop/scripts/history-artifact.mjs  |  2 +-
 plugins/skill-loop/storage/cloudflare/README.md  |  8 ++++++--
 .../skill-loop/tests/cloudflare-state.test.mjs   | 10 +++++++++-
 4 files changed, 25 insertions(+), 11 deletions(-)

diff --git a/plugins/skill-loop/scripts/cloudflare-state.mjs b/plugins/skill-loop/scripts/cloudflare-state.mjs
index 5444d7c..c4bec80 100644
--- a/plugins/skill-loop/scripts/cloudflare-state.mjs
+++ b/plugins/skill-loop/scripts/cloudflare-state.mjs
@@ -10,7 +10,7 @@ import {locked,atomic,readJSON} from './shared/io.mjs';
 import {canonical} from './history.mjs';
 const digest=data=>createHash('sha256').update(data).digest('hex');
 const safe=p=>typeof p==='string'&&p.length>0&&!p.includes('\\')&&!p.includes(':')&&!p.includes('\0')&&!p.startsWith('/')&&!p.split('/').some(x=>['','..','.'].includes(x));
-const limit=50_000_000,chunkSize=48_000;
+const limit=50_000_000,chunkSize=3_000;
 const quote=s=>"'"+String(s).replaceAll("'","''")+"'";
 export const schema=[
  'CREATE TABLE IF NOT EXISTS skill_loop_checkpoints (id TEXT PRIMARY KEY, skill_id TEXT NOT NULL, created_at TEXT NOT NULL, manifest TEXT NOT NULL, chunks INTEGER NOT NULL);',
@@ -35,17 +35,19 @@ export function storagePlan(state,{backend='d1',skillId='my-skill'}={}){
  if(!['d1','kv','r2'].includes(backend)||!/^[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}$/.test(skillId))throw Error('Choose d1, kv or r2 and a stable skill ID');
  const raw=Buffer.from(canonical(state));if(raw.length>100_000_000)throw Error('State JSON too large');
  const compressed=gzipSync(raw),encoded=compressed.toString('base64'),id=digest(compressed);const chunks=[];for(let i=0;i({ordinal,sha256})),files:state.files.length,excluded:state.excluded,coverage:state.coverage};
- const namespace='skill-loop/v1/'+skillId+'/'+id;const checkpointKey=skillId+':'+id;
- const writes=backend==='d1'?chunks.map(c=>({sql:`INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) VALUES (${quote(checkpointKey)},${c.ordinal},${quote(c.sha256)},${quote(c.value)});`})):chunks.map(c=>({key:namespace+'/chunk-'+String(c.ordinal).padStart(6,'0'),value:c.value}));
+ if(chunks.length>30000)throw Error('Checkpoint has too many storage chunks');
+ const manifest={format:'skill-loop-cloudflare-checkpoint',version:2,id,skillId,createdAt:new Date().toISOString(),encoding:'gzip-base64',bytes:compressed.length,rawBytes:raw.length,contentHash:digest(raw),chunks:chunks.map(({ordinal,sha256})=>({ordinal,sha256})),files:state.files.length,excluded:state.excluded,coverage:state.coverage};
+ if(backend==='d1'&&Buffer.byteLength(JSON.stringify(manifest),'utf8')>2400)throw Error('D1 checkpoint manifest exceeds the safe native-connector transfer size. Use a file-capable storage adapter for this package; nothing was saved.');
+ const namespace='skill-loop/v2/'+skillId+'/'+id;const checkpointKey='v2:'+skillId+':'+id;
+ const writes=backend==='d1'?chunks.map(c=>({sql:`INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) SELECT ${quote(checkpointKey)},${c.ordinal},${quote(c.sha256)},value FROM (SELECT ${quote(c.value)} AS value) WHERE length(value)=${c.value.length};`})):chunks.map(c=>({key:namespace+'/chunk-'+String(c.ordinal).padStart(6,'0'),value:c.value}));
  const commit=backend==='d1'?{sql:`INSERT OR IGNORE INTO skill_loop_checkpoints(id,skill_id,created_at,manifest,chunks) SELECT ${quote(checkpointKey)},${quote(skillId)},${quote(manifest.createdAt)},${quote(JSON.stringify(manifest))},${chunks.length} WHERE (SELECT COUNT(*) FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)})=${chunks.length};`}:{key:namespace+'/manifest.json',value:JSON.stringify(manifest)};
  const reads=backend==='d1'?chunks.map(c=>({sql:`SELECT ordinal,sha256,value FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)} AND ordinal=${c.ordinal};`})):writes.map(x=>({key:x.key}));
- return {version:1,backend,manifest,setup:backend==='d1'?schema:[],writes,commit,reads,readManifest:backend==='d1'?{sql:`SELECT manifest FROM skill_loop_checkpoints WHERE id=${quote(checkpointKey)};`}:{key:commit.key},list:backend==='d1'?{sql:`SELECT id,skill_id,created_at,chunks FROM skill_loop_checkpoints WHERE skill_id=${quote(skillId)} ORDER BY created_at DESC;`}:{prefix:'skill-loop/v1/'+skillId+'/'},status:'prepared-not-saved',verification:'Read back the manifest and EVERY chunk through the same connector, then run cloudflare-verify. Only then report saved. KV may require delayed readback; do not overwrite mutable latest-state keys. R2 requires object write/read, not only bucket management.'};
+ return {version:1,backend,manifest,setup:backend==='d1'?schema:[],writes,commit,reads,readManifest:backend==='d1'?{sql:`SELECT manifest FROM skill_loop_checkpoints WHERE id=${quote(checkpointKey)};`}:{key:commit.key},list:backend==='d1'?{sql:`SELECT id,skill_id,created_at,chunks FROM skill_loop_checkpoints WHERE skill_id=${quote(skillId)} ORDER BY created_at DESC;`}:{prefix:'skill-loop/v2/'+skillId+'/'},status:'prepared-not-saved',verification:'Read back the manifest and EVERY chunk through the same connector, then run cloudflare-verify. Only then report saved. KV may require delayed readback; do not overwrite mutable latest-state keys. R2 requires object write/read, not only bucket management.'};
 }
 export function verifyState(manifest,returnedChunks){
- if(manifest?.format!=='skill-loop-cloudflare-checkpoint'||manifest.version!==1||!Array.isArray(manifest.chunks)||manifest.chunks.length>3000||manifest.rawBytes>100_000_000||!Array.isArray(returnedChunks)||returnedChunks.length!==manifest.chunks.length)throw Error('Incomplete or invalid checkpoint manifest');
+ if(manifest?.format!=='skill-loop-cloudflare-checkpoint'||![1,2].includes(manifest.version)||!Array.isArray(manifest.chunks)||manifest.chunks.length>30000||!Number.isInteger(manifest.rawBytes)||manifest.rawBytes<1||manifest.rawBytes>100_000_000||!Number.isInteger(manifest.bytes)||manifest.bytes<1||manifest.bytes>100_000_000||!Array.isArray(returnedChunks)||returnedChunks.length!==manifest.chunks.length)throw Error('Incomplete or invalid checkpoint manifest');
  const chunks=[...returnedChunks].sort((a,b)=>a.ordinal-b.ordinal);
- let encoded='';for(let i=0;ichunkSize||digest(c.value)!==m.sha256)throw Error('Cloud storage readback mismatch');encoded+=c.value;}
+ let encoded='';for(let i=0;i(manifest.version===1?48000:chunkSize)||digest(c.value)!==m.sha256)throw Error('Cloud storage readback mismatch');if(encoded.length+c.value.length>Math.ceil(manifest.bytes/3)*4)throw Error('Encoded checkpoint exceeds manifest size');encoded+=c.value;}
  const data=Buffer.from(encoded,'base64');if(data.toString('base64')!==encoded||data.length!==manifest.bytes||digest(data)!==manifest.id)throw Error('Checkpoint identity mismatch');
  const raw=gunzipSync(data,{maxOutputLength:100_000_000});if(raw.length!==manifest.rawBytes||digest(raw)!==manifest.contentHash)throw Error('Decompressed state identity mismatch');
  const state=JSON.parse(raw);if(state.format!=='skill-loop-cloudflare-state'||state.version!==1||!Array.isArray(state.files)||state.files.length>5000||!safe(state.entry))throw Error('Unsupported stored state');
diff --git a/plugins/skill-loop/scripts/history-artifact.mjs b/plugins/skill-loop/scripts/history-artifact.mjs
index cfde578..2a8def8 100644
--- a/plugins/skill-loop/scripts/history-artifact.mjs
+++ b/plugins/skill-loop/scripts/history-artifact.mjs
@@ -3,6 +3,6 @@ const esc=s=>s.replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'&q
 export function historyArtifact(evidence){
  const raw=JSON.stringify({format:'skill-loop-qa-history',version:1,evidence,coverage:'Saved QA evidence and versions represented in this report; not a full restorable package. Unsaved in-page draft edits and revision notes are not included.'}).replace(//g,'\\u003e').replace(/&/g,'\\u0026');
  const hash=createHash('sha256').update(raw).digest('hex');
- const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
+ const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Compress in code and transfer chunks of at most 3000 characters, validating stored lengths. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
  return `
Save My History
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
 }
diff --git a/plugins/skill-loop/storage/cloudflare/README.md b/plugins/skill-loop/storage/cloudflare/README.md
index f008af2..150f34e 100644
--- a/plugins/skill-loop/storage/cloudflare/README.md
+++ b/plugins/skill-loop/storage/cloudflare/README.md
@@ -6,9 +6,9 @@ Run QA first. Cloud storage is optional. Use the participant's existing Cloudfla
 
 The generated report contains a **Save My History** button and inert JSON evidence. The short request identifies the evidence by SHA-256. Read the actual HTML file in code execution, extract the indicated script element without executing HTML, and verify the raw text hash before parsing. Never reconstruct large evidence from chat text. If the file is missing, request the HTML using Claude's artifact-level Download menu (not a Blob download inside the preview).
 
-The workshop dashboard passes current review choices separately, bound to its run identities and evidenceKey. Validate those before merging. Generic engine reports save the recorded runs, versions, proposals, and assessment; unsaved browser drafts are not saved.
+The workshop dashboard passes current review choices separately, bound to its run identities and evidenceKey. Validate those before merging, including the SHA-256 of the compact UTF-8 review-decision JSON. Generic engine reports save the recorded runs, versions, proposals, and assessment; unsaved browser drafts are not saved.
 
-Use immutable snapshots in D1, transfer exact generated values, fetch every stored value back, and verify hashes before reporting saved. Return the complete fetched receipt and database/snapshot identity for future retrieval. Failure, truncation, a missing file, or mismatched hashes means **not verified**, never success. Creating a new database requires the participant's chosen destination and authorization.
+Use immutable snapshots in D1, transfer exact generated values in chunks of at most 3,000 characters, check stored lengths, fetch every stored value back, and verify hashes before reporting saved. Return the complete fetched receipt and database/snapshot identity for future retrieval. Failure, truncation, a missing file, or mismatched hashes means **not verified**, never success. Creating a new database requires the participant's chosen destination and authorization.
 
 ## Full current-package checkpoint (engine)
 
@@ -19,3 +19,7 @@ Use immutable snapshots in D1, transfer exact generated values, fetch every stor
 ## Capability limits
 
 The installed Cloudflare Developer Platform connector was tested for D1 SQL access. Its KV and R2 tools exposed namespace/bucket management, not value/object content operations. KV/R2 export plans are prepared formats only until a content-capable adapter is verified. A custom Worker remains an optional future adapter. Neither a prepared request nor local browser storage establishes cloud persistence.
+
+## Native connector transfer capacity
+
+New checkpoints use layout version 2 and separate storage keys, with 3,000-character chunks and SQL length guards. Version-1 receipts remain readable. The D1 exporter rejects manifests over 2,400 UTF-8 bytes before returning a plan; large packages need a file-capable adapter. This limit is explicit because large model-mediated SQL arguments failed integrity checks in rehearsal. A prepared KV/R2 plan is not proof of a working content adapter. Do not promise that arbitrary-sized packages can be saved through the native connector.
diff --git a/plugins/skill-loop/tests/cloudflare-state.test.mjs b/plugins/skill-loop/tests/cloudflare-state.test.mjs
index a7ce8a1..44fac9b 100644
--- a/plugins/skill-loop/tests/cloudflare-state.test.mjs
+++ b/plugins/skill-loop/tests/cloudflare-state.test.mjs
@@ -10,7 +10,7 @@ import {run,baseline} from '../scripts/engine.mjs';
 const root=await fs.mkdtemp(join(tmpdir(),'skill-loop-cloudflare-test-'));
 async function fixture(){const dir=join(root,crypto.randomUUID());const {config}=await init(dir,{rules:true});const r=await run(config);await baseline(config,r.id);await fs.mkdir(join(dir,'assets'));await fs.writeFile(join(dir,'assets/blob.bin'),Buffer.from([0,255,32,1]));const c=JSON.parse(await fs.readFile(config));c.package={root:'.'};await fs.writeFile(config,JSON.stringify(c));return {dir,config};}
 test('D1 SQL round-trip reconstructs complete current package bytes and history without executing config',async()=>{const {dir,config}=await fixture();const state=await captureState(config),plan=storagePlan(state,{skillId:'workshop-demo'});const result=spawnSync('python3',['-c',`import json,sqlite3,sys\np=json.load(sys.stdin);db=sqlite3.connect(':memory:')\nfor q in p['setup']:db.execute(q)\nfor w in p['writes']:db.execute(w['sql'])\ndb.execute(p['commit']['sql']);db.execute(p['commit']['sql'])\nm=json.loads(db.execute(p['readManifest']['sql']).fetchone()[0]);rows=db.execute('select ordinal,value from skill_loop_checkpoint_chunks order by ordinal').fetchall()\nprint(json.dumps({'manifest':m,'chunks':[{'ordinal':i,'value':v} for i,v in rows]}))`],{input:JSON.stringify(plan),encoding:'utf8'});assert.equal(result.status,0,result.stderr);const receipt=JSON.parse(result.stdout),restored=verifyState(receipt.manifest,receipt.chunks);assert.deepEqual(restored,state);assert.ok(state.files.some(f=>f.path==='state/baseline.json'));const path=join(root,crypto.randomUUID()+'.json');await fs.writeFile(path,result.stdout);const dest=join(root,crypto.randomUUID());await restoreCloudflare(path,dest);assert.deepEqual(await fs.readFile(join(dest,'package/assets/blob.bin')),await fs.readFile(join(dir,'assets/blob.bin')));assert.deepEqual(await fs.readFile(join(dest,'state/baseline.json')),await fs.readFile(join(dir,'.skill-loop/baseline.json')));assert.equal(JSON.parse(await fs.readFile(join(dest,'skill-loop.json'))).runner.command,undefined);await assert.rejects(()=>restoreCloudflare(path,dest));});
-test('missing or corrupted cloud readbacks cannot be reported verified',async()=>{const {config}=await fixture();const plan=storagePlan(await captureState(config));const chunks=plan.writes.map((w,i)=>({ordinal:i,value: w.sql.match(/,'([^']*)'\);$/)[1]}));assert.throws(()=>verifyState(plan.manifest,[]));chunks[0].value='A'+chunks[0].value.slice(1);assert.throws(()=>verifyState(plan.manifest,chunks));});
+test('missing or corrupted cloud readbacks cannot be reported verified',async()=>{const {config}=await fixture();const plan=storagePlan(await captureState(config));const chunks=plan.writes.map((w,i)=>({ordinal:i,value: w.sql.match(/FROM \(SELECT '([^']*)' AS value\)/)[1]}));assert.throws(()=>verifyState(plan.manifest,[]));chunks[0].value='A'+chunks[0].value.slice(1);assert.throws(()=>verifyState(plan.manifest,chunks));});
 test('KV/R2 plans keep immutable names; helper does not claim remote save',async()=>{const {config}=await fixture();const state=await captureState(config);for(const backend of ['kv','r2']){const p=storagePlan(state,{backend});assert.equal(p.status,'prepared-not-saved');assert.ok(p.commit.key.endsWith('/manifest.json'));assert.deepEqual(verifyState(p.manifest,p.writes.map((w,i)=>({ordinal:i,value:w.value}))),state);}assert.equal((await exportCloudflare(config)).status,'prepared-not-saved');});
 test.after(async()=>fs.rm(root,{recursive:true,force:true}));
 
@@ -21,3 +21,11 @@ for plan in p:
  for w in plan['writes']:db.execute(w['sql'])
  db.execute(plan['commit']['sql'])
 print(json.dumps([json.loads(db.execute(plan['readManifest']['sql']).fetchone()[0])['skillId'] for plan in p]))`],{input:JSON.stringify(plans),encoding:'utf8'});assert.equal(result.status,0,result.stderr);assert.deepEqual(JSON.parse(result.stdout),['alpha','beta']);});
+test('D1 refuses a truncated transfer before committing its checkpoint',async()=>{const {config}=await fixture();const p=storagePlan(await captureState(config));p.writes[0].sql=p.writes[0].sql.replace(/FROM \(SELECT '([^']*)' AS value\)/,(_,v)=>`FROM (SELECT '${v.slice(4)}' AS value)`);const result=spawnSync('python3',['-c',`import json,sqlite3,sys
+p=json.load(sys.stdin);d=sqlite3.connect(':memory:')
+for q in p['setup']:d.execute(q)
+for w in p['writes']:d.execute(w['sql'])
+d.execute(p['commit']['sql'])
+print(d.execute('select count(*) from skill_loop_checkpoints').fetchone()[0])`],{input:JSON.stringify(p),encoding:'utf8'});assert.equal(result.status,0,result.stderr);assert.equal(result.stdout.trim(),'0');});
+test('new layout preserves old receipt reads without reusing old storage keys',async()=>{const {config}=await fixture();const state=await captureState(config),p=storagePlan(state,{skillId:'legacy'});const value=p.writes.map(w=>w.sql.match(/FROM \(SELECT '([^']*)' AS value\)/)[1]).join('');assert.ok(value.length>3000&&value.length<=48000);const {createHash}=await import('node:crypto');const old={...p.manifest,version:1,chunks:[{ordinal:0,sha256:createHash('sha256').update(value).digest('hex')}]};assert.deepEqual(verifyState(old,[{ordinal:0,value}]),state);assert.ok(p.commit.sql.includes('v2:legacy:'));assert.ok(storagePlan(state,{backend:'r2'}).commit.key.startsWith('skill-loop/v2/'));});
+test('accepted large incompressible export verifies beyond the old 3000-chunk limit',async()=>{const {config}=await fixture();const state=await captureState(config);const {randomBytes,createHash}=await import('node:crypto');const bytes=randomBytes(7_000_000);state.files.push({path:'package/large.bin',sha256:createHash('sha256').update(bytes).digest('hex'),bytes:bytes.length,mode:420,data:bytes.toString('base64')});assert.throws(()=>storagePlan(state,{backend:'d1'}),/safe native-connector transfer/);const p=storagePlan(state,{backend:'r2'});assert.ok(p.writes.length>3000);assert.deepEqual(verifyState(p.manifest,p.writes.map((w,ordinal)=>({ordinal,value:w.value}))),state);});

From c63f42f3be697511780b4c8526b0c45f1dcc471b Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 22:59:43 -0500
Subject: [PATCH 10/20] Encode repetitive storage payloads deterministically
 and bound readback expansion

---
 plugins/skill-loop/scripts/cloudflare-codec.mjs    |  9 +++++++++
 plugins/skill-loop/scripts/cloudflare-state.mjs    |  8 +++++---
 plugins/skill-loop/scripts/history-artifact.mjs    |  2 +-
 plugins/skill-loop/storage/cloudflare/README.md    |  6 ++++++
 plugins/skill-loop/tests/cloudflare-codec.test.mjs |  2 ++
 plugins/skill-loop/tests/cloudflare-state.test.mjs | 10 ++++++----
 6 files changed, 29 insertions(+), 8 deletions(-)
 create mode 100644 plugins/skill-loop/scripts/cloudflare-codec.mjs
 create mode 100644 plugins/skill-loop/tests/cloudflare-codec.test.mjs

diff --git a/plugins/skill-loop/scripts/cloudflare-codec.mjs b/plugins/skill-loop/scripts/cloudflare-codec.mjs
new file mode 100644
index 0000000..377c5b7
--- /dev/null
+++ b/plugins/skill-loop/scripts/cloudflare-codec.mjs
@@ -0,0 +1,9 @@
+const quote=s=>"'"+s.replaceAll("'","''")+"'";
+export function parts(value){
+ const out=[];let end=0;const literals=s=>{for(let i=0;ip.repeat===1?quote(p.value):`replace(hex(zeroblob(${p.repeat})),'00',${quote(p.value)})`).join(' || ')||"''";}
+export function readColumns(value){let offset=1;const expressions=[],checks=[`length(value)=${value.length}`];for(const p of parts(value)){expressions.push(`json_object('value',substr(value,${offset},${p.value.length}),'repeat',${p.repeat})`);if(p.repeat>1)checks.push(`substr(value,${offset},${p.value.length*p.repeat})=replace(hex(zeroblob(${p.repeat})),'00',substr(value,${offset},${p.value.length}))`);offset+=p.value.length*p.repeat;}return `json_array(${expressions.join(',')}) AS segments,length(value) AS length,(${checks.join(' AND ')}) AS complete`;}
+export function decodeChunk(chunk,max){if(typeof chunk.value==='string')return chunk.value;const segments=typeof chunk.segments==='string'?JSON.parse(chunk.segments):chunk.segments;if(!Array.isArray(segments)||segments.length>max||![1,true].includes(chunk.complete))throw Error('Incomplete segment readback');let value='';for(const p of segments){if(typeof p.value!=='string'||!Number.isInteger(p.repeat)||p.repeat<1||p.repeat>max||value.length+p.value.length*p.repeat>max)throw Error('Invalid segment readback');value+=p.value.repeat(p.repeat)}if(value.length!==chunk.length)throw Error('Segment readback length mismatch');return value;}
diff --git a/plugins/skill-loop/scripts/cloudflare-state.mjs b/plugins/skill-loop/scripts/cloudflare-state.mjs
index c4bec80..d0d1af1 100644
--- a/plugins/skill-loop/scripts/cloudflare-state.mjs
+++ b/plugins/skill-loop/scripts/cloudflare-state.mjs
@@ -1,3 +1,4 @@
+import {sqlValue,readColumns,decodeChunk} from './cloudflare-codec.mjs';
 // Prepare exact storage operations for the user's existing Cloudflare connector.
 // No credentials, network calls, or cloud-account provisioning happen here.
 import {promises as fs} from 'node:fs';
@@ -39,15 +40,16 @@ export function storagePlan(state,{backend='d1',skillId='my-skill'}={}){
  const manifest={format:'skill-loop-cloudflare-checkpoint',version:2,id,skillId,createdAt:new Date().toISOString(),encoding:'gzip-base64',bytes:compressed.length,rawBytes:raw.length,contentHash:digest(raw),chunks:chunks.map(({ordinal,sha256})=>({ordinal,sha256})),files:state.files.length,excluded:state.excluded,coverage:state.coverage};
  if(backend==='d1'&&Buffer.byteLength(JSON.stringify(manifest),'utf8')>2400)throw Error('D1 checkpoint manifest exceeds the safe native-connector transfer size. Use a file-capable storage adapter for this package; nothing was saved.');
  const namespace='skill-loop/v2/'+skillId+'/'+id;const checkpointKey='v2:'+skillId+':'+id;
- const writes=backend==='d1'?chunks.map(c=>({sql:`INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) SELECT ${quote(checkpointKey)},${c.ordinal},${quote(c.sha256)},value FROM (SELECT ${quote(c.value)} AS value) WHERE length(value)=${c.value.length};`})):chunks.map(c=>({key:namespace+'/chunk-'+String(c.ordinal).padStart(6,'0'),value:c.value}));
+ const writes=backend==='d1'?chunks.map(c=>({sql:`INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) SELECT ${quote(checkpointKey)},${c.ordinal},${quote(c.sha256)},value FROM (SELECT ${sqlValue(c.value)} AS value) WHERE length(value)=${c.value.length};`})):chunks.map(c=>({key:namespace+'/chunk-'+String(c.ordinal).padStart(6,'0'),value:c.value}));
  const commit=backend==='d1'?{sql:`INSERT OR IGNORE INTO skill_loop_checkpoints(id,skill_id,created_at,manifest,chunks) SELECT ${quote(checkpointKey)},${quote(skillId)},${quote(manifest.createdAt)},${quote(JSON.stringify(manifest))},${chunks.length} WHERE (SELECT COUNT(*) FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)})=${chunks.length};`}:{key:namespace+'/manifest.json',value:JSON.stringify(manifest)};
- const reads=backend==='d1'?chunks.map(c=>({sql:`SELECT ordinal,sha256,value FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)} AND ordinal=${c.ordinal};`})):writes.map(x=>({key:x.key}));
+ const reads=backend==='d1'?chunks.map(c=>({sql:`SELECT ordinal,sha256,${readColumns(chunks[c.ordinal].value)} FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=${quote(checkpointKey)} AND ordinal=${c.ordinal};`})):writes.map(x=>({key:x.key}));
+ if(backend==='d1'&&[...writes,commit,...reads].some(q=>Buffer.byteLength(q.sql,'utf8')>4000))throw Error('D1 operation exceeds native-connector transfer budget; use a file-capable adapter.');
  return {version:1,backend,manifest,setup:backend==='d1'?schema:[],writes,commit,reads,readManifest:backend==='d1'?{sql:`SELECT manifest FROM skill_loop_checkpoints WHERE id=${quote(checkpointKey)};`}:{key:commit.key},list:backend==='d1'?{sql:`SELECT id,skill_id,created_at,chunks FROM skill_loop_checkpoints WHERE skill_id=${quote(skillId)} ORDER BY created_at DESC;`}:{prefix:'skill-loop/v2/'+skillId+'/'},status:'prepared-not-saved',verification:'Read back the manifest and EVERY chunk through the same connector, then run cloudflare-verify. Only then report saved. KV may require delayed readback; do not overwrite mutable latest-state keys. R2 requires object write/read, not only bucket management.'};
 }
 export function verifyState(manifest,returnedChunks){
  if(manifest?.format!=='skill-loop-cloudflare-checkpoint'||![1,2].includes(manifest.version)||!Array.isArray(manifest.chunks)||manifest.chunks.length>30000||!Number.isInteger(manifest.rawBytes)||manifest.rawBytes<1||manifest.rawBytes>100_000_000||!Number.isInteger(manifest.bytes)||manifest.bytes<1||manifest.bytes>100_000_000||!Array.isArray(returnedChunks)||returnedChunks.length!==manifest.chunks.length)throw Error('Incomplete or invalid checkpoint manifest');
  const chunks=[...returnedChunks].sort((a,b)=>a.ordinal-b.ordinal);
- let encoded='';for(let i=0;i(manifest.version===1?48000:chunkSize)||digest(c.value)!==m.sha256)throw Error('Cloud storage readback mismatch');if(encoded.length+c.value.length>Math.ceil(manifest.bytes/3)*4)throw Error('Encoded checkpoint exceeds manifest size');encoded+=c.value;}
+ let encoded='';for(let i=0;i(manifest.version===1?48000:chunkSize)||digest(c.value)!==m.sha256)throw Error('Cloud storage readback mismatch');if(encoded.length+c.value.length>Math.ceil(manifest.bytes/3)*4)throw Error('Encoded checkpoint exceeds manifest size');encoded+=c.value;}
  const data=Buffer.from(encoded,'base64');if(data.toString('base64')!==encoded||data.length!==manifest.bytes||digest(data)!==manifest.id)throw Error('Checkpoint identity mismatch');
  const raw=gunzipSync(data,{maxOutputLength:100_000_000});if(raw.length!==manifest.rawBytes||digest(raw)!==manifest.contentHash)throw Error('Decompressed state identity mismatch');
  const state=JSON.parse(raw);if(state.format!=='skill-loop-cloudflare-state'||state.version!==1||!Array.isArray(state.files)||state.files.length>5000||!safe(state.entry))throw Error('Unsupported stored state');
diff --git a/plugins/skill-loop/scripts/history-artifact.mjs b/plugins/skill-loop/scripts/history-artifact.mjs
index 2a8def8..c1d46b0 100644
--- a/plugins/skill-loop/scripts/history-artifact.mjs
+++ b/plugins/skill-loop/scripts/history-artifact.mjs
@@ -3,6 +3,6 @@ const esc=s=>s.replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'&q
 export function historyArtifact(evidence){
  const raw=JSON.stringify({format:'skill-loop-qa-history',version:1,evidence,coverage:'Saved QA evidence and versions represented in this report; not a full restorable package. Unsaved in-page draft edits and revision notes are not included.'}).replace(//g,'\\u003e').replace(/&/g,'\\u0026');
  const hash=createHash('sha256').update(raw).digest('hex');
- const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Compress in code and transfer chunks of at most 3000 characters, validating stored lengths. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
+ const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Compress in code and transfer chunks of at most 3000 characters, validating stored lengths. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Use the storage guide’s deterministic SQL repetition encoding and bounded segmented readback; never manually expand repeated payload strings. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
  return `
Save My History
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
 }
diff --git a/plugins/skill-loop/storage/cloudflare/README.md b/plugins/skill-loop/storage/cloudflare/README.md
index 150f34e..17bc6ed 100644
--- a/plugins/skill-loop/storage/cloudflare/README.md
+++ b/plugins/skill-loop/storage/cloudflare/README.md
@@ -23,3 +23,9 @@ The installed Cloudflare Developer Platform connector was tested for D1 SQL acce
 ## Native connector transfer capacity
 
 New checkpoints use layout version 2 and separate storage keys, with 3,000-character chunks and SQL length guards. Version-1 receipts remain readable. The D1 exporter rejects manifests over 2,400 UTF-8 bytes before returning a plan; large packages need a file-capable adapter. This limit is explicit because large model-mediated SQL arguments failed integrity checks in rehearsal. A prepared KV/R2 plan is not proof of a working content adapter. Do not promise that arbitrary-sized packages can be saved through the native connector.
+
+## Exact transfer through model-mediated tools
+
+Use the generated SQL from `cloudflare-export`, including its repetition expressions and segmented readback queries. Repeated base64 must not be manually expanded: SQL reconstructs it with `replace(hex(zeroblob(count)),'00',pattern)`. Readback returns actual stored literal segments and repetition patterns, with a database check that the entire repeated span matches. `cloudflare-verify` expands these bounded segments and checks hashes against the manifest. A length match alone is insufficient. Commit only after all returned bytes verify.
+
+For QA-only HTML snapshots, apply the same mechanical encoding in code. If a chunk cannot be transferred exactly, stop with an unverified result. Never infer success from generated SQL or a model's reconstruction of the source.
diff --git a/plugins/skill-loop/tests/cloudflare-codec.test.mjs b/plugins/skill-loop/tests/cloudflare-codec.test.mjs
new file mode 100644
index 0000000..af30f82
--- /dev/null
+++ b/plugins/skill-loop/tests/cloudflare-codec.test.mjs
@@ -0,0 +1,2 @@
+import test from 'node:test';import assert from 'node:assert/strict';import {spawnSync} from 'node:child_process';import {sqlValue,readColumns,decodeChunk} from '../scripts/cloudflare-codec.mjs';
+test('SQL expands repetitions and bounded readback reconstructs actual stored bytes',()=>{for(const value of ["prefix"+'68rYdeduOvG1H3rYjb9uRt'.repeat(110)+'suffix',"q'uote".repeat(90),'x'.repeat(3000),'random-ish-unique']){const sql=`SELECT ${readColumns(value)} FROM (SELECT ${sqlValue(value)} AS value)`;const r=spawnSync('python3',['-c',"import sys,sqlite3,json;d=sqlite3.connect(':memory:');d.row_factory=sqlite3.Row;print(json.dumps(dict(d.execute(sys.stdin.read()).fetchone())))"],{input:sql,encoding:'utf8'});assert.equal(r.status,0,r.stderr);const row=JSON.parse(r.stdout);assert.equal(decodeChunk(row,3000),value);assert.throws(()=>decodeChunk({...row,complete:0},3000));if(value.length>2000)assert.ok(sqlValue(value).length<500)}});
diff --git a/plugins/skill-loop/tests/cloudflare-state.test.mjs b/plugins/skill-loop/tests/cloudflare-state.test.mjs
index 44fac9b..bcc097d 100644
--- a/plugins/skill-loop/tests/cloudflare-state.test.mjs
+++ b/plugins/skill-loop/tests/cloudflare-state.test.mjs
@@ -9,8 +9,8 @@ import {init} from '../scripts/cli.mjs';
 import {run,baseline} from '../scripts/engine.mjs';
 const root=await fs.mkdtemp(join(tmpdir(),'skill-loop-cloudflare-test-'));
 async function fixture(){const dir=join(root,crypto.randomUUID());const {config}=await init(dir,{rules:true});const r=await run(config);await baseline(config,r.id);await fs.mkdir(join(dir,'assets'));await fs.writeFile(join(dir,'assets/blob.bin'),Buffer.from([0,255,32,1]));const c=JSON.parse(await fs.readFile(config));c.package={root:'.'};await fs.writeFile(config,JSON.stringify(c));return {dir,config};}
-test('D1 SQL round-trip reconstructs complete current package bytes and history without executing config',async()=>{const {dir,config}=await fixture();const state=await captureState(config),plan=storagePlan(state,{skillId:'workshop-demo'});const result=spawnSync('python3',['-c',`import json,sqlite3,sys\np=json.load(sys.stdin);db=sqlite3.connect(':memory:')\nfor q in p['setup']:db.execute(q)\nfor w in p['writes']:db.execute(w['sql'])\ndb.execute(p['commit']['sql']);db.execute(p['commit']['sql'])\nm=json.loads(db.execute(p['readManifest']['sql']).fetchone()[0]);rows=db.execute('select ordinal,value from skill_loop_checkpoint_chunks order by ordinal').fetchall()\nprint(json.dumps({'manifest':m,'chunks':[{'ordinal':i,'value':v} for i,v in rows]}))`],{input:JSON.stringify(plan),encoding:'utf8'});assert.equal(result.status,0,result.stderr);const receipt=JSON.parse(result.stdout),restored=verifyState(receipt.manifest,receipt.chunks);assert.deepEqual(restored,state);assert.ok(state.files.some(f=>f.path==='state/baseline.json'));const path=join(root,crypto.randomUUID()+'.json');await fs.writeFile(path,result.stdout);const dest=join(root,crypto.randomUUID());await restoreCloudflare(path,dest);assert.deepEqual(await fs.readFile(join(dest,'package/assets/blob.bin')),await fs.readFile(join(dir,'assets/blob.bin')));assert.deepEqual(await fs.readFile(join(dest,'state/baseline.json')),await fs.readFile(join(dir,'.skill-loop/baseline.json')));assert.equal(JSON.parse(await fs.readFile(join(dest,'skill-loop.json'))).runner.command,undefined);await assert.rejects(()=>restoreCloudflare(path,dest));});
-test('missing or corrupted cloud readbacks cannot be reported verified',async()=>{const {config}=await fixture();const plan=storagePlan(await captureState(config));const chunks=plan.writes.map((w,i)=>({ordinal:i,value: w.sql.match(/FROM \(SELECT '([^']*)' AS value\)/)[1]}));assert.throws(()=>verifyState(plan.manifest,[]));chunks[0].value='A'+chunks[0].value.slice(1);assert.throws(()=>verifyState(plan.manifest,chunks));});
+test('D1 SQL round-trip reconstructs complete current package bytes and history without executing config',async()=>{const {dir,config}=await fixture();const state=await captureState(config),plan=storagePlan(state,{skillId:'workshop-demo'});const result=spawnSync('python3',['-c',`import json,sqlite3,sys\np=json.load(sys.stdin);db=sqlite3.connect(':memory:')\nfor q in p['setup']:db.execute(q)\nfor w in p['writes']:db.execute(w['sql'])\ndb.execute(p['commit']['sql']);db.execute(p['commit']['sql'])\nm=json.loads(db.execute(p['readManifest']['sql']).fetchone()[0]);db.row_factory=sqlite3.Row;rows=[dict(db.execute(q['sql']).fetchone()) for q in p['reads']]\nprint(json.dumps({'manifest':m,'chunks':rows}))`],{input:JSON.stringify(plan),encoding:'utf8'});assert.equal(result.status,0,result.stderr);const receipt=JSON.parse(result.stdout),restored=verifyState(receipt.manifest,receipt.chunks);assert.deepEqual(restored,state);assert.ok(state.files.some(f=>f.path==='state/baseline.json'));const path=join(root,crypto.randomUUID()+'.json');await fs.writeFile(path,result.stdout);const dest=join(root,crypto.randomUUID());await restoreCloudflare(path,dest);assert.deepEqual(await fs.readFile(join(dest,'package/assets/blob.bin')),await fs.readFile(join(dir,'assets/blob.bin')));assert.deepEqual(await fs.readFile(join(dest,'state/baseline.json')),await fs.readFile(join(dir,'.skill-loop/baseline.json')));assert.equal(JSON.parse(await fs.readFile(join(dest,'skill-loop.json'))).runner.command,undefined);await assert.rejects(()=>restoreCloudflare(path,dest));});
+test('missing or corrupted cloud readbacks cannot be reported verified',async()=>{const {config}=await fixture();const plan=storagePlan(await captureState(config));const chunks=storagePlan(await captureState(config),{backend:'r2'}).writes.map((w,i)=>({ordinal:i,value:w.value}));assert.throws(()=>verifyState(plan.manifest,[]));chunks[0].value='A'+chunks[0].value.slice(1);assert.throws(()=>verifyState(plan.manifest,chunks));});
 test('KV/R2 plans keep immutable names; helper does not claim remote save',async()=>{const {config}=await fixture();const state=await captureState(config);for(const backend of ['kv','r2']){const p=storagePlan(state,{backend});assert.equal(p.status,'prepared-not-saved');assert.ok(p.commit.key.endsWith('/manifest.json'));assert.deepEqual(verifyState(p.manifest,p.writes.map((w,i)=>({ordinal:i,value:w.value}))),state);}assert.equal((await exportCloudflare(config)).status,'prepared-not-saved');});
 test.after(async()=>fs.rm(root,{recursive:true,force:true}));
 
@@ -21,11 +21,13 @@ for plan in p:
  for w in plan['writes']:db.execute(w['sql'])
  db.execute(plan['commit']['sql'])
 print(json.dumps([json.loads(db.execute(plan['readManifest']['sql']).fetchone()[0])['skillId'] for plan in p]))`],{input:JSON.stringify(plans),encoding:'utf8'});assert.equal(result.status,0,result.stderr);assert.deepEqual(JSON.parse(result.stdout),['alpha','beta']);});
-test('D1 refuses a truncated transfer before committing its checkpoint',async()=>{const {config}=await fixture();const p=storagePlan(await captureState(config));p.writes[0].sql=p.writes[0].sql.replace(/FROM \(SELECT '([^']*)' AS value\)/,(_,v)=>`FROM (SELECT '${v.slice(4)}' AS value)`);const result=spawnSync('python3',['-c',`import json,sqlite3,sys
+test('D1 refuses a truncated transfer before committing its checkpoint',async()=>{const {config}=await fixture();const p=storagePlan(await captureState(config));p.writes[0].sql=p.writes[0].sql.replace(' AS value)'," || 'x' AS value)");const result=spawnSync('python3',['-c',`import json,sqlite3,sys
 p=json.load(sys.stdin);d=sqlite3.connect(':memory:')
 for q in p['setup']:d.execute(q)
 for w in p['writes']:d.execute(w['sql'])
 d.execute(p['commit']['sql'])
 print(d.execute('select count(*) from skill_loop_checkpoints').fetchone()[0])`],{input:JSON.stringify(p),encoding:'utf8'});assert.equal(result.status,0,result.stderr);assert.equal(result.stdout.trim(),'0');});
-test('new layout preserves old receipt reads without reusing old storage keys',async()=>{const {config}=await fixture();const state=await captureState(config),p=storagePlan(state,{skillId:'legacy'});const value=p.writes.map(w=>w.sql.match(/FROM \(SELECT '([^']*)' AS value\)/)[1]).join('');assert.ok(value.length>3000&&value.length<=48000);const {createHash}=await import('node:crypto');const old={...p.manifest,version:1,chunks:[{ordinal:0,sha256:createHash('sha256').update(value).digest('hex')}]};assert.deepEqual(verifyState(old,[{ordinal:0,value}]),state);assert.ok(p.commit.sql.includes('v2:legacy:'));assert.ok(storagePlan(state,{backend:'r2'}).commit.key.startsWith('skill-loop/v2/'));});
+test('new layout preserves old receipt reads without reusing old storage keys',async()=>{const {config}=await fixture();const state=await captureState(config),p=storagePlan(state,{skillId:'legacy'});const value=storagePlan(state,{backend:'r2'}).writes.map(w=>w.value).join('');assert.ok(value.length>3000&&value.length<=48000);const {createHash}=await import('node:crypto');const old={...p.manifest,version:1,chunks:[{ordinal:0,sha256:createHash('sha256').update(value).digest('hex')}]};assert.deepEqual(verifyState(old,[{ordinal:0,value}]),state);assert.ok(p.commit.sql.includes('v2:legacy:'));assert.ok(storagePlan(state,{backend:'r2'}).commit.key.startsWith('skill-loop/v2/'));});
 test('accepted large incompressible export verifies beyond the old 3000-chunk limit',async()=>{const {config}=await fixture();const state=await captureState(config);const {randomBytes,createHash}=await import('node:crypto');const bytes=randomBytes(7_000_000);state.files.push({path:'package/large.bin',sha256:createHash('sha256').update(bytes).digest('hex'),bytes:bytes.length,mode:420,data:bytes.toString('base64')});assert.throws(()=>storagePlan(state,{backend:'d1'}),/safe native-connector transfer/);const p=storagePlan(state,{backend:'r2'});assert.ok(p.writes.length>3000);assert.deepEqual(verifyState(p.manifest,p.writes.map((w,ordinal)=>({ordinal,value:w.value}))),state);});
+
+test('segmented readback expansion stops at the manifest byte budget',()=>{const manifest={format:'skill-loop-cloudflare-checkpoint',version:1,bytes:1,rawBytes:1,chunks:[{ordinal:0,sha256:'invalid'}]};assert.throws(()=>verifyState(manifest,[{ordinal:0,segments:[{value:'A',repeat:48000}],length:48000,complete:1}]),/Invalid segment/);});

From 3c54b8b18397c9e6885aab38cc3900032be0375a Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Wed, 9 Sep 2026 23:14:03 -0500
Subject: [PATCH 11/20] Require actual fetched bytes for cloud verification
 receipts

---
 plugins/skill-loop/storage/cloudflare/README.md | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/plugins/skill-loop/storage/cloudflare/README.md b/plugins/skill-loop/storage/cloudflare/README.md
index 17bc6ed..ceb8d27 100644
--- a/plugins/skill-loop/storage/cloudflare/README.md
+++ b/plugins/skill-loop/storage/cloudflare/README.md
@@ -29,3 +29,5 @@ New checkpoints use layout version 2 and separate storage keys, with 3,000-chara
 Use the generated SQL from `cloudflare-export`, including its repetition expressions and segmented readback queries. Repeated base64 must not be manually expanded: SQL reconstructs it with `replace(hex(zeroblob(count)),'00',pattern)`. Readback returns actual stored literal segments and repetition patterns, with a database check that the entire repeated span matches. `cloudflare-verify` expands these bounded segments and checks hashes against the manifest. A length match alone is insufficient. Commit only after all returned bytes verify.
 
 For QA-only HTML snapshots, apply the same mechanical encoding in code. If a chunk cannot be transferred exactly, stop with an unverified result. Never infer success from generated SQL or a model's reconstruction of the source.
+
+A stored `sha256` column is only an expected value, not a database-computed hash. Matching that column and a length does **not** verify content. Hash every actual fetched chunk (or reconstruct from actual fetched segments plus a successful database content-equality check). Never substitute original/source chunk values into a readback receipt or its final hash calculation. If actual readback cannot be completed, label the save unverified even if writes succeeded.

From 3304ac054396442e78b937270d921bdb5860270c Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 08:25:01 -0500
Subject: [PATCH 12/20] Support flexible skill formats and source-grounded
 initial checks

---
 plugins/skill-loop/chat/SKILL.md              | 27 +++++++++++++++++++
 plugins/skill-loop/scripts/inventory.mjs      | 11 ++++----
 plugins/skill-loop/scripts/package.mjs        | 10 +++----
 plugins/skill-loop/skills/skill-loop/SKILL.md | 27 +++++++++++++++++++
 plugins/skill-loop/tests/package.test.mjs     |  7 ++++-
 5 files changed, 71 insertions(+), 11 deletions(-)

diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index fd8b42c..3fe9d3f 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -134,3 +134,30 @@ never reconstruct QA JSON from pasted text. Use the participant's confirmed D1
 through Cloudflare Developer Platform, and verify full readback before saying saved.
 The first QA run does not require a connector. This is a guided chat handoff, not
 an automatic background save. Keep the HTML available for a later save request.
+
+
+## Tolerant intake and initial checks
+
+Assess every readable skill, even without YAML frontmatter, standard headings,
+or a canonical filename. Accept plain instructions, Markdown, text, and uploaded
+package contents. Preserve original bytes and paths; create a separate working
+interpretation recording the entrypoint, purpose, inputs, outputs, requirements,
+references, and uncertain assumptions. Do not rewrite the source just to parse it.
+For a custom entrypoint such as README.md, explicitly select package.root so all
+associated files are inventoried. Do not treat every README as a separate skill.
+If multiple plausible entrypoints exist, expose the ambiguity rather than silently
+merging their instructions. Resolve readable references within the selected package;
+list inaccessible or unsupported components while continuing the accessible checks.
+
+Do not stop at “untested” solely because a suite is absent. Draft a small initial
+suite from explicit requirements: a normal case, a relevant edge case, and an
+observable invariant when applicable. Record the exact QA source for each assertion.
+Label inferred expectations separately and avoid inventing requirements. Run safe,
+isolated cases when the host supports execution, keeping evaluator expectations
+separate from the skill response. Report “initial checks passed” with the actual
+coverage, not full verification. Subjective judgments need review. If requirements
+are too ambiguous to score, ask one focused question and continue other skills.
+Do not execute bundled hooks or external writes merely to discover requirements.
+Retain “untested” only for checks that have not run, with a concrete reason and a
+next-step action. A generated suite is not a run, and a static inspection is not a
+behavioral test. Record the suite/version before establishing a comparable baseline.
diff --git a/plugins/skill-loop/scripts/inventory.mjs b/plugins/skill-loop/scripts/inventory.mjs
index d7e32da..88e18a3 100644
--- a/plugins/skill-loop/scripts/inventory.mjs
+++ b/plugins/skill-loop/scripts/inventory.mjs
@@ -13,13 +13,14 @@ export async function inventory(roots=defaultRoots()) {
     if(seen.has(real))return;seen.add(real);
     if(++visited>10000)throw Error('Inventory exceeds directory limit; choose narrower roots');
     let entries;try{entries=await fs.readdir(real,{withFileTypes:true});}catch(e){unavailable.push({path,reason:e.code});return;}
-    if(entries.some(e=>e.name==='SKILL.md'&&e.isFile())) {
+    const entrypoints=entries.filter(e=>e.isFile()&&/^skill\.(md|markdown|txt)$/i.test(e.name));
+    for(const entrypoint of entrypoints) {
       try {
-        const text=await fs.readFile(join(real,'SKILL.md'),'utf8');
-        const pkg=await packageSnapshot({skill:join(real,'SKILL.md'),base:real});
+        const text=await fs.readFile(join(real,entrypoint.name),'utf8');
+        const pkg=await packageSnapshot({skill:join(real,entrypoint.name),base:real});
         const assessment=await assessPackage({},pkg);
-        skills.push({packageHash:pkg.hash,packageAssessment:assessment,name:text.match(/^name:\s*(.+)$/m)?.[1]?.trim()??real.split('/').at(-1),path:join(real,'SKILL.md'),contentHash:hash(text),effectiveness:'untested',reason:'No task-specific evaluation has been associated with this inventory entry'});
-      }catch(e){unavailable.push({path:join(real,'SKILL.md'),reason:e.code});}
+        skills.push({packageHash:pkg.hash,packageAssessment:assessment,name:text.match(/^name:\s*(.+)$/m)?.[1]?.trim()??real.split('/').at(-1),path:join(real,entrypoint.name),contentHash:hash(text),effectiveness:'untested',reason:'No task-specific evaluation has been associated with this inventory entry'});
+      }catch(e){unavailable.push({path:join(real,entrypoint.name),reason:e.code??e.message});}
     }
     for(const entry of entries)if((entry.isDirectory()||entry.isSymbolicLink())&&!['node_modules','.git','.venv','__pycache__'].includes(entry.name))await walk(join(real,entry.name),depth+1);
   }
diff --git a/plugins/skill-loop/scripts/package.mjs b/plugins/skill-loop/scripts/package.mjs
index 5640f60..5f235f1 100644
--- a/plugins/skill-loop/scripts/package.mjs
+++ b/plugins/skill-loop/scripts/package.mjs
@@ -9,12 +9,12 @@ const within=(root,p)=>p===root||p.startsWith(root+sep);
 const ignored=new Set(['.git','node_modules','.venv','venv','__pycache__','.skill-loop']);
 const support=new Set(['references','reference','resources','scripts','commands','hooks','assets','.claude-plugin','.codex-plugin','package.json','package-lock.json','requirements.txt','pyproject.toml']);
 const secret=n=>/^\.env(?:\.|$)/i.test(n)||/^(credentials|secrets|tokens)(?:\.|$)/i.test(n)||/\.(pem|key)$/i.test(n);
-function kind(path,entry){if(path===entry)return 'instructions';if(/(^|\/)hooks?(\/|\.)/.test(path))return 'hook';if(/(^|\/)commands\//.test(path))return 'command';if(/\.(m?[cj]s|py|sh|bash|ps1)$/i.test(path))return 'script';if(/(package(?:-lock)?\.json|requirements.*\.txt|pyproject\.toml|.*lock)$/.test(path))return 'dependency';if(/\.md$/i.test(path))return 'reference';return 'resource';}
+function kind(path,entry){if(path===entry)return 'instructions';if(/(^|\/)hooks?(\/|\.)/.test(path))return 'hook';if(/(^|\/)commands\//.test(path))return 'command';if(/\.(m?[cj]s|py|sh|bash|ps1)$/i.test(path))return 'script';if(/(package(?:-lock)?\.json|requirements.*\.txt|pyproject\.toml|.*lock)$/.test(path))return 'dependency';if(/\.(md|markdown|txt)$/i.test(path))return 'reference';return 'resource';}
 export async function packageSnapshot(config,{entryText}={}) {
  const skill=await fs.realpath(resolve(config.skill)),entryDir=dirname(skill);
  if(config.package?.mode==='single-file')return {version:1,mode:'single-file',root:entryDir,entry:basename(skill),hash:hash(entryText??await fs.readFile(skill,'utf8')),files:[],issues:[],exclusions:[],coverage:'Explicit single-file mode; associated components are not assessed'};
  let root=config.package?.root?resolve(config.base??entryDir,config.package.root):entryDir;
- if(!config.package?.root&&basename(skill)==='SKILL.md') {
+ if(!config.package?.root&&/^skill\.(md|markdown|txt)$/i.test(basename(skill))) {
   let dir=entryDir;
   for(let i=0;i<4;i++) {
    if(await fs.stat(join(dir,'.claude-plugin/plugin.json')).then(()=>true,()=>false)||await fs.stat(join(dir,'.codex-plugin/plugin.json')).then(()=>true,()=>false)){root=dir;break;}
@@ -25,7 +25,7 @@ export async function packageSnapshot(config,{entryText}={}) {
  root=await fs.realpath(root);
  if(!within(root,await fs.realpath(skill)))throw Error('Skill entrypoint must be inside the package root');
  const entry=relative(root,skill).split(sep).join('/'),files=[],issues=[],exclusions=[],seen=new Set();let bytes=0;
- const whole=!!config.package?.root||basename(skill)==='SKILL.md';
+ const whole=!!config.package?.root||/^skill\.(md|markdown|txt)$/i.test(basename(skill));
  const excluded=await Promise.all([config.suite,config.state,config.configFile,...(config.package?.exclude??[]).map(p=>resolve(root,p))].filter(Boolean).map(async p=>fs.realpath(resolve(p)).catch(()=>resolve(p))));
  async function add(path,force=false,depth=0){
   if(depth>25)throw Error('Package directory depth exceeds 25');
@@ -39,10 +39,10 @@ export async function packageSnapshot(config,{entryText}={}) {
   if(!st.isFile())return;
   if(files.length>=2000||st.size>20_000_000||(bytes+=st.size)>50_000_000)throw Error('Package exceeds assessment limits; select a narrower package root');
   const buf=path===skill&&entryText!==undefined?Buffer.from(entryText):await fs.readFile(path);
-  const isText=!buf.includes(0)&&['.md','.txt','.json','.yaml','.yml','.toml','.js','.mjs','.cjs','.py','.sh','.bash','.ps1','.html','.css','.csv'].includes(extname(path).toLowerCase());
+  const isText=!buf.includes(0)&&['.md','.markdown','.txt','.json','.yaml','.yml','.toml','.js','.mjs','.cjs','.py','.sh','.bash','.ps1','.html','.css','.csv'].includes(extname(path).toLowerCase());
   const content=isText&&buf.length<=200_000?buf.toString('utf8'):undefined;
   files.push({path:rel,kind:kind(rel,entry),sha256:digest(buf),bytes:buf.length,mode:st.mode&0o777,...(content===undefined?{}:{content})});
-  if(content!==undefined&&/\.md$/i.test(path)) {
+  if(content!==undefined&&/\.(md|markdown|txt)$/i.test(path)) {
    const refs=[...content.matchAll(/\]\(([^\s)]+)(?:\s+[^)]*)?\)/g)].map(m=>m[1]);
    for(const m of content.matchAll(/`((?:\.\.?\/|references?\/|resources\/|scripts\/|assets\/|commands\/|hooks\/)[^`\s]+\.[a-z0-9]+)`/gi))refs.push(m[1]);
    for(let ref of refs){if(/^[a-z][a-z\d+.-]*:/i.test(ref)||ref.startsWith('#'))continue;ref=ref.split('#')[0];if(!ref||/[<>{}*]/.test(ref))continue;await add(resolve(dirname(path),ref),true,depth+1);}
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 69e8182..a96885e 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -144,3 +144,30 @@ private save/read, and UI actions have been verified. If no connector is availab
 keep the existing local artifact and export. Setup and limitations are documented
 in storage/chumbo/README.md. The Cloudflare Worker is only a proxy; Chumbo and
 Supabase handle the user's database access. No D1/KV fallback is automatic.
+
+
+## Tolerant intake and initial checks
+
+Assess every readable skill, even without YAML frontmatter, standard headings,
+or a canonical filename. Accept plain instructions, Markdown, text, and uploaded
+package contents. Preserve original bytes and paths; create a separate working
+interpretation recording the entrypoint, purpose, inputs, outputs, requirements,
+references, and uncertain assumptions. Do not rewrite the source just to parse it.
+For a custom entrypoint such as README.md, explicitly select package.root so all
+associated files are inventoried. Do not treat every README as a separate skill.
+If multiple plausible entrypoints exist, expose the ambiguity rather than silently
+merging their instructions. Resolve readable references within the selected package;
+list inaccessible or unsupported components while continuing the accessible checks.
+
+Do not stop at “untested” solely because a suite is absent. Draft a small initial
+suite from explicit requirements: a normal case, a relevant edge case, and an
+observable invariant when applicable. Record the exact QA source for each assertion.
+Label inferred expectations separately and avoid inventing requirements. Run safe,
+isolated cases when the host supports execution, keeping evaluator expectations
+separate from the skill response. Report “initial checks passed” with the actual
+coverage, not full verification. Subjective judgments need review. If requirements
+are too ambiguous to score, ask one focused question and continue other skills.
+Do not execute bundled hooks or external writes merely to discover requirements.
+Retain “untested” only for checks that have not run, with a concrete reason and a
+next-step action. A generated suite is not a run, and a static inspection is not a
+behavioral test. Record the suite/version before establishing a comparable baseline.
diff --git a/plugins/skill-loop/tests/package.test.mjs b/plugins/skill-loop/tests/package.test.mjs
index 8174379..fefbad3 100644
--- a/plugins/skill-loop/tests/package.test.mjs
+++ b/plugins/skill-loop/tests/package.test.mjs
@@ -70,7 +70,7 @@ test('configured component regression blocks otherwise improved behavioral score
  const blocked={...base,packageAssessment:{tests:[{id:'script',status:'untested'}],issues:[]}};assert.equal(compare(blocked,next).status,'needs-component-verification');
 });
 test('custom entry scan discloses root files outside its bounded support scope',async t=>{
- const f=await fixture(t);const custom=join(f.root,'skill.md');await fs.writeFile(custom,'a custom skill');await fs.writeFile(join(f.root,'helper.py'),'print(1)');
+ const f=await fixture(t);const custom=join(f.root,'guide.md');await fs.writeFile(custom,'a custom skill');await fs.writeFile(join(f.root,'helper.py'),'print(1)');
  const p=await packageSnapshot({skill:custom,base:f.root});assert.match(p.coverage,/Custom entrypoint/);assert(p.exclusions.some(x=>x.path==='helper.py'));
 });
 
@@ -81,3 +81,8 @@ test('component checks execute candidate entry bytes rather than the original en
  const candidate=await packageSnapshot(config,{entryText:'INVALID candidate'});assert.equal((await assessPackage(config,candidate,{execute:true})).tests[0].status,'failed');assert(!String(await fs.readFile(join(f.pkg,'skills/example/SKILL.md'))).includes('INVALID'));
  config.package.tests[0].cwd=await fs.realpath(f.pkg);assert.equal((await assessPackage(config,candidate,{execute:true})).tests[0].status,'failed');
 });
+
+ test('case-insensitive skill text entry includes adjacent supporting files',async t=>{
+ const f=await fixture(t);const custom=join(f.root,'Skill.TXT');await fs.writeFile(custom,'Preserve numbers');await fs.writeFile(join(f.root,'helper.py'),'print(1)');
+ const p=await packageSnapshot({skill:custom,base:f.root});assert.match(p.coverage,/Complete selected-root/);assert(p.files.some(x=>x.path==='helper.py'));
+ });

From f436103d447b549b5f946c0d41e706e744d741b8 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 09:34:11 -0500
Subject: [PATCH 13/20] Fix reference traversal depth and classify context
 omissions

---
 plugins/skill-loop/scripts/package.mjs    |  4 ++--
 plugins/skill-loop/tests/package.test.mjs | 13 +++++++++++++
 2 files changed, 15 insertions(+), 2 deletions(-)

diff --git a/plugins/skill-loop/scripts/package.mjs b/plugins/skill-loop/scripts/package.mjs
index 5f235f1..a274fff 100644
--- a/plugins/skill-loop/scripts/package.mjs
+++ b/plugins/skill-loop/scripts/package.mjs
@@ -28,13 +28,13 @@ export async function packageSnapshot(config,{entryText}={}) {
  const whole=!!config.package?.root||/^skill\.(md|markdown|txt)$/i.test(basename(skill));
  const excluded=await Promise.all([config.suite,config.state,config.configFile,...(config.package?.exclude??[]).map(p=>resolve(root,p))].filter(Boolean).map(async p=>fs.realpath(resolve(p)).catch(()=>resolve(p))));
  async function add(path,force=false,depth=0){
-  if(depth>25)throw Error('Package directory depth exceeds 25');
   if(seen.has(path))return;seen.add(path);
   const rel=relative(root,path).split(sep).join('/');
   if(!within(root,path)){issues.push({path:rel,status:'blocked',reason:'Reference leaves the selected package root'});return;}
   if(excluded.some(p=>within(p,path))||ignored.has(basename(path))||secret(basename(path))){exclusions.push({path:rel,reason:'Evaluation state, excluded path, dependency cache, or sensitive filename'});return;}
   const st=await fs.lstat(path).catch(e=>{if(e.code==='ENOENT'){issues.push({path:rel,status:'blocked',reason:'Referenced file is missing'});return null;}throw e;});if(!st)return;
   if(st.isSymbolicLink()){issues.push({path:rel,status:'blocked',reason:'Symlink must be resolved into a reviewed package copy'});return;}
+  if(st.isDirectory()&&rel.split('/').filter(Boolean).length>25){issues.push({path:rel,status:'blocked',reason:'Directory nesting exceeds assessment depth limit; partial inventory retained'});return;}
   if(st.isDirectory()){for(const n of (await fs.readdir(path)).sort()){if(whole||depth>0||force||support.has(n)||resolve(path,n)===skill)await add(join(path,n),force,depth+1);else exclusions.push({path:relative(root,join(path,n)),reason:'Outside the custom-entry support-directory scan; use package.root to include all root files'});}return;}
   if(!st.isFile())return;
   if(files.length>=2000||st.size>20_000_000||(bytes+=st.size)>50_000_000)throw Error('Package exceeds assessment limits; select a narrower package root');
@@ -56,7 +56,7 @@ export async function packageSnapshot(config,{entryText}={}) {
 }
 export function packageContext(pkg) {
  let used=0;
- return {...pkg,root:undefined,files:pkg.files.map(f=>{const content=f.content;if(content===undefined||used+Buffer.byteLength(content)>1_000_000)return {...f,content:undefined,contextStatus:'not-supplied',reason:'Binary, oversized, or context budget exceeded'};used+=Buffer.byteLength(content);return {...f,contextStatus:'supplied'};})};
+ return {...pkg,root:undefined,files:pkg.files.map(f=>{const content=f.content;if(content===undefined||used+Buffer.byteLength(content)>1_000_000)return {...f,content:undefined,contextStatus:'not-supplied',reason:content===undefined?'Binary, unsupported text format, or oversized file; metadata inventoried':'Text context budget exceeded; load on demand',omissionType:content===undefined?'file-content-unavailable':'text-budget',requiresContentReview:['instructions','reference','script','command','hook','dependency'].includes(f.kind)};used+=Buffer.byteLength(content);return {...f,contextStatus:'supplied'};})};
 }
 async function executeSnapshotTest(pkg,test) {
  const copy=await fs.mkdtemp(join(tmpdir(),'skill-loop-component-'));
diff --git a/plugins/skill-loop/tests/package.test.mjs b/plugins/skill-loop/tests/package.test.mjs
index fefbad3..45abb24 100644
--- a/plugins/skill-loop/tests/package.test.mjs
+++ b/plugins/skill-loop/tests/package.test.mjs
@@ -86,3 +86,16 @@ test('component checks execute candidate entry bytes rather than the original en
  const f=await fixture(t);const custom=join(f.root,'Skill.TXT');await fs.writeFile(custom,'Preserve numbers');await fs.writeFile(join(f.root,'helper.py'),'print(1)');
  const p=await packageSnapshot({skill:custom,base:f.root});assert.match(p.coverage,/Complete selected-root/);assert(p.files.some(x=>x.path==='helper.py'));
  });
+
+test('long cyclic reference graph is not directory nesting',async t=>{
+ const f=await fixture(t);
+ for(let i=0;i<35;i++)await fs.writeFile(join(f.pkg,'references',`chain${i}.md`),`[next](chain${(i+1)%35}.md)`);
+ const p=await packageSnapshot({skill:join(f.pkg,'skills/example/SKILL.md'),package:{root:f.pkg}});
+ assert.equal(p.files.filter(x=>x.path.includes('/chain')).length,35);
+ assert(!p.issues.some(x=>x.reason.includes('depth')));
+});
+test('binary assets retain metadata without claiming text review is required',async t=>{
+ const f=await fixture(t);await fs.writeFile(join(f.pkg,'logo.png'),Buffer.from([0,1,2]));
+ const p=packageContext(await packageSnapshot({skill:join(f.pkg,'skills/example/SKILL.md'),package:{root:f.pkg}}));
+ const asset=p.files.find(x=>x.path==='logo.png');assert.equal(asset.contextStatus,'not-supplied');assert.equal(asset.requiresContentReview,false);assert.equal(asset.omissionType,'file-content-unavailable');assert(asset.sha256);
+});

From a1b80723f983e59115a2599ba8bf215bb2c7ab75 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 10:27:52 -0500
Subject: [PATCH 14/20] Add compact QA history save with exact readback
 guidance

---
 plugins/skill-loop/scripts/compact-history.mjs     | 12 ++++++++++++
 plugins/skill-loop/scripts/history-artifact.mjs    |  6 +++++-
 plugins/skill-loop/scripts/report.mjs              |  1 +
 plugins/skill-loop/tests/compact-history.test.mjs  | 14 ++++++++++++++
 plugins/skill-loop/tests/history-artifact.test.mjs |  2 +-
 5 files changed, 33 insertions(+), 2 deletions(-)
 create mode 100644 plugins/skill-loop/scripts/compact-history.mjs
 create mode 100644 plugins/skill-loop/tests/compact-history.test.mjs

diff --git a/plugins/skill-loop/scripts/compact-history.mjs b/plugins/skill-loop/scripts/compact-history.mjs
new file mode 100644
index 0000000..8d94012
--- /dev/null
+++ b/plugins/skill-loop/scripts/compact-history.mjs
@@ -0,0 +1,12 @@
+import {createHash} from 'node:crypto';
+export function compactHistory(evidence){
+ const r=evidence.saved??{};
+ const text=(v,n=100)=>String(v??'').slice(0,n);
+ const failed=(r.checks??[]).filter(x=>x.pass===false||x.passed===false);
+ const proposals=evidence.proposals??[];
+ const record={format:'skill-loop-qa-summary',version:1,runId:text(r.id),createdAt:text(r.createdAt),skill:text(r.skillPath?.split('/').pop()??'unknown'),skillHash:text(r.skillHash,64),packageHash:text(r.packageHash,64),passed:r.passed??null,total:r.total??null,score:r.score??null,drift:text(r.comparison?.status??'not-assessed'),qaSource:text(r.qaSource?.title),failedCheckCount:failed.length,findings:failed.slice(0,3).map(x=>text(x.reason??x.message??x.id??x.caseId??'Failed check',80)),reviewCount:proposals.length,reviews:proposals.slice(0,3).map(p=>({id:text(p.id,64),status:text(p.status??'pending',30)})),scope:'Compact QA summary only. Source files, outputs, full findings, drafts, and package restoration are excluded.'};
+ const raw=JSON.stringify(record);if(Buffer.byteLength(raw)>2200)throw Error('Compact summary exceeds 2200 bytes');
+ const id=createHash('sha256').update(raw).digest('hex');
+ const q=s=>"'"+s.replaceAll("'","''")+"'";
+ return {record,raw,id,setup:'CREATE TABLE IF NOT EXISTS skill_loop_qa_summaries (id TEXT PRIMARY KEY, document TEXT NOT NULL);',write:`INSERT OR IGNORE INTO skill_loop_qa_summaries(id,document) VALUES (${q(id)},${q(raw)});`,read:`SELECT id,document FROM skill_loop_qa_summaries WHERE id=${q(id)};`};
+}
diff --git a/plugins/skill-loop/scripts/history-artifact.mjs b/plugins/skill-loop/scripts/history-artifact.mjs
index c1d46b0..cde99a1 100644
--- a/plugins/skill-loop/scripts/history-artifact.mjs
+++ b/plugins/skill-loop/scripts/history-artifact.mjs
@@ -1,8 +1,12 @@
+import {compactHistory} from './compact-history.mjs';
 import {createHash} from 'node:crypto';
 const esc=s=>s.replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c]));
 export function historyArtifact(evidence){
+ const compact=compactHistory(evidence);
+ const summaryRequest=`Save the compact QA summary from this attached report through Cloudflare Developer Platform to my confirmed D1 database. Read script#skill-loop-compact-history as text in code execution without executing HTML. Parse its plan. Execute plan.setup, then plan.write, then plan.read through the connector. Compare the fetched document byte-for-byte with plan.raw and compute its UTF-8 SHA256; it must equal plan.id. INSERT OR IGNORE preserves existing records. If any mismatch or unavailable file occurs, report NOT VERIFIED and stop. Do not claim saved based on a tool success or stored hash alone. Return the verified record ID and retrieval SQL. This saves a compact QA summary, not full findings, source files or a restorable skill package. Do not use compression or chunked transfer for this option.`;
+ const summaryPanel=`
Save My History
Quick save: compact QA results, version fingerprints, and recorded review status. Full outputs, files, drafts, and package backup are excluded.
Cloudflare summary save
Copy this request into Claude with this report attached. Connect Cloudflare Developer Platform and choose your D1 database.
Not saved yet. Success requires actual readback verification.
`;
  const raw=JSON.stringify({format:'skill-loop-qa-history',version:1,evidence,coverage:'Saved QA evidence and versions represented in this report; not a full restorable package. Unsaved in-page draft edits and revision notes are not included.'}).replace(//g,'\\u003e').replace(/&/g,'\\u0026');
  const hash=createHash('sha256').update(raw).digest('hex');
  const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Compress in code and transfer chunks of at most 3000 characters, validating stored lengths. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Use the storage guide’s deterministic SQL repetition encoding and bounded segmented readback; never manually expand repeated payload strings. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
- return `
Save My History
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
+ return summaryPanel+`
Detailed history · advanced
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
 }
diff --git a/plugins/skill-loop/scripts/report.mjs b/plugins/skill-loop/scripts/report.mjs
index 57aa7df..96e6f68 100644
--- a/plugins/skill-loop/scripts/report.mjs
+++ b/plugins/skill-loop/scripts/report.mjs
@@ -23,6 +23,7 @@ export async function report(file) {
   :root{color-scheme:dark;--bg:#0a0908;--surface:#141210;--surface-2:#1c1815;--line:#2b2620;--text:#f5efe6;--text-dim:#8c8478;--gold:#d9a441;--gold-dim:#a67d33;--mono:'IBM Plex Mono','SF Mono',Consolas,monospace;--sans:'IBM Plex Sans',-apple-system,Helvetica,Arial,sans-serif}*{box-sizing:border-box}body{background:var(--bg);color:var(--text);font:16px/1.55 var(--sans);margin:0}main{max-width:1050px;margin:auto;padding:35px 22px}h1{font:600 clamp(32px,5vw,52px)/1.08 var(--mono);letter-spacing:-.01em;margin:20px 0;max-width:20ch}h1 span{color:var(--gold)}h2{font:600 clamp(22px,3vw,30px)/1.25 var(--mono)}.eyebrow{color:var(--gold);letter-spacing:.08em;font:12px var(--mono)} .cards,.versions{display:grid;grid-template-columns:repeat(3,1fr);gap:14px}.card,section{background:var(--surface);border:1px solid var(--line);border-radius:8px;padding:20px;margin:16px 0}.number{font-size:32px;display:block}.muted{color:#b7ada0}.pass{color:#88d3a3}.fail{color:#ffae8e}table{width:100%;border-collapse:collapse}td,th{text-align:left;border-bottom:1px solid var(--line);padding:12px}pre{white-space:pre-wrap;overflow-wrap:anywhere;background:var(--surface-2);padding:18px}.versions{grid-template-columns:1fr 1fr}.scroll{overflow:auto}summary{cursor:pointer}footer{margin-top:32px;color:#b7ada0}@media(max-width:650px){.cards,.versions{grid-template-columns:1fr}.card{margin:0}}.report-brand{display:flex;justify-content:space-between;gap:16px;flex-wrap:wrap;border-bottom:1px solid var(--line);padding:0 0 22px;margin-bottom:40px;font:12px var(--mono)}.report-brand>span:first-child{font-size:16px}.report-brand b{color:var(--gold)}
   
skill-loopORGANIZED AI · WITH JORDAAAN
// QA REVIEW · SAVED EVIDENCE
Test your skills.
Improve with evidence.
Local test evidence · ${esc(s.runner)} · ${esc(r?.createdAt??'No completed run')}

   
Latest score${r?`${r.passed} / ${r.total}`:'—'}
Baseline${s.baseline?`${s.baseline.passed} / ${s.baseline.total}`:'Not saved'}
Effectiveness drift${esc(!r?'Not tested':r.comparison.status==='regression'?'Detected':r.id===s.baseline?.id?'Baseline saved':r.comparison.status==='no-baseline'?'Needs baseline':r.comparison.status==='incomparable'?'Not comparable':'Not detected')}

+  
MORE REPEATABLE OVER TIME
Reduce variation. Detect drift.
Skill Loop aims to make skills more predictable by moving repeatable work into deterministic rules, scripts, and validated output formats wherever practical. The assistant can propose improvements; fixed checks evaluate the results.
Compare revisions against the same QA rules, preserve a baseline, and retest before adopting a change. Repeated live runs are needed to measure output variation. A higher score on one run does not prove reduced variance or prevent future drift.
This report shows the evidence collected for this run. Deterministic or replay checks verify repeatable behavior within their scope; they do not establish reliability for every LLM response.

   ${packageSection}
   ${outputs}
   ${review}
diff --git a/plugins/skill-loop/tests/compact-history.test.mjs b/plugins/skill-loop/tests/compact-history.test.mjs
new file mode 100644
index 0000000..7596f3e
--- /dev/null
+++ b/plugins/skill-loop/tests/compact-history.test.mjs
@@ -0,0 +1,14 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {spawnSync} from 'node:child_process';
+import {createHash} from 'node:crypto';
+import {compactHistory} from '../scripts/compact-history.mjs';
+import {historyArtifact} from '../scripts/history-artifact.mjs';
+test('compact summary roundtrips SQL quotes and excludes private source; duplicate save is immutable',()=>{
+ const p=compactHistory({saved:{id:'demo',skillPath:'/private/skill.md',skill:'SECRET SOURCE',passed:1,total:2,score:50,checks:[{caseId:"quote's case",passed:false}],qaSource:{title:''}},proposals:[{id:'p1',status:'pending'}]});
+ assert.ok(!p.raw.includes('SECRET SOURCE'));assert.equal(p.record.failedCheckCount,1);
+ const r=spawnSync('python3',['-c',"import json,sqlite3,sys;p=json.load(sys.stdin);c=sqlite3.connect(':memory:');c.execute(p['setup']);c.execute(p['write']);c.execute(p['write']);print(json.dumps(c.execute(p['read']).fetchall()))"],{input:JSON.stringify(p),encoding:'utf8'});
+ assert.equal(r.status,0,r.stderr);assert.deepEqual(JSON.parse(r.stdout),[[p.id,p.raw]]);assert.equal(createHash('sha256').update(p.raw).digest('hex'),p.id);
+ const html=historyArtifact({saved:{qaSource:{title:''}}});
+ const embedded=html.match(/id="skill-loop-compact-history">([\s\S]*?)<\/script>/)[1];assert.ok(!embedded.includes(''));assert.equal(JSON.parse(embedded).record.qaSource,'');
+});
diff --git a/plugins/skill-loop/tests/history-artifact.test.mjs b/plugins/skill-loop/tests/history-artifact.test.mjs
index 23feb6d..c42b3ce 100644
--- a/plugins/skill-loop/tests/history-artifact.test.mjs
+++ b/plugins/skill-loop/tests/history-artifact.test.mjs
@@ -2,4 +2,4 @@ import test from 'node:test';
 import assert from 'node:assert/strict';
 import {createHash} from 'node:crypto';
 import {historyArtifact} from '../scripts/history-artifact.mjs';
-test('save handoff binds inert full evidence by checksum without copying it into request',()=>{const evidence={text:'',notes:'example'.repeat(20000)};const h=historyArtifact(evidence);const raw=h.match(/id="skill-loop-history">([\s\S]*?)<\/script>/)[1];assert.deepEqual(JSON.parse(raw).evidence,evidence);const request=h.match(/]*>([\s\S]*?)<\/textarea>/)[1];assert.ok(request.includes(createHash('sha256').update(raw).digest('hex')));assert.ok(request.length<2000);assert.ok(h.includes('Not saved yet'));assert.ok(!raw.includes(''));});
+test('save handoff binds inert full evidence by checksum without copying it into request',()=>{const evidence={text:'',notes:'example'.repeat(20000)};const h=historyArtifact(evidence);const raw=h.match(/id="skill-loop-history">([\s\S]*?)<\/script>/)[1];assert.deepEqual(JSON.parse(raw).evidence,evidence);const request=h.match(/]*aria-label="Cloudflare save request"[^>]*>([\s\S]*?)<\/textarea>/)[1];assert.ok(request.includes(createHash('sha256').update(raw).digest('hex')));assert.ok(request.length<2000);assert.ok(h.includes('Not saved yet'));assert.ok(!raw.includes(''));});

From 847039a5b3c3f3f615e39a85f71f8cc504dd0f0f Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 10:32:00 -0500
Subject: [PATCH 15/20] Add verified file-backed D1 package backup and restore

---
 .../skill-loop/scripts/cloudflare-backup.mjs  | 45 +++++++++++++++++++
 .../skill-loop/scripts/history-artifact.mjs   |  3 +-
 plugins/skill-loop/scripts/package-backup.md  | 11 +++++
 .../tests/cloudflare-backup.test.mjs          |  9 ++++
 4 files changed, 67 insertions(+), 1 deletion(-)
 create mode 100644 plugins/skill-loop/scripts/cloudflare-backup.mjs
 create mode 100644 plugins/skill-loop/scripts/package-backup.md
 create mode 100644 plugins/skill-loop/tests/cloudflare-backup.test.mjs

diff --git a/plugins/skill-loop/scripts/cloudflare-backup.mjs b/plugins/skill-loop/scripts/cloudflare-backup.mjs
new file mode 100644
index 0000000..3bba3f6
--- /dev/null
+++ b/plugins/skill-loop/scripts/cloudflare-backup.mjs
@@ -0,0 +1,45 @@
+import {captureState,storagePlan,verifyState,schema} from './cloudflare-state.mjs';
+import {atomic} from './shared/io.mjs';
+import {createHash} from 'node:crypto';
+import {pathToFileURL} from 'node:url';
+const sha=s=>createHash('sha256').update(s).digest('hex');
+export async function backupPlan(config,skillId){
+ const p=storagePlan(await captureState(config),{backend:'r2',skillId});
+ if(p.manifest.bytes>1_000_000||Buffer.byteLength(JSON.stringify(p.manifest))>90_000)throw Error('Direct D1 backup exceeds supported size; use a file-store adapter. Nothing saved.');
+ return {manifest:p.manifest,chunks:p.writes.map((x,i)=>({ordinal:i,value:x.value,sha256:p.manifest.chunks[i].sha256}))};
+}
+export function apiQuery({accountId,databaseId,token}){
+ if(!/^[a-f0-9]{32}$/.test(accountId??'')||! /^[a-f0-9-]{36}$/.test(databaseId??'')||!token)throw Error('Configure CLOUDFLARE_ACCOUNT_ID, CLOUDFLARE_D1_DATABASE_ID, CLOUDFLARE_API_TOKEN in the execution host. Never paste credentials into HTML or chat.');
+ return async(sql,params=[])=>{
+ const res=await fetch(`https://api.cloudflare.com/client/v4/accounts/${accountId}/d1/database/${databaseId}/query`,{method:'POST',headers:{Authorization:`Bearer ${token}`,'Content-Type':'application/json'},body:JSON.stringify({sql,params}),signal:AbortSignal.timeout(30000)});
+ if(!res.ok)throw Error(`Cloudflare request failed (${res.status}); no verified backup`);
+ const data=await res.json();if(!data.success||!data.result?.[0]?.success)throw Error('Cloudflare query unsuccessful; no verified backup');return data.result[0].results;
+ };
+}
+export async function saveBackup(plan,query){
+ verifyState(plan.manifest,plan.chunks);
+ const m=plan.manifest,key='v2:'+m.skillId+':'+m.id;
+ for(const sql of schema)await query(sql);
+ for(const c of plan.chunks){
+ await query('INSERT OR IGNORE INTO skill_loop_checkpoint_chunks(checkpoint_id,ordinal,sha256,value) VALUES (?,?,?,?)',[key,c.ordinal,c.sha256,c.value]);
+ const rows=await query('SELECT ordinal,sha256,value FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=? AND ordinal=?',[key,c.ordinal]);
+ if(rows.length!==1||rows[0].value!==c.value||sha(rows[0].value)!==c.sha256)throw Error('Chunk readback mismatch; checkpoint not committed. Existing data preserved.');
+ }
+ await query('INSERT OR IGNORE INTO skill_loop_checkpoints(id,skill_id,created_at,manifest,chunks) VALUES (?,?,?,?,?)',[key,m.skillId,m.createdAt,JSON.stringify(m),plan.chunks.length]);
+ return readBackup(key,query,m.id);
+}
+export async function readBackup(key,query,expectedId){
+ if(typeof key!=='string'||!/^v2:[a-zA-Z0-9][a-zA-Z0-9_-]{0,79}:[a-f0-9]{64}$/.test(key))throw Error('Invalid checkpoint identity');
+ const rows=await query('SELECT manifest FROM skill_loop_checkpoints WHERE id=?',[key]);if(rows.length!==1)throw Error('Checkpoint not found');
+ const manifest=JSON.parse(rows[0].manifest);if(key!=='v2:'+manifest.skillId+':'+manifest.id||(expectedId&&manifest.id!==expectedId))throw Error('Checkpoint identity mismatch');
+ const chunks=await query('SELECT ordinal,sha256,value FROM skill_loop_checkpoint_chunks WHERE checkpoint_id=? ORDER BY ordinal',[key]);
+ verifyState(manifest,chunks);return {manifest,chunks};
+}
+if(process.argv[1]&&import.meta.url===pathToFileURL(process.argv[1]).href){
+ try{
+ const [action,input,output,skillId='my-skill']=process.argv.slice(2);if(!['save','read'].includes(action)||!input||!output)throw Error('Usage: node cloudflare-backup.mjs save CONFIG RECEIPT SKILL_ID | read CHECKPOINT_KEY RECEIPT');
+ const query=apiQuery({accountId:process.env.CLOUDFLARE_ACCOUNT_ID,databaseId:process.env.CLOUDFLARE_D1_DATABASE_ID,token:process.env.CLOUDFLARE_API_TOKEN});
+ const receipt=action==='save'?await saveBackup(await backupPlan(input,skillId),query):await readBackup(input,query);
+ await atomic(output,receipt);console.log(JSON.stringify({verified:true,checkpoint:'v2:'+receipt.manifest.skillId+':'+receipt.manifest.id,files:receipt.manifest.files,receipt:output,coverage:receipt.manifest.coverage,excluded:receipt.manifest.excluded}));
+ }catch(e){console.error(e.message);process.exitCode=1;}
+}
diff --git a/plugins/skill-loop/scripts/history-artifact.mjs b/plugins/skill-loop/scripts/history-artifact.mjs
index cde99a1..f510e37 100644
--- a/plugins/skill-loop/scripts/history-artifact.mjs
+++ b/plugins/skill-loop/scripts/history-artifact.mjs
@@ -8,5 +8,6 @@ export function historyArtifact(evidence){
  const raw=JSON.stringify({format:'skill-loop-qa-history',version:1,evidence,coverage:'Saved QA evidence and versions represented in this report; not a full restorable package. Unsaved in-page draft edits and revision notes are not included.'}).replace(//g,'\\u003e').replace(/&/g,'\\u0026');
  const hash=createHash('sha256').update(raw).digest('hex');
  const request=`Save my Skill Loop QA history through the Cloudflare Developer Platform connector to my confirmed D1 database. Read this report.html file in code execution and extract script#skill-loop-history as text without executing HTML. Verify UTF-8 SHA256 equals ${hash}, then parse it. Never retype, shorten or reconstruct the evidence. If the actual file is unavailable or mismatched, ask for the HTML via the artifact's Download menu and stop before writing. Compress in code and transfer chunks of at most 3000 characters, validating stored lengths. Store an immutable snapshot, read all data back and verify the content hash before reporting saved. Use the storage guide’s deterministic SQL repetition encoding and bounded segmented readback; never manually expand repeated payload strings. Return the complete fetched receipt and how to retrieve it in a later chat. Preserve skills, QA scores and existing records. This is QA history, not a full package backup.`;
- return summaryPanel+`
Detailed history · advanced
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
+ const backupPanel=`
Back up skill package
Save the selected package files, test suite, and recorded QA state. The receipt lists excluded paths. This is separate from the quick QA-summary save.
Package backup setup
Requires the included file-transfer adapter in an execution host with Cloudflare credentials configured. Connecting the Claude Cloudflare connector alone does not configure this adapter. Never paste credentials into this artifact or chat.
Not backed up yet. Restoring files does not reactivate scripts or install dependencies.
`;
+ return summaryPanel+backupPanel+`
Detailed history · advanced
Optional: keep this QA evidence in your own Cloudflare account.
Cloudflare save instructions
Connect Cloudflare Developer Platform in Claude. Select and copy this short request into the same chat. Claude reads the report file and verifies the save through D1.
Not saved yet. This panel prepares the request; it does not contact Cloudflare.
`;
 }
diff --git a/plugins/skill-loop/scripts/package-backup.md b/plugins/skill-loop/scripts/package-backup.md
new file mode 100644
index 0000000..c34a9ee
--- /dev/null
+++ b/plugins/skill-loop/scripts/package-backup.md
@@ -0,0 +1,11 @@
+# Package backup and restore
+
+Quick QA summaries use Claude's Cloudflare Developer Platform connector. Full backups use cloudflare-backup.mjs so the model never reproduces encoded bytes.
+
+Configure CLOUDFLARE_ACCOUNT_ID, CLOUDFLARE_D1_DATABASE_ID and CLOUDFLARE_API_TOKEN securely in the execution host. Never paste credentials into chat or HTML. Connector sign-in does not configure this adapter; stop and explain setup if these credentials are unavailable.
+
+Save: node scripts/cloudflare-backup.mjs save CONFIG RECEIPT_JSON STABLE_SKILL_ID
+Retrieve: node scripts/cloudflare-backup.mjs read CHECKPOINT_KEY FRESH_RECEIPT_JSON
+Restore: node scripts/cli.mjs cloudflare-restore FRESH_RECEIPT_JSON NEW_DIRECTORY
+
+The adapter verifies each actual stored chunk before committing and validates the complete readback. Restore creates a new directory and executes no code. It captures the selected package, suite, and saved local state; receipt coverage and exclusions remain authoritative. External linked files, dependency caches, credentials and unsaved browser edits are excluded. Current limit: 1 MB compressed checkpoint and 90 KB manifest, in addition to capture limits. Conflicting data fails verification rather than being overwritten. Historical scores do not prove present-day effectiveness.
diff --git a/plugins/skill-loop/tests/cloudflare-backup.test.mjs b/plugins/skill-loop/tests/cloudflare-backup.test.mjs
new file mode 100644
index 0000000..dbe3568
--- /dev/null
+++ b/plugins/skill-loop/tests/cloudflare-backup.test.mjs
@@ -0,0 +1,9 @@
+import test from 'node:test';import assert from 'node:assert/strict';
+import {storagePlan} from '../scripts/cloudflare-state.mjs';
+import {saveBackup,readBackup} from '../scripts/cloudflare-backup.mjs';
+import {createHash} from 'node:crypto';
+const hash=x=>createHash('sha256').update(x).digest('hex');
+function fixture(){const files=['package/SKILL.md','suite.json','package/assets/test.bin'].map(path=>{const b=Buffer.from(path.endsWith('.bin')?[0,255,2]:[123,125]);return {path,data:b.toString('base64'),bytes:b.length,sha256:hash(b),mode:384}});const p=storagePlan({format:'skill-loop-cloudflare-state',version:1,entry:'SKILL.md',files,coverage:'Fixture',excluded:[]},{backend:'r2',skillId:'backup-test'});return {manifest:p.manifest,chunks:p.writes.map((x,i)=>({ordinal:i,value:x.value,sha256:p.manifest.chunks[i].sha256}))};}
+function db(corrupt=false){const chunks=new Map(),manifests=new Map();return {manifests,query:async(sql,p=[])=>{if(sql.startsWith('CREATE'))return [];if(sql.startsWith('INSERT')&&sql.includes('checkpoint_chunks')){const k=p[0]+':'+p[1];if(!chunks.has(k))chunks.set(k,{ordinal:p[1],sha256:p[2],value:corrupt?p[3]+'x':p[3]});return [];}if(sql.startsWith('INSERT')){if(!manifests.has(p[0]))manifests.set(p[0],p[3]);return [];}if(sql.startsWith('SELECT manifest'))return manifests.has(p[0])?[{manifest:manifests.get(p[0])}]:[];if(p.length===2)return chunks.has(p[0]+':'+p[1])?[chunks.get(p[0]+':'+p[1])]:[];return [...chunks].filter(([k])=>k.startsWith(p[0]+':')).map(([,v])=>v);}};}
+test('backup saves and fresh-reads all package bytes without changing existing content',async()=>{const p=fixture(),d=db();assert.deepEqual(await saveBackup(p,d.query),p);assert.deepEqual(await saveBackup(p,d.query),p);const key='v2:'+p.manifest.skillId+':'+p.manifest.id;assert.deepEqual(await readBackup(key,d.query),p);await assert.rejects(()=>readBackup(key.replace('backup-test','other'),d.query),/not found/);});
+test('corrupted chunk fails before manifest commit',async()=>{const d=db(true);await assert.rejects(()=>saveBackup(fixture(),d.query),/mismatch/);assert.equal(d.manifests.size,0);});

From a0b07ff7a82256b6b95f481dc62849e624d1ee50 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 10:43:39 -0500
Subject: [PATCH 16/20] Use approved all-skills layout for Claude artifacts

---
 plugins/skill-loop/chat/SKILL.md              |   5 +
 .../skill-loop-all-skills-layout-preview.html | 384 ++++++++++++++++++
 plugins/skill-loop/skills/skill-loop/SKILL.md |   5 +
 3 files changed, 394 insertions(+)
 create mode 100644 plugins/skill-loop/scripts/skill-loop-all-skills-layout-preview.html

diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index 3fe9d3f..5f7dd9f 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -161,3 +161,8 @@ Do not execute bundled hooks or external writes merely to discover requirements.
 Retain “untested” only for checks that have not run, with a concrete reason and a
 next-step action. A generated suite is not a run, and a static inspection is not a
 behavioral test. Record the suite/version before establishing a comparable baseline.
+
+
+## Default Claude artifact layout
+
+Use `scripts/skill-loop-all-skills-layout-preview.html` as the approved visual reference (relative to the package root), also available at https://skill.organizedai.vip/workshop/files/skill-loop-all-skills-layout-preview.html. Read its HTML before producing the artifact. Keep its Organized AI wordmark, charcoal/gold palette, Jordaaan LinkedIn attribution, overview, selectable per-skill cards, separate QA and coverage states, case comparison, findings and next-step actions. Populate the layout with this run’s actual discovered skills and evidence. The reference contains saved example scores and hypothetical gap cards: do not copy those into a new assessment or imply they were just tested. Remove hypothetical cards unless explicitly demonstrating the layout. Preserve the engine’s evidence, version review, actionable request handoffs, compact Cloudflare summary save/readback, and separately configured package-backup path. Do not inherit the reference’s disabled preview-only controls into a real report, or claim a save/repair succeeded before verified execution. If only preview evidence is available, retain the preview label and disabled write controls.
diff --git a/plugins/skill-loop/scripts/skill-loop-all-skills-layout-preview.html b/plugins/skill-loop/scripts/skill-loop-all-skills-layout-preview.html
new file mode 100644
index 0000000..0ffb252
--- /dev/null
+++ b/plugins/skill-loop/scripts/skill-loop-all-skills-layout-preview.html
@@ -0,0 +1,384 @@
+
+
+
+
+
+Skill Loop — All-accessible-skills layout preview
+
+
+
+

+  ORGANIZEDAI
+  LAYOUT PREVIEW
+  SKILL-LOOP · WITH JORDAAAN
+

+

+  
ALL-ACCESSIBLE-SKILLS QA EXPERIENCE / LAYOUT PREVIEW

+  
Every accessible skill.
One QA surface.

+  
A layout example for how the QA workbench could scale to every skill Claude can reach, not just the four run in this workshop. Select a card to see its actual evidence or, for the three hypothetical gap types, what's missing and the next step to close it. Each finding and gap now has an action to prepare a Claude request for it.

+
+  

+    This is a layout preview, not a new inventory or QA run. The four skill cards below use the real, unchanged evidence and scores already saved in this chat's workshop-qa.html. The three dashed cards are clearly labeled hypothetical placeholders illustrating gap types (untested, inaccessible, unsupported) — they are not installed skills, show no scores, and selecting one explains the gap instead of a passing result. Action buttons only prepare a copyable request; they never mark anything resolved, change scores, act externally, or write to Cloudflare.
+  

+
+  
OVERVIEW — SEPARATE QA / COVERAGE STATUS

+  

+  
+ 3 HYPOTHETICAL GAP-TYPE CARDS BELOW, SHOWN SEPARATELY: NO QA STATUS EXISTS FOR THESE BECAUSE NO RUN HAS OCCURRED.

+
+  
+  

+
+  
+
+  
ORGANIZED AI · JORDAAAN · LinkedIn · Layout preview built from saved workshop evidence. Original installed skills unchanged. No new QA run, no Cloudflare writes, no skill changes.

+

+
+
+  
Compare cases

+  

+
+
+
+  
Prepare Claude request

+  
Request prepared — nothing sent.

+  
+  

+    
+  

+  
+  
Close this dialog, paste the text into THIS Claude chat (where the evidence already exists), and press send yourself. This preview does not send anything on its own.

+
+
+
+
+
+
+
+
+
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index a96885e..26e46c2 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -171,3 +171,8 @@ Do not execute bundled hooks or external writes merely to discover requirements.
 Retain “untested” only for checks that have not run, with a concrete reason and a
 next-step action. A generated suite is not a run, and a static inspection is not a
 behavioral test. Record the suite/version before establishing a comparable baseline.
+
+
+## Default Claude artifact layout
+
+Use `scripts/skill-loop-all-skills-layout-preview.html` as the approved visual reference (relative to the package root), also available at https://skill.organizedai.vip/workshop/files/skill-loop-all-skills-layout-preview.html. Read its HTML before producing the artifact. Keep its Organized AI wordmark, charcoal/gold palette, Jordaaan LinkedIn attribution, overview, selectable per-skill cards, separate QA and coverage states, case comparison, findings and next-step actions. Populate the layout with this run’s actual discovered skills and evidence. The reference contains saved example scores and hypothetical gap cards: do not copy those into a new assessment or imply they were just tested. Remove hypothetical cards unless explicitly demonstrating the layout. Preserve the engine’s evidence, version review, actionable request handoffs, compact Cloudflare summary save/readback, and separately configured package-backup path. Do not inherit the reference’s disabled preview-only controls into a real report, or claim a save/repair succeeded before verified execution. If only preview evidence is available, retain the preview label and disabled write controls.

From 0340dc655004360ff895edafa175a0608dcf5285 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 12:25:18 -0500
Subject: [PATCH 17/20] Default short Claude launch to all accessible skills

---
 plugins/skill-loop/README.md                  | 38 ++++++++-----------
 plugins/skill-loop/chat/SKILL.md              | 19 ++++++----
 plugins/skill-loop/skills/skill-loop/SKILL.md | 17 ++++++---
 3 files changed, 38 insertions(+), 36 deletions(-)

diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index 148f712..6f09707 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -4,33 +4,27 @@ Detect **effectiveness drift**, test a researched fix, and review it before it c
 an active skill. This first local engine uses the same bounded iteration core as
 GTM Autoresearch. It requires Node.js 22 or later and no npm dependencies.
 
-## Start in Claude Desktop: test Humanizer
-
-The workshop uses **Humanizer 2.9.1**, exported from Jordaaan’s enabled Claude
-skill. It rewrites a short paragraph while preserving the facts. Its original
-MIT license and attribution are bundled in `examples/humanizer/`.
+## Start in Claude Desktop
 
 Open regular Claude Chat with code execution and file creation enabled. Send:
 
-> Use Skill Loop from https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/plugins/skill-loop to test the bundled Humanizer skill. Follow the Humanizer first-run guide in its README. Run the actual paragraph cases and return the Organized AI interactive QA artifact here in regular Chat. Preserve the installed skill and report actual results, even if everything already passes.
+https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/plugins/skill-loop
+
+> Let’s run Skill Loop for all skills you can access in this Claude Desktop session and show the results in an interactive HTML artifact.
+
+## Default first run: all accessible skills
+
+When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
+
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+
+For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
 
-The assistant runs `humanizer-init EMPTY_DIR`, records its model in the generated
-runner label, then uses `prepare CONFIG`. Follow the returned Humanizer skill and
-case inputs, returning `{text: "the final rewrite"}` for each case with the exact
-request ID. Save those actual outputs and use `ingest CONFIG response.json`.
-Save the completed run as baseline and generate `report CONFIG`. Display the
-returned HTML in Claude’s Preview pane. No upload or Cowork session is required.
+Return the approved Organized AI / Jordaaan interactive HTML layout with a selectable report for each discovered skill, actual evidence, coverage gaps, and contextual next-step requests. Show available results first; do not promise background work unless an actual runner is active. Keep baseline, drift, version review, and optional Cloudflare history behavior defined in the package guides. An artifact button prepares a request; it does not itself repair or save anything.
 
-The evaluator checks specified names, numbers, and phrases directly in the saved
-text. It does not score “human-ness,” infer authorship, or certify all facts and
-writing quality. Review meaning and tone separately. If checks all pass, keep the
-skill. Do not invent a failure or weaken the original to manufacture an improvement.
-Draft revisions require a new test; automated `stage` needs a configured runner.
-The chat route currently tests the supplied working copy with prepare/ingest.
+## Optional examples
 
-This runs in Claude’s code-execution workspace; it does not permanently install
-Skill Loop or access skills elsewhere on your computer. The earlier repo-to-HTML
-flow was verified in regular Claude Desktop; see [verification](VERIFICATION.md).
+Bundled examples are available only when explicitly requested. They are not the default assessment scope.
 
 ## One-command QA demo
 
@@ -41,7 +35,7 @@ active skill. No account, model, cloud service, or result-id copying is required
 
 The offline adaptation initially handles em dashes, then adds en dashes. The full
 Humanizer already describes both; this is a teaching example, not a defect found
-in the installed skill. Use the live Humanizer route above for actual model outputs.
+in the installed skill. Use `humanizer-init` only when explicitly requesting that example with actual model outputs.
 
 ## Five-minute offline demo
 
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index 5f7dd9f..2d3d350 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -11,14 +11,17 @@ local terminal, separate coding-agent login, or local MCP setup is needed for th
 route. The runtime still needs Node.js 22+ inside code execution; check it first and
 report an unavailable runtime rather than inventing a test result.
 
-## First run
-
-Resolve `scripts/cli.mjs` relative to this SKILL.md, using a canonical absolute path.
-Run its `doctor` command. For the workshop, use `humanizer-init` in a new empty workspace, record the model
-in runner.label, then prepare and evaluate the returned full Humanizer skill and
-paragraphs. Ingest the actual outputs, save a baseline, and generate report. Keep
-an all-pass outcome; do not force a revision. The optional `demo` command runs
-only a deterministic punctuation adaptation, not the full skill or a model.
+## Default first run: all accessible skills
+
+When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. Use code execution and file creation; do not switch to Cowork.
+
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+
+For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
+
+Return the approved Organized AI / Jordaaan interactive HTML layout with a selectable report for each discovered skill, actual evidence, coverage gaps, and contextual next-step requests. Show available results first; do not promise background work unless an actual runner is active. Keep baseline, drift, version review, and optional Cloudflare history behavior defined in the package guides. An artifact button prepares a request; it does not itself repair or save anything.
+
+Resolve `scripts/cli.mjs` from the package root and run `doctor`. Prepare a separate working configuration for each assessed skill; use prepare/ingest for actual assistant outputs, then baseline and report as appropriate. Preserve all-pass outcomes. Do not run bundled fixtures as a substitute for the requested skills.
 
 ## Required result: artifact in this chat
 
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 26e46c2..2aaf4e9 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -48,12 +48,17 @@ MCP tests establish transport behavior, not every host integration.
 After a completed test, demo, revision, or version decision, generate a fresh
 report and return **Skill Loop QA Review · Jordaaan** as the task's artifact. The
 report result includes its file path, MIME type, and preferred presentation.
-For the workshop first run, follow the README’s Humanizer guide: humanizer-init,
-prepare, actual assistant outputs, ingest, baseline, report. Use the supplied full
-Humanizer skill and preserve actual outcomes, including an all-pass result.
-The offline `demo /absolute/empty/directory` runs only an explicitly labeled
-punctuation adaptation with a prepared correction. Do not substitute it for a
-requested live Humanizer evaluation.
+## Default first run: all accessible skills
+
+When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
+
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+
+For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
+
+Return the approved Organized AI / Jordaaan interactive HTML layout with a selectable report for each discovered skill, actual evidence, coverage gaps, and contextual next-step requests. Show available results first; do not promise background work unless an actual runner is active. Keep baseline, drift, version review, and optional Cloudflare history behavior defined in the package guides. An artifact button prepares a request; it does not itself repair or save anything.
+
+
 
 In regular Claude Chat in Claude Desktop, use the host's available artifact capability to create
 or update an interactive artifact from the generated self-contained HTML. Keep

From efb32a79cc97171986f733791c0a36f5b8974a3d Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 14:07:32 -0500
Subject: [PATCH 18/20] Use participant skills for terminal and desktop first
 runs

---
 plugins/skill-loop/README.md                  |  6 +++++-
 plugins/skill-loop/chat/SKILL.md              |  2 +-
 plugins/skill-loop/scripts/cli.mjs            | 16 ++++++++++++++--
 plugins/skill-loop/skills/skill-loop/SKILL.md |  2 +-
 .../skill-loop/tests/universal-init.test.mjs  | 19 +++++++++++++++++++
 5 files changed, 40 insertions(+), 5 deletions(-)
 create mode 100644 plugins/skill-loop/tests/universal-init.test.mjs

diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index 6f09707..97db011 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -16,12 +16,16 @@ https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
 
-Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages. If no skill package is readable, ask the user to attach one or connect an authorized source; do not substitute a bundled example.
 
 For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
 
 Return the approved Organized AI / Jordaaan interactive HTML layout with a selectable report for each discovered skill, actual evidence, coverage gaps, and contextual next-step requests. Show available results first; do not promise background work unless an actual runner is active. Keep baseline, drift, version review, and optional Cloudflare history behavior defined in the package guides. An artifact button prepares a request; it does not itself repair or save anything.
 
+## Terminal: use your own skills
+
+Run `node scripts/cli.mjs inventory` to discover accessible local skills, or add a directory to choose the scope. Inventory reports package findings, not behavioral scores. For a skill with an existing QA suite, run `node scripts/cli.mjs init NEW_WORKSPACE --skill /path/to/SKILL.md --suite /path/to/suite.json`, then use assess, prepare/ingest, and report. Without a suite, draft checks from the skill's requirements first; label that skill Untested until checks run. Plain init never picks an example for you.
+
 ## Optional examples
 
 Bundled examples are available only when explicitly requested. They are not the default assessment scope.
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index 2d3d350..a2c2eed 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -15,7 +15,7 @@ report an unavailable runtime rather than inventing a test result.
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. Use code execution and file creation; do not switch to Cowork.
 
-Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages. If no skill package is readable, ask the user to attach one or connect an authorized source; do not substitute a bundled example.
 
 For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
 
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index 2c6e428..c347b7a 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -9,7 +9,19 @@ import { inventory,checkAll } from './inventory.mjs';
 import { atomic,readJSON } from './shared/io.mjs';
 import { report } from './report.mjs';
 const here=dirname(fileURLToPath(import.meta.url));
-export async function init(folder,{demo=false,rules=false}={}) {
+export async function init(folder,{demo=false,rules=false,skill,suite}={}) {
+  if(!demo&&!rules) {
+    if(!skill||!suite)throw Error('Choose your existing skill and QA suite: init DIR --skill PATH --suite PATH. To discover skills first, use inventory [DIRECTORY]. No example is selected automatically.');
+    skill=resolve(skill);suite=resolve(suite);
+    await fs.access(skill);await fs.access(suite);
+    folder=resolve(folder);
+    const path=join(folder,'skill-loop.json');
+    // Keep the QA workspace separate from the skill package and leave originals intact.
+    await fs.mkdir(folder,{recursive:true});
+    if((await fs.readdir(folder)).length)throw Error('Choose an empty directory for setup');
+    await atomic(path,{version:1,skill,suite,state:'.skill-loop',runner:{label:'my-assistant'}});
+    return {config:path,mode:'your skill; assistant prepare/ingest',next:'assess, prepare, run the returned cases with your assistant, ingest, report'};
+  }
   folder=resolve(folder);await fs.mkdir(folder,{recursive:true});
   // A dedicated empty directory avoids overwriting a user's skill or config.
   if((await fs.readdir(folder)).length)throw Error('Choose an empty directory for setup');
@@ -41,7 +53,7 @@ export async function main(args) {
   }
   if(action==='inventory')return inventory(file?[file,...rest]:undefined);
   if(action==='check-all')return checkAll(file);
-  if(action==='init')return init(file??'skill-loop-workspace',{demo:rest.includes('--demo'),rules:rest.includes('--rules')});
+  if(action==='init') {const option=name=>{const i=rest.indexOf(name);return i>=0?rest[i+1]:undefined;};return init(file??'skill-loop-workspace',{demo:rest.includes('--demo'),rules:rest.includes('--rules'),skill:option('--skill'),suite:option('--suite')});}
   if(action==='connect')return {mcpServers:{'skill-loop':{command:process.execPath,args:[join(here,'mcp.mjs')]}}};
   if(action==='doctor')return {node:process.version,required:'Node.js 22+',engine:'ready',integration:'CLI and MCP transport available; individual host installation must be tested'};
   if(!file)throw Error('Usage: node cli.mjs init DIR [--demo] | doctor | connect | run|prepare|ingest|baseline|stage|approve|reject|loop|watch|report|status CONFIG [arguments]');
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 2aaf4e9..db5b3e7 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -52,7 +52,7 @@ report result includes its file path, MIME type, and preferred presentation.
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
 
-Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages.
+Inventory skills exposed through available skill tools, readable local directories, connected sources, and uploaded packages. Report the discovery sources and scope. A visible skill name does not prove its files are readable, and this session does not automatically have access to the user's entire computer. Keep inaccessible entries in the overview with the missing access stated; continue with accessible packages. If no skill package is readable, ask the user to attach one or connect an authorized source; do not substitute a bundled example.
 
 For each readable skill, inspect its complete package, including references, scripts, commands, hooks, assets, and dependencies. Interpret imperfect formatting without requiring a particular filename or frontmatter. Preserve package identities and originals. Use existing task-specific checks on actual outputs. When checks are absent, draft source-grounded cases and run appropriate checks where supported, clearly labeling inferred expectations and limited coverage. Do not execute discovered hooks or external actions simply to inventory them. Keep static package findings separate from behavioral results; unreadable packages are Inaccessible, unrun checks Untested, unavailable host execution Unsupported, and judgment calls Needs review. Never manufacture scores, failures, or revisions.
 
diff --git a/plugins/skill-loop/tests/universal-init.test.mjs b/plugins/skill-loop/tests/universal-init.test.mjs
new file mode 100644
index 0000000..9287036
--- /dev/null
+++ b/plugins/skill-loop/tests/universal-init.test.mjs
@@ -0,0 +1,19 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {promises as fs} from 'node:fs';
+import {tmpdir} from 'node:os';
+import {join} from 'node:path';
+import {spawnSync} from 'node:child_process';
+import {init} from '../scripts/cli.mjs';
+test('plain init does not select a bundled example or create a workspace',async t=>{
+ const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-own-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));
+ const dest=join(dir,'qa');await assert.rejects(init(dest),/existing skill and QA suite/);await assert.rejects(fs.access(dest));
+});
+test('terminal uses supplied package and suite through prepare, ingest and report',async t=>{
+ const dir=await fs.mkdtemp(join(tmpdir(),'skill-loop-own-'));t.after(()=>fs.rm(dir,{recursive:true,force:true}));
+ const pkg=join(dir,'package');await fs.mkdir(pkg);const skill=join(pkg,'SKILL.md');const content='Return JSON with the input label unchanged. Read reference.md for the output key.';await fs.writeFile(skill,content);await fs.writeFile(join(pkg,'reference.md'),'The output key is label.');
+ const suite=join(dir,'suite.json');await fs.writeFile(suite,JSON.stringify({version:1,source:{title:'Test package contract'},cases:[{id:'label',input:{label:'fixture'},checks:[{path:'/label',op:'equals',value:'fixture'}]}]}));
+ function cli(...args){const r=spawnSync(process.execPath,[new URL('../scripts/cli.mjs',import.meta.url).pathname,...args],{encoding:'utf8'});assert.equal(r.status,0,r.stderr);return JSON.parse(r.stdout);}
+ const setup=cli('init',join(dir,'qa'),'--skill',skill,'--suite',suite);const request=cli('prepare',setup.config);assert.equal(request.skill,content);assert(!request.skill.includes('Humanizer'));const response=join(dir,'response.json');await fs.writeFile(response,JSON.stringify({requestId:request.requestId,outputs:[{id:'label',output:{label:'fixture'}}]}));
+ const run=cli('ingest',setup.config,response);assert.equal(run.score,100);const result=cli('report',setup.config);assert.match(await fs.readFile(result.report,'utf8'),/Jordaaan/);assert.equal(await fs.readFile(skill,'utf8'),content);
+});

From d2b345fbd0671a62d1fddb6f09008936af52fe31 Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 17:05:37 -0500
Subject: [PATCH 19/20] Add deterministic first overview for accessible skills

---
 plugins/skill-loop/README.md                  | 17 ++++++++
 plugins/skill-loop/chat/SKILL.md              | 17 ++++++++
 plugins/skill-loop/scripts/cli.mjs            |  2 +
 plugins/skill-loop/scripts/overview.mjs       | 40 +++++++++++++++++++
 plugins/skill-loop/skills/skill-loop/SKILL.md | 23 ++++++++++-
 plugins/skill-loop/tests/overview.test.mjs    | 36 +++++++++++++++++
 6 files changed, 133 insertions(+), 2 deletions(-)
 create mode 100644 plugins/skill-loop/scripts/overview.mjs
 create mode 100644 plugins/skill-loop/tests/overview.test.mjs

diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index 97db011..ebd6d12 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -12,6 +12,23 @@ https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/
 
 > Let’s run Skill Loop for all skills you can access in this Claude Desktop session and show the results in an interactive HTML artifact.
 
+## Fast first overview
+
+For a first run, use the bundled renderer instead of writing a new dashboard:
+`node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+This scans the selected roots and writes `inventory.json` and `report.html` without
+running an LLM or executing discovered skills. In terminal agents, omitting roots
+uses common local skill locations; in Claude Chat, pass the roots actually exposed
+inside code execution or provided by authorized connectors. List additional sources
+that cannot be accessed. Do not claim an exhaustive machine scan.
+
+Present this HTML immediately using the host's artifact/file preview. Do not wait
+for behavioral suites or redraw the layout before showing the first useful result.
+Then run appropriate deeper checks for the discovered skills and update their results.
+No suite or `init` is needed for an overview. An absent skill source needs an upload
+or authorized connection, not a sample. Missing Node requires the host's runtime
+setup; an expired coding-agent login requires that agent's normal sign-in.
+
 ## Default first run: all accessible skills
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index a2c2eed..6204f8b 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -11,6 +11,23 @@ local terminal, separate coding-agent login, or local MCP setup is needed for th
 route. The runtime still needs Node.js 22+ inside code execution; check it first and
 report an unavailable runtime rather than inventing a test result.
 
+## Fast first overview
+
+For a first run, use the bundled renderer instead of writing a new dashboard:
+`node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+This scans the selected roots and writes `inventory.json` and `report.html` without
+running an LLM or executing discovered skills. In terminal agents, omitting roots
+uses common local skill locations; in Claude Chat, pass the roots actually exposed
+inside code execution or provided by authorized connectors. List additional sources
+that cannot be accessed. Do not claim an exhaustive machine scan.
+
+Present this HTML immediately using the host's artifact/file preview. Do not wait
+for behavioral suites or redraw the layout before showing the first useful result.
+Then run appropriate deeper checks for the discovered skills and update their results.
+No suite or `init` is needed for an overview. An absent skill source needs an upload
+or authorized connection, not a sample. Missing Node requires the host's runtime
+setup; an expired coding-agent login requires that agent's normal sign-in.
+
 ## Default first run: all accessible skills
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. Use code execution and file creation; do not switch to Cowork.
diff --git a/plugins/skill-loop/scripts/cli.mjs b/plugins/skill-loop/scripts/cli.mjs
index c347b7a..84c996f 100644
--- a/plugins/skill-loop/scripts/cli.mjs
+++ b/plugins/skill-loop/scripts/cli.mjs
@@ -8,6 +8,7 @@ import {exportCloudflare,verifyCloudflare,restoreCloudflare} from './cloudflare-
 import { inventory,checkAll } from './inventory.mjs';
 import { atomic,readJSON } from './shared/io.mjs';
 import { report } from './report.mjs';
+import { overview } from './overview.mjs';
 const here=dirname(fileURLToPath(import.meta.url));
 export async function init(folder,{demo=false,rules=false,skill,suite}={}) {
   if(!demo&&!rules) {
@@ -51,6 +52,7 @@ export async function main(args) {
     const proposal=await engine.stage(setup.config,candidate,'Prepared correction to the Humanizer punctuation teaching adaptation: handle en dashes as well as em dashes. The installed Humanizer already states both rules; this is not a measured defect in it.');
     return {mode:'rules-only demonstration',baseline:first.score,candidate:proposal.comparison.status,proposal:proposal.id,activeSkillChanged:false,...await report(setup.config)};
   }
+  if(action==='overview')return overview(file,rest);
   if(action==='inventory')return inventory(file?[file,...rest]:undefined);
   if(action==='check-all')return checkAll(file);
   if(action==='init') {const option=name=>{const i=rest.indexOf(name);return i>=0?rest[i+1]:undefined;};return init(file??'skill-loop-workspace',{demo:rest.includes('--demo'),rules:rest.includes('--rules'),skill:option('--skill'),suite:option('--suite')});}
diff --git a/plugins/skill-loop/scripts/overview.mjs b/plugins/skill-loop/scripts/overview.mjs
new file mode 100644
index 0000000..c7435da
--- /dev/null
+++ b/plugins/skill-loop/scripts/overview.mjs
@@ -0,0 +1,40 @@
+import { promises as fs } from 'node:fs';
+import { resolve, join, dirname } from 'node:path';
+import { fileURLToPath } from 'node:url';
+import { inventory } from './inventory.mjs';
+const here=dirname(fileURLToPath(import.meta.url));
+const esc=value=>String(value??'').replace(/[&<>"']/g,c=>({'&':'&','<':'<','>':'>','"':'"',"'":'''}[c]));
+export async function renderOverview(data) {
+  const reference=await fs.readFile(join(here,'skill-loop-all-skills-layout-preview.html'),'utf8');
+  const css=reference.match(/
ORGANIZED AI
Jordaaan
Skill Loop · Your accessible skills
See what needs attention.
Initial package assessment. Run deeper checks after this overview; no skills were changed.
Skills found
${skills.length}
Package findings
${issueCount}
Access gaps
${unavailable.length}
Behavioral tests run
0
Static inventory is not behavioral QA or proof of reduced variance. Repeated checks establish reliability over time.
What was scanned
${esc(data.coverage)}
${esc((data.scope??[]).join('\n'))}
${skills.length?'':'
No readable skills found
Attach your skill package or provide an accessible skill directory, then run again. No sample has been substituted.
'}${panels}${unavailable.length?`
Could not assess
${unavailable.map(x=>`
${esc(x.path)}: ${esc(x.reason)}
`).join('')}
Provide a readable package or resolve the stated access limitation, then reassess.
`:''}
Keep your progress
This report and inventory are saved in the QA output folder. Cloudflare history is optional and requires the connected save/readback workflow.
Continue in your assistant
This prepares a request. Nothing has been changed or saved to cloud storage.
`;
+}
+export async function overview(folder,roots) {
+  if(!folder)throw Error('Usage: overview EMPTY_OUTPUT_DIRECTORY [SKILL_DIRECTORY ...]');
+  folder=resolve(folder);await fs.mkdir(folder,{recursive:true});
+  if((await fs.readdir(folder)).length)throw Error('Choose an empty output directory; existing files are preserved');
+  const data=await inventory(roots?.length?roots:undefined);
+  const html=await renderOverview(data);
+  await fs.writeFile(join(folder,'inventory.json'),JSON.stringify(data,null,2)+'\n',{flag:'wx'});
+  await fs.writeFile(join(folder,'report.html'),html,{flag:'wx'});
+  return {inventory:join(folder,'inventory.json'),report:join(folder,'report.html'),skills:data.skills.length,unavailable:data.unavailable.length,behavioralTestsRun:0,next:'Open the initial report, then run task-specific QA for the actual skills'};
+}
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index db5b3e7..9b67dca 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -9,8 +9,10 @@ The bundled Node.js 22+ engine shares iteration mechanics with GTM Autoresearch.
 Read `../../README.md` for setup and transport details. All paths below are relative
 to this skill directory; resolve them to absolute paths before invoking commands.
 
-1. Run `node ../../scripts/cli.mjs doctor`. Create a persistent workspace outside
-   the plugin cache with `init /absolute/empty/directory`. Add `--demo` only for
+1. Run `node ../../scripts/cli.mjs doctor`. For first-run discovery, use `overview`
+   as described below. For behavioral QA, create a workspace outside the plugin cache
+   with `init /absolute/empty/directory --skill /absolute/skill --suite /absolute/suite.json`.
+   Add `--demo` only for
    the clearly labeled deterministic demonstration, which is not an AI benchmark.
 2. For a real skill, configure its path and a versioned JSON test suite. Agree on
    task, observable checks, source of truth, and test cases. Keep private data out
@@ -48,6 +50,23 @@ MCP tests establish transport behavior, not every host integration.
 After a completed test, demo, revision, or version decision, generate a fresh
 report and return **Skill Loop QA Review · Jordaaan** as the task's artifact. The
 report result includes its file path, MIME type, and preferred presentation.
+## Fast first overview
+
+For a first run, use the bundled renderer instead of writing a new dashboard:
+`node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+This scans the selected roots and writes `inventory.json` and `report.html` without
+running an LLM or executing discovered skills. In terminal agents, omitting roots
+uses common local skill locations; in Claude Chat, pass the roots actually exposed
+inside code execution or provided by authorized connectors. List additional sources
+that cannot be accessed. Do not claim an exhaustive machine scan.
+
+Present this HTML immediately using the host's artifact/file preview. Do not wait
+for behavioral suites or redraw the layout before showing the first useful result.
+Then run appropriate deeper checks for the discovered skills and update their results.
+No suite or `init` is needed for an overview. An absent skill source needs an upload
+or authorized connection, not a sample. Missing Node requires the host's runtime
+setup; an expired coding-agent login requires that agent's normal sign-in.
+
 ## Default first run: all accessible skills
 
 When the user says “run this” or “run this for all skills,” assess all skills you can access in the current session. Do not start with a bundled example unless the user explicitly asks for a demo. In regular Claude Desktop Chat, follow `chat/SKILL.md` (the ZIP bundles this as its root `SKILL.md`). Use code execution and file creation; do not switch to Cowork.
diff --git a/plugins/skill-loop/tests/overview.test.mjs b/plugins/skill-loop/tests/overview.test.mjs
new file mode 100644
index 0000000..41f1c78
--- /dev/null
+++ b/plugins/skill-loop/tests/overview.test.mjs
@@ -0,0 +1,36 @@
+import test from 'node:test';
+import assert from 'node:assert/strict';
+import {promises as fs} from 'node:fs';
+import {tmpdir} from 'node:os';
+import {join} from 'node:path';
+import vm from 'node:vm';
+import {overview,renderOverview} from '../scripts/overview.mjs';
+
+test('overview scans user packages, preserves input, and refuses to overwrite output',async()=>{
+ const root=await fs.mkdtemp(join(tmpdir(),'overview-test-'));
+ try {
+  const skill=join(root,'skills','actual-skill');await fs.mkdir(skill,{recursive:true});
+  const source='---\nname: actual-skill\n---\nSummarize the supplied text. Preserve quantities.\n';
+  await fs.writeFile(join(skill,'SKILL.md'),source);
+  const result=await overview(join(root,'qa'),[join(root,'skills')]);
+  const data=JSON.parse(await fs.readFile(result.inventory,'utf8'));
+  assert.equal(result.skills,1);assert.equal(result.behavioralTestsRun,0);
+  assert.equal(data.skills[0].name,'actual-skill');assert.equal(data.skills[0].effectiveness,'untested');
+  assert.equal(await fs.readFile(join(skill,'SKILL.md'),'utf8'),source);
+  const html=await fs.readFile(result.report,'utf8');assert.ok(html.includes('actual-skill'));assert.ok(!html.includes('Humanizer'));
+  await assert.rejects(overview(join(root,'qa'),[skill]),/empty output/);
+  assert.equal(await fs.readFile(result.report,'utf8'),html);
+ }finally{await fs.rm(root,{recursive:true,force:true});}
+});
+test('overview embeds arbitrary names and findings without executable markup and roundtrips evidence',async()=>{
+ const malicious='';
+ const data={scope:[malicious],skills:[{name:malicious,path:malicious,packageHash:'hash',reason:malicious,packageAssessment:{issues:[{path:malicious,reason:malicious}],components:[]}}],unavailable:[],coverage:malicious};
+ const html=await renderOverview(data);
+ assert.ok(!html.includes(malicious));
+ const scripts=[...html.matchAll(/]*>([\s\S]*?)<\/script>/g)];assert.equal(scripts.length,2);
+ assert.deepEqual(JSON.parse(scripts[0][1]),data);new vm.Script(scripts[1][1]);
+});
+test('no accessible skills produces recovery guidance rather than fake examples',async()=>{
+ const root=await fs.mkdtemp(join(tmpdir(),'overview-empty-'));
+ try{const result=await overview(join(root,'qa'),[join(root,'missing')]);assert.equal(result.skills,0);const html=await fs.readFile(result.report,'utf8');assert.ok(html.includes('No readable skills found'));assert.ok(!html.includes('Humanizer'));}finally{await fs.rm(root,{recursive:true,force:true});}
+});

From 3bcb7eeee6a67ca3242491f506910c53f41fe12e Mon Sep 17 00:00:00 2001
From: Jordan Hill 
Date: Thu, 10 Sep 2026 17:08:57 -0500
Subject: [PATCH 20/20] Keep first overview output setup non-destructive

---
 plugins/skill-loop/README.md                  | 2 ++
 plugins/skill-loop/chat/SKILL.md              | 2 ++
 plugins/skill-loop/skills/skill-loop/SKILL.md | 2 ++
 3 files changed, 6 insertions(+)

diff --git a/plugins/skill-loop/README.md b/plugins/skill-loop/README.md
index ebd6d12..36e52ca 100644
--- a/plugins/skill-loop/README.md
+++ b/plugins/skill-loop/README.md
@@ -16,6 +16,8 @@ https://github.com/Organized-AI/plugin-marketplace/tree/codex/skill-loop-engine/
 
 For a first run, use the bundled renderer instead of writing a new dashboard:
 `node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+Choose a new output folder (add a timestamp if needed). Never delete or clear an
+existing directory to prepare the report; the engine refuses overwrites.
 This scans the selected roots and writes `inventory.json` and `report.html` without
 running an LLM or executing discovered skills. In terminal agents, omitting roots
 uses common local skill locations; in Claude Chat, pass the roots actually exposed
diff --git a/plugins/skill-loop/chat/SKILL.md b/plugins/skill-loop/chat/SKILL.md
index 6204f8b..91582cd 100644
--- a/plugins/skill-loop/chat/SKILL.md
+++ b/plugins/skill-loop/chat/SKILL.md
@@ -15,6 +15,8 @@ report an unavailable runtime rather than inventing a test result.
 
 For a first run, use the bundled renderer instead of writing a new dashboard:
 `node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+Choose a new output folder (add a timestamp if needed). Never delete or clear an
+existing directory to prepare the report; the engine refuses overwrites.
 This scans the selected roots and writes `inventory.json` and `report.html` without
 running an LLM or executing discovered skills. In terminal agents, omitting roots
 uses common local skill locations; in Claude Chat, pass the roots actually exposed
diff --git a/plugins/skill-loop/skills/skill-loop/SKILL.md b/plugins/skill-loop/skills/skill-loop/SKILL.md
index 9b67dca..3730708 100644
--- a/plugins/skill-loop/skills/skill-loop/SKILL.md
+++ b/plugins/skill-loop/skills/skill-loop/SKILL.md
@@ -54,6 +54,8 @@ report result includes its file path, MIME type, and preferred presentation.
 
 For a first run, use the bundled renderer instead of writing a new dashboard:
 `node /absolute/package/scripts/cli.mjs overview /absolute/empty/qa-output [accessible-skill-root ...]`.
+Choose a new output folder (add a timestamp if needed). Never delete or clear an
+existing directory to prepare the report; the engine refuses overwrites.
 This scans the selected roots and writes `inventory.json` and `report.html` without
 running an LLM or executing discovered skills. In terminal agents, omitting roots
 uses common local skill locations; in Claude Chat, pass the roots actually exposed