AI resources + toolkit

A collection of AI tools, templates, and guides for journalists and developers. Created by Joe Amditis and hosted at https://tools.amditis.tech/

Resource kit website

Interactive tools and guides built with love and frustration by Joe Amditis.

Tools & guides

Page	Description
LLM Advisor	Decision tree tool for selecting the right AI model for your task
Vibe coding guide	Multi-page tutorial on AI-assisted development
Terminal setup guide	Step-by-step instructions for configuring AI CLI tools
Tool stacks	IDEs, AI app builders, databases, deployment, and 14 tool categories
Quick reference card	Printable cheat sheet for common AI prompts
Glossary	AI and development terminology
Language guide	How to write effective prompts
About	About the project and author

Vibe coding guide sections

The vibe coding guide is a comprehensive multi-page resource:

• Essentials - Core concepts for AI-assisted development
• Level up - Advanced techniques and patterns
• Common mistakes - Pitfalls to avoid
• Cheat sheet - Quick reference for common tasks
• Glossary - Key terms and definitions

Downloadable templates

Available in resource-kit/docs/downloads/:

• CLAUDE-RULES templates (14 project types)
• LESSONS-TEMPLATE.md
• CLAUDE-CODE-QUICKREF.md
• VIBE-CODING-CHECKLIST.md
• LLM-COMPARISON.md
• CHANGELOG-TEMPLATE.md

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LESSONS.md templates

Templates for documenting project learnings, designed to carry forward wisdom without context bleed.

Software development

Template	Use for
LESSONS-general.md	Any project type (start here if unsure)
LESSONS-desktop-app.md	Electron, Tauri, native desktop apps
LESSONS-browser-extension.md	Chrome/Firefox/Edge extensions
LESSONS-web-app.md	React, Vue, static sites, SPAs
LESSONS-data-pipeline.md	Python scripts, ETL, scrapers, data processing
LESSONS-mobile-app.md	React Native, Capacitor, Flutter, native mobile

Journalism & publishing

Template	Use for
LESSONS-digital-archive.md	Digital preservation, historical archives, collections
LESSONS-event-website.md	Conferences, summits, events with registration
LESSONS-content-pipeline.md	CMS workflows, publishing automation, syndication
LESSONS-editorial-tool.md	Newsroom tools, reporter/editor software
LESSONS-research-project.md	Investigations, data journalism, analysis projects
LESSONS-publication.md	Newsletters, blogs, ongoing content series

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CLAUDE-RULES templates

Project memory files for Claude Code, providing context and guidelines for AI assistance.

Software development

Template	Use for
CLAUDE-RULES-general.md	Any project type
CLAUDE-RULES-desktop-app.md	Electron, Tauri, native apps
CLAUDE-RULES-browser-extension.md	Browser extensions
CLAUDE-RULES-web-app.md	Web applications
CLAUDE-RULES-data-pipeline.md	Data processing, ETL
CLAUDE-RULES-mobile-app.md	Mobile applications

Journalism & publishing

Template	Use for
CLAUDE-RULES-digital-archive.md	Digital archives
CLAUDE-RULES-event-website.md	Event websites
CLAUDE-RULES-content-pipeline.md	Content automation
CLAUDE-RULES-editorial-tool.md	Editorial tools
CLAUDE-RULES-research-project.md	Research projects
CLAUDE-RULES-publication.md	Publications

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Anime.js documentation

Comprehensive documentation for the Anime.js animation library (v4):

File	Content
ANIMEJS-COMPLETE-DOCUMENTATION.md	Full reference guide
animejs-documentation.md	Core API documentation
animejs-timeline-documentation.md	Timeline and sequencing
animejs-stagger-documentation.md	Stagger effects
animejs-draggable-documentation.md	Draggable elements
animejs-scrollobserver-documentation.md	Scroll-based animations
animejs-waapi-documentation.md	Web Animations API integration

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Project structure

tools/
├── resource-kit/
│   └── docs/                    # GitHub Pages (served from here)
│       ├── index.html           # Main landing page
│       ├── about/               # About page
│       ├── glossary/            # AI terminology glossary
│       ├── language-guide/      # Prompt writing guide
│       ├── llm-advisor/         # LLM tool selector app
│       ├── llm-advisor-doc/     # Static LLM documentation
│       ├── quick-reference-card/ # Printable cheat sheet
│       ├── terminal-setup/      # Terminal configuration guide
│       ├── tool-stacks/         # Development tools (14 categories)
│       ├── vibe-coding/         # Vibe coding guide (5 pages)
│       ├── downloads/           # Downloadable templates
│       └── assets/              # Shared CSS, JS, images
├── LESSONS-*.md                 # Project retrospective templates
├── CLAUDE-RULES-*.md            # Claude Code memory templates
├── animejs-*.md                 # Animation library documentation
├── mcp-servers/                 # MCP server configurations
├── scripts/                     # Utility scripts
└── .github/workflows/           # GitHub Actions (auto-deploy)

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How to use

Using templates

# Copy a template to your project
cp LESSONS-web-app.md /path/to/project/LESSONS.md
cp CLAUDE-RULES-web-app.md /path/to/project/CLAUDE.md

Or ask Claude Code:

"Create a LESSONS.md for this project using the web-app template"

Local development

cd resource-kit/docs
python -m http.server 8000
# Open http://localhost:8000

Deployment

Push to master - GitHub Actions automatically deploys to Pages.

# Check deployment status
gh run list --limit 3

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Template philosophy

Focus on "the real problem"

Every template has a section for this. What did users actually need vs what you built? This insight transfers to future projects.

Keep vs start fresh

Templates separate recommendations for continuing vs starting over. Both are valid paths.

Artifacts worth keeping

Code dies, but patterns live. Identify files/components that could be extracted and reused.

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Choosing a template

Building software?

• Desktop app → desktop-app
• Browser extension → browser-extension
• Website/web app → web-app
• Scripts/automation → data-pipeline
• Mobile app → mobile-app

Journalism/publishing project?

• Preserving content → digital-archive
• Conference/event site → event-website
• Content automation → content-pipeline
• Newsroom tool → editorial-tool
• Investigation/analysis → research-project
• Newsletter/blog → publication

Not sure? Start with general and adapt.

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License

MIT