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Kopern

The open-source platform to build, grade, and deploy AI agents — no code required.

Live Demo MIT License TypeScript Next.js 16

npm version Smithery Glama

Features · Quick Start · Why Kopern · Architecture · MCP · Contributing


Kopern Demo — Create an agent in 30 seconds

Describe your agent in plain text. Kopern builds it, tests it, optimizes it, and deploys it — in under a minute.


Why Kopern?

Most AI agent tools are frameworks — they give you building blocks and wish you luck. Kopern is a platform: build, test, deploy, and monitor in one place.

Kopern LangChain / CrewAI AutoGen Dify
No-code agent builder Yes No No Partial
Deterministic grading (6 criteria) Yes No No No
Self-improving optimization lab Yes (6 modes) No No No
One-click deploy (Widget, Slack, Telegram, WhatsApp, Webhooks) Yes No No Partial
Visual team orchestration (React Flow) Yes No No No
Code execution (Python/Node/Bash) Yes No No Partial
MCP server (Claude Code, Cursor) Yes No No No
Built-in Stripe billing Yes No No No
Multi-provider LLM (Anthropic, OpenAI, Google, Ollama) Yes Yes Yes Yes
EU AI Act compliance tools Yes No No No
Agent memory + context compaction Yes Partial No Partial
Email + Calendar tools (OAuth) Yes No No No

Kopern is what you'd build if you started from the problem — "How do I ship a production AI agent today?" — instead of the technology.


Features

Agent Builder

  • AI Agent Wizard — Describe your agent in plain text, get a fully configured agent (system prompt, skills, tools, extensions, grading suite) generated as structured JSON
  • Zero-Code Onboarding — Template gallery (28 general + 9 vertical business templates) with guided questionnaire and 1-click deploy
  • Visual Configuration — System prompts, markdown skills, custom tools (sandboxed JS), TypeScript extensions, branding (custom icons + colors)
  • Multi-Model — Anthropic (Claude), OpenAI (GPT), Google (Gemini), Ollama (local) via unified streaming with key rotation failover (up to 5 keys/provider)
  • Extended Thinking — 6 levels (off, minimal, low, medium, high, xhigh)
  • Agent Memory — Persistent key-value memory across sessions, auto-injected in context, LRU eviction, cross-session search
  • Context Compaction — Automatic Haiku-based summarization of old messages when context window fills up

Built-in Agent Tools

  • web_fetch — Server-side HTTP fetch (GET/POST/PUT/DELETE), HTML-to-text extraction, anti-loop protection
  • code_interpreter — Python, Node.js, and Bash execution via GCP Cloud Run (numpy, pandas, matplotlib pre-installed, auto-scale 0-10, 300s timeout)
  • Agent Memoryremember, recall, forget, search_sessions tools
  • Email (Gmail + Outlook) — read_emails, send_email, reply_email via OAuth
  • Calendar (Google + Microsoft) — list_events, check_availability, create_event, update_event, cancel_event
  • GitHubread_file, search_files, create_branch, commit_files, create_pull_request
  • Image Generation — Google Gemini gemini-3.1-flash-image-preview, auto-upload to Firebase Storage
  • Social Mediasocial_create_post, social_create_thread, social_read_feed, social_get_metrics, social_search_mentions, social_reply (Bluesky AT Protocol)
  • Bug Managementlist_bugs, get_bug, update_bug_status, send_thank_you_email (admin-only)

Grading and Optimization Lab

  • Deterministic Grading — 6 criteria: output match, schema validation, tool usage, safety check, custom script, LLM judge
  • Scheduled Grading — Vercel Cron with configurable schedule, score drop and threshold alerts via email/Slack/webhook
  • AutoTune — Iterative prompt refinement via hill-climbing
  • AutoFix — One-click diagnosis and patch for failed test cases (self-sufficient: generates its own test suite if needed)
  • Stress Lab — Automated red team: prompt injection, jailbreaks, hallucination traps, with auto-hardening
  • Tournament — A/B model arena to find the best config
  • Distillation — Same quality, fraction of the cost
  • Evolution — Parallel search across prompt x model x config space

Deploy Everywhere

  • Embeddable Widget — Drop-in <script> tag for any website (Shadow DOM, SSE, markdown, mobile-responsive)
  • Slack Bot — OAuth install, @mention/DM, thread context, conversational tool approval
  • Telegram Bot — Webhook-based, async processing, conversational tool approval
  • WhatsApp — Cloud API (Meta Business), conversational tool approval
  • Webhooks — Inbound (sync JSON, HMAC) + Outbound with anti-loop protection
  • MCP Protocol — Real Streamable HTTP server for Claude Code, Cursor, and any MCP client
  • n8n / Zapier / Make — Native integration via HTTP Request nodes

Visual Orchestration (React Flow)

  • Flow Editor — Drag-and-drop node editor with 5 node types: Agent, Condition, Trigger, Output, Export
  • Node Configuration — Double-click to edit any node; full agent config editing without leaving the page
  • Agent Branding — Custom icons and colors visible on team flow nodes
  • Export Node — Choose output format (JSON, CSV, Markdown, PDF) with auto-download
  • Runtime Status — Live node status updates during team execution
  • Auto-layout — Automatic parallel/sequential/conditional layout
  • Activity Timeline — 8-action audit trail for team operations
  • Kanban Board — 6-column drag-drop task management
  • Goal Tree — Collapsible goal hierarchy with progress bars
  • Org Chart — SVG organizational chart with Buchheim-Walker layout
  • Routine Scheduler — CRON-based recurring team tasks
  • Budget Enforcer — Team spend tracking and budget limits
  • Pipelines — Multi-step workflows with input mapping and per-step tool calling
  • Sub-agent Delegation — Coordinator agents delegate subtasks to specialists

Operator Dashboard

  • KPI Cards — Messages, resolution rate, satisfaction, cost at a glance
  • One-click AutoFix — Improve your agent with zero technical knowledge
  • Simplified Edit Form — Re-answer onboarding questions to update agent behavior
  • Memory Panel — View, add, delete agent memories with usage indicator
  • Connector Status — See which channels are active with dedicated config pages
  • Service Connector Panel — Connect/disconnect Google and Microsoft OAuth

Workflow Quality Monitor

  • Public Diagnostic — Free /monitor page: 18 standardized prompts across 6 criteria (reasoning, instruction following, consistency, latency, edge cases, output quality)
  • 29 Model Baselines — Hardcoded reference scores for Anthropic, OpenAI, Google, and Mistral models
  • Animated Score Card — Count-up animation with SVG ring, radar chart (cyan user / amber baseline overlay)
  • Insight Cards[CRITICAL] and [SUGGESTION] parsed into expandable severity-coded cards
  • Shareable Reports — Dedicated /monitor/{runId} page, JSON download, Twitter sharing, OG images
  • Monitor Team — Auto-creates 4 specialized agents (Prompter, Scorer, Comparator, Reporter) on signup
  • Phase 2 planned — Connected monitoring for your agents with drift detection, alerts, and 5 MCP tools

Agent Grader (Public)

  • Free Prompt Grading/grader page: paste a system prompt + test cases, get a radar chart scorecard
  • Endpoint Mode — Grade external HTTP agent endpoints (OpenAI/Anthropic/Google format auto-detect)
  • Shareable Scorecards — OG image generation for social sharing

Social Media Tools

  • Bluesky Integration — AT Protocol V1: create posts/threads, read feed, search mentions, reply, get metrics
  • Encrypted Credentials — AES-256-GCM stored in Firestore
  • Daily Limits — Per-platform rate limiting for safety

Blog

  • Integrated Blog/blog with Markdown files (gray-matter), reading time, i18n locale fallback
  • SEO — Article JSON-LD, breadcrumbs, speakable, dynamic sitemap

Billing and Security

  • Stripe Billing — Subscriptions + usage-based meters, customer portal
  • Plan Enforcement — Token, agent, grading, team, pipeline, MCP limits
  • Rate Limiting — 8 Upstash Redis sliding window limiters
  • Input Validation — Zod v4 schemas on all API routes
  • Tool Approval — EU AI Act Art. 14 human oversight for destructive actions (interactive SSE + conversational on messaging channels)
  • Encrypted OAuth Tokens — AES-256-GCM, daily limits (20 emails/day, 10 events/day per agent)
  • CSP Headers — Content Security Policy on all routes

Platform

  • Internationalization — Full English/French (800+ keys each)
  • Dark Mode — OKLch color system
  • Mobile Responsive — Sheet drawer sidebar
  • Session Tracking — Conversation timelines, JSON export
  • Version Control — Snapshot agents, track grading per version, auto-increment on prompt change
  • Bug Fixer Agent — Autonomous dev agent: reads codebase, creates PR, sends thank-you email
  • EU AI Act Compliance — Automated compliance reports (Art. 6, 12, 14, 52)

Quick Start

Prerequisites

  • Node.js >= 20
  • A Firebase project (Firestore + Auth)
  • At least one LLM API key (Anthropic, OpenAI, or Google)

Install

git clone https://github.com/berch-t/kopern.git
cd kopern
npm install
cp .env.example .env.local   # Edit with your keys
npm run dev                   # http://localhost:3000

Environment Variables

Click to expand full .env.local template
# Firebase Client (public)
NEXT_PUBLIC_FIREBASE_API_KEY=...
NEXT_PUBLIC_FIREBASE_AUTH_DOMAIN=your-project.firebaseapp.com
NEXT_PUBLIC_FIREBASE_PROJECT_ID=your-project
NEXT_PUBLIC_FIREBASE_STORAGE_BUCKET=your-project.firebasestorage.app
NEXT_PUBLIC_FIREBASE_MESSAGING_SENDER_ID=...
NEXT_PUBLIC_FIREBASE_APP_ID=...

# Firebase Admin (server-side only)
FIREBASE_PROJECT_ID=your-project
FIREBASE_CLIENT_EMAIL=firebase-adminsdk-...@your-project.iam.gserviceaccount.com
FIREBASE_PRIVATE_KEY="-----BEGIN PRIVATE KEY-----\n...\n-----END PRIVATE KEY-----\n"

# Stripe (optional — billing features)
STRIPE_SECRET_KEY=sk_...
STRIPE_WEBHOOK_SECRET=whsec_...
NEXT_PUBLIC_STRIPE_PUBLISHABLE_KEY=pk_...

# LLM API Keys (add the ones you need)
ANTHROPIC_API_KEY=sk-ant-...
OPENAI_API_KEY=sk-...
GOOGLE_AI_API_KEY=AI...
OLLAMA_BASE_URL=http://localhost:11434

# Admin (optional)
NEXT_PUBLIC_ADMIN_UID=your-firebase-uid

# Service Connectors — OAuth (optional)
GOOGLE_OAUTH_CLIENT_ID=...
GOOGLE_OAUTH_CLIENT_SECRET=...
MICROSOFT_OAUTH_CLIENT_ID=...
MICROSOFT_OAUTH_CLIENT_SECRET=...
ENCRYPTION_KEY=...  # 64-char hex: node -e "console.log(require('crypto').randomBytes(32).toString('hex'))"

# Slack Bot (optional)
SLACK_CLIENT_ID=...
SLACK_CLIENT_SECRET=...
SLACK_SIGNING_SECRET=...

# Rate Limiting (optional)
UPSTASH_REDIS_REST_URL=...
UPSTASH_REDIS_REST_TOKEN=...

Deploy Firestore Rules

firebase deploy --only firestore:rules,firestore:indexes

Tech Stack

Layer Technology
Framework Next.js 16 (App Router)
Language TypeScript (strict mode)
UI shadcn/ui + Radix UI + Tailwind CSS 4
Animation Framer Motion 12
Visual Editor React Flow v12
Database Cloud Firestore (real-time)
Auth Firebase Authentication (Google/GitHub/Email)
Billing Stripe (subscriptions + usage meters)
LLM Multi-provider streaming (Anthropic, OpenAI, Google, Ollama)
Code Execution GCP Cloud Run (Python/Node/Bash sandbox)
Rate Limiting Upstash Redis
Validation Zod v4
Encryption AES-256-GCM (OAuth tokens)

Architecture

                    +------------------+
                    |   Next.js App    |
                    |   (App Router)   |
                    +--------+---------+
                             |
              +--------------+--------------+
              |              |              |
        +-----+----+  +-----+----+  +------+-----+
        | Dashboard |  |   API    |  |  Landing   |
        | (auth)    |  |  Routes  |  |  (public)  |
        +-----------+  +----+-----+  +------------+
                            |
       +--------------------+--------------------+
       |         |          |          |          |
  +----+---+ +--+-----+ +--+----+ +--+------+ +-+------+
  |  Chat  | |Grading | |  MCP  | |Connectors| | Teams  |
  |  SSE   | |  Lab   | |Server | | (5 ch.)  | | (Flow) |
  +----+---+ +--+-----+ +--+----+ +--+-------+ +--+----+
       |        |           |         |             |
  +----+--------+-----------+---------+-------------+--+
  |           runAgentWithTools()                       |
  |     (shared agentic loop — all routes)             |
  +----+----------+----------+----------+--------------+
       |          |          |          |
  +----+---+ +---+-----+ +-+------+ +-+----------+
  |streamLLM| |Firebase | |Stripe  | |GCP Cloud   |
  |(multi-  | |Admin SDK| |Billing | |Run (code   |
  |provider)| |Firestore| |Meters  | |interpreter)|
  +---------+ +---------+ +--------+ +------------+

Firestore Schema

users/{userId}
  /agents/{agentId}
    /skills, /tools, /extensions, /versions
    /memory/{key}                    # Agent memory (LRU eviction, keyword search)
    /gradingSuites/{suiteId}/cases, /runs/{runId}/results
    /autoresearchRuns/{runId}/iterations
    /pipelines/{pipelineId}, /sessions/{sessionId}
    /connectors/widget, /connectors/slackConnection
    /webhooks/{webhookId}, /webhookLogs/{logId}
    /mcpServers/{serverId}/usage/{yearMonth}
  /serviceConnectors/{provider}     # Encrypted OAuth tokens (AES-256-GCM)
  /agentTeams/{teamId}
    /activity/{activityId}          # 8-action audit trail
    /tasks/{taskId}                 # Kanban task board
    /routines/{routineId}           # CRON scheduled routines
  /goals/{goalId}
  /usage/{yearMonth}               # Token + cost tracking with agent breakdown
  /bugs/{bugId}
monitorRuns/{runId}                  # Workflow quality diagnostic results
apiKeys/{sha256Hash}                # MCP API keys (O(1) lookup)
slackTeams/{teamId}                 # Slack workspace index
telegramBots/{hash}                 # Telegram bot routing
whatsappPhones/{phoneId}            # WhatsApp phone routing

API Routes

Route Purpose
POST /api/agents/[id]/chat SSE streaming chat with tool calling
POST /api/agents/[id]/grading/[suite]/run Grading runner
POST /api/agents/[id]/autoresearch/* 6 optimization modes
POST /api/agents/meta-create AI agent creation (JSON output)
POST /api/mcp/server MCP Streamable HTTP protocol
POST /api/widget/chat Embeddable widget SSE
POST /api/webhook/[id] Inbound webhooks
POST /api/slack/events Slack Events API
POST /api/telegram/webhook Telegram bot
POST /api/whatsapp/webhook WhatsApp Cloud API
POST /api/teams/[id]/execute Team execution SSE
GET /api/oauth/google|microsoft Service connector OAuth
POST /api/monitor/run Workflow quality diagnostic (SSE, 18 prompts)
GET /api/monitor/[runId] Fetch shared diagnostic report
POST /api/grader/run Public prompt grading (no auth)
GET /api/cron/grading Scheduled grading + alerts (Vercel Cron)
GET /api/cron/routines Scheduled team routines (Vercel Cron)
Full route list (30+ routes)
  • POST /api/agents/[id]/pipelines/[pid]/execute — Pipeline execution
  • POST /api/agents/[id]/approve — Tool approval decision
  • POST/PUT/DELETE /api/mcp/keys — API key management
  • POST /api/mcp — Legacy JSON-RPC endpoint
  • POST /api/stripe/checkout — Stripe Checkout session
  • POST /api/stripe/webhook — Stripe webhook (9 events)
  • GET /api/stripe/subscription — Current subscription
  • POST /api/stripe/portal — Customer Portal redirect
  • GET/POST /api/github/content — Repo tree + file content
  • GET /api/github/repos — List user repos
  • POST /api/bug-report — Bug report submission
  • GET /api/widget/config — Widget config JSON
  • GET /api/widget/script — Widget JS bundle
  • GET /api/slack/install — Slack OAuth URL
  • GET /api/slack/oauth — Slack OAuth callback
  • POST /api/telegram/setup — Telegram bot setup
  • POST /api/whatsapp/setup — WhatsApp phone setup
  • POST /api/oauth/disconnect — Revoke service connector
  • GET /api/agents/[id]/compliance-report — EU AI Act report
  • POST /api/monitor/setup-team — Create monitor agent team for user
  • GET /api/monitor/[runId]/og — OG image for monitor report
  • POST /api/grader/run — Public prompt grading (rate-limited 5/day/IP)
  • GET /api/grader/[runId]/og — OG image for grader scorecard
  • POST /api/grader/generate-cases — AI-generate test cases for a prompt
  • POST /api/grader/probe — Probe external endpoint format
  • GET /api/health — Liveness check

MCP Integration

Kopern exposes its entire platform as an MCP server — 32 tools for the full agent lifecycle, from creation to deployment to monitoring. Works with Claude Code, Cursor, Windsurf, and any MCP client.

Setup

Option A — Platform key (recommended for most use cases):

  1. Sign up on kopern.ai
  2. Go to Settings > Personal API Key — generate a key
  3. Add to your .mcp.json:
{
  "mcpServers": {
    "kopern": {
      "type": "http",
      "url": "https://kopern.ai/api/mcp/server",
      "headers": {
        "Authorization": "Bearer kpn_your_api_key_here"
      }
    }
  }
}

Option B — Agent-bound key (for chat + agent-specific tools):

  1. Create an agent in Kopern
  2. Go to MCP/API tab > generate an API key
  3. Same .mcp.json format — this key unlocks kopern_chat and kopern_agent_info in addition to all platform tools.

Available MCP Tools (32)

Agent-Bound Only (require agent key)

Tool Description
kopern_chat Send a message to the agent with tool calling
kopern_agent_info Get agent metadata

Agent CRUD

Tool Description LLM Cost
kopern_create_agent Create agent with system prompt, skills, tools Free
kopern_get_agent Full agent details + subcollection counts Free
kopern_update_agent Update prompt, model, tools, config Free
kopern_delete_agent Permanent delete with cascade Free
kopern_list_agents List all agents with scores Free

Templates

Tool Description LLM Cost
kopern_list_templates Browse 37 templates (28 general + 9 vertical) Free
kopern_deploy_template 1-click deploy with onboarding variables Free

Grading & Optimization

Tool Description LLM Cost
kopern_grade_prompt Grade a system prompt inline (no agent needed) Your keys
kopern_create_grading_suite Define test cases on an agent Free
kopern_run_grading Run all test cases, get detailed scores Your keys
kopern_run_autoresearch AutoTune iterative optimization Your keys
kopern_get_grading_results Detailed results of a grading run Free
kopern_list_grading_runs Score history over time Free

Teams & Pipelines

Tool Description LLM Cost
kopern_create_team Multi-agent team (parallel/sequential/conditional) Free
kopern_run_team Execute team on a prompt Your keys
kopern_create_pipeline Multi-step pipeline with input mapping Free
kopern_run_pipeline Execute pipeline sequentially Your keys

Connectors

Tool Description LLM Cost
kopern_connect_widget Embeddable chat widget + embed code Free
kopern_connect_telegram Telegram bot via @BotFather Free
kopern_connect_whatsapp WhatsApp Business via Meta Cloud API Free
kopern_connect_slack Slack OAuth install URL Free
kopern_connect_webhook Inbound/outbound webhooks (n8n, Zapier, Make) Free
kopern_connect_email Gmail/Outlook OAuth + email tools Free
kopern_connect_calendar Google/Microsoft Calendar + scheduling tools Free

Monitoring & Data

Tool Description LLM Cost
kopern_list_sessions Conversation history with metrics Free
kopern_get_session Full session detail (events, tool calls) Free
kopern_manage_memory Agent memory CRUD (remember/recall/forget/list) Free
kopern_compliance_report EU AI Act compliance report (Art. 6/12/14/52) Free
kopern_get_usage Token usage, cost, per-agent breakdown Free
kopern_export_agent Export agent as portable JSON Free
kopern_import_agent Import agent from Kopern export JSON Free

Plan Limits

Starter (Free) Pro ($79/mo) Usage (PAYG) Enterprise ($499/mo)
Agents 2 25 Unlimited Unlimited
Tokens/month 10K 1M Pay per use 10M
MCP Endpoints 1 10 Unlimited Unlimited
Grading runs 5/mo 100/mo $0.10/run Unlimited
Models Sonnet + Haiku All All All + fine-tuned
Connectors 0 3 Unlimited Unlimited
Optimization Lab -- 6 modes 6 modes 6 modes + priority
Teams 0 5 Unlimited Unlimited

Deployment

Vercel (Recommended for SaaS)

# 1. Push to GitHub
# 2. Import in Vercel
# 3. Add env vars in Vercel dashboard
# 4. Deploy

Self-Hosted (Docker)

Run Kopern on your own infrastructure. Ideal for enterprises with data sovereignty requirements or teams wanting full local operation with Ollama.

git clone https://github.com/berch-t/kopern.git
cd kopern
cp .env.example .env.local
# Edit .env.local with your Firebase + LLM keys
docker compose up -d
# Open http://localhost:3000

Full local mode (no cloud dependencies):

  1. Uncomment the firebase-emulator service in docker-compose.yml
  2. Uncomment the ollama service for local LLMs
  3. Set FIRESTORE_EMULATOR_HOST=firebase-emulator:8080 in .env.local
  4. Set OLLAMA_BASE_URL=http://ollama:11434 in .env.local
  5. No Stripe keys needed — billing features are disabled without them

Enterprise LLM support:

  • Ollama — already supported, full local, zero API calls
  • Azure OpenAI — use azure-openai provider with your deployment endpoint
  • Any OpenAI-compatible endpoint — use openai provider with custom OPENAI_BASE_URL for vLLM, TGI, or internal LLMs

Stripe Setup

  1. Create products/prices in Stripe Dashboard
  2. Create Billing Meters for usage tracking
  3. Configure webhook: https://your-domain.com/api/stripe/webhook
  4. Register events: checkout.session.completed, customer.subscription.*, invoice.*

Contributing

We welcome contributions of all kinds. See CONTRIBUTING.md for guidelines.

Good first issues:

  • New vertical templates for specific industries
  • Translations beyond EN/FR
  • New LLM provider support
  • Pre-built tool integrations (Notion, Linear, Discord...)
  • Custom connector plugins (when Plugin SDK ships)
  • Documentation and tutorials

Development

npm install       # Install dependencies
npm run dev       # Dev server on :3000
npm run build     # Production build
npm run lint      # ESLint
npx tsc --noEmit  # Type check

Security

See SECURITY.md for vulnerability reporting.


Roadmap

  • Agent Builder + Playground
  • Grading Engine (6 criteria)
  • Optimization Lab (6 modes)
  • 5 Connectors (Widget, Slack, Telegram, WhatsApp, Webhooks)
  • MCP Protocol — 32 tools (Streamable HTTP, Vague 1 + 2)
  • Agent Memory + Context Compaction
  • Service Connectors (Gmail, Outlook, Google Calendar, Microsoft Calendar)
  • Operator Dashboard (no-code agent management)
  • EU AI Act Compliance Tools
  • Zero-Code Onboarding + 37 Templates (28 general + 9 vertical)
  • Code Interpreter (Python/Node/Bash via GCP Cloud Run)
  • web_fetch builtin (server-side HTTP fetch)
  • Agent Teams + Visual Orchestration (React Flow v12)
  • Conversational Tool Approval (Telegram/WhatsApp/Slack)
  • Scheduled Grading + Alerts (Vercel Cron)
  • Self-Hosted Docker deployment (docker-compose + Ollama)
  • Agent Export/Import (portable JSON)
  • Agent Grader — public prompt grading + endpoint mode
  • Social Media Tools (Bluesky AT Protocol)
  • Prompt Cache Preservation (~90% cost reduction on repeated calls)
  • Extended Thinking / Effort Levels (6 levels, 3 providers)
  • Image Generation (Gemini, Firebase Storage)
  • Blog Infrastructure (Markdown, JSON-LD, sitemap)
  • Workflow Quality Monitor (18 prompts, 6 criteria, 29 model baselines)
  • Connected Monitoring (drift detection, alerts, 5 MCP tools)
  • Template Marketplace
  • Connector Plugin SDK
  • TypeScript SDK
  • Customer Discovery (Grenoble/Rhone-Alpes)
  • Concierge Pilots + First Paying Customers

License

MIT — use it, fork it, build on it.


Built with coffee and ambition in Grenoble, France.

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