What is Skill Seekers?

Skill Seekers is the AI Skill & RAG Toolkit. It transforms documentation websites, GitHub repositories, PDF files, and local codebases into structured AI skills and RAG-ready knowledge for Claude, Gemini, OpenAI, LangChain, LlamaIndex, Cursor, and any LLM platform.

The Problem

Building AI systems that truly understand a domain requires extensive preparation:

  • AI Skill Development: 70% of time is spent preprocessing—scraping docs, analyzing code, extracting patterns
  • Codebase Onboarding: Understanding a new project takes weeks of manual analysis
  • AI Assistant Expertise: Generic AI responses lack deep framework and codebase knowledge
  • Multi-format Needs: Different AI systems need different formats (skills, RAG, coding rules)

Result: Everyone rebuilds the same preprocessing infrastructure. Stop rebuilding. Start using.

The Solution

Skill Seekers automates AI skill creation and knowledge preprocessing:

  1. Extract from any source - docs, GitHub repos, PDFs, local codebases
  2. Analyze with deep code parsing (AST analysis, pattern detection, architecture mapping)
  3. Enhance with AI to extract best practices, examples, and key concepts (using v3.1.0 workflow presets)
  4. Package into 16+ output formats (AI skills, RAG pipelines, coding rules, vector DBs)
  5. Deploy to any AI system with one command

Result: Go from any source to production-ready AI skills in 15-45 minutes, not days.

Key Capabilities

4 Input Sources

  • Documentation websites - Scrape any HTML documentation (Docusaurus, GitBook, ReadTheDocs)
  • GitHub repositories - Analyze code structure, patterns, and examples (public & private)
  • PDF files - Extract text from technical PDFs with OCR support (scanned docs, manuals, research papers)
  • Local codebases - Analyze your own projects, game engines, or internal code (27+ languages)

16 Output Formats

CategoryPlatforms
RAG/VectorsLangChain, LlamaIndex, Chroma, FAISS, Haystack, Qdrant, Weaviate
AI PlatformsClaude, Gemini, OpenAI
AI CodingCursor, Windsurf, Cline, Continue.dev
GenericMarkdown, JSON, YAML

v3.1.0: Enhancement Workflows

New in v3.1.0: Workflow presets for AI enhancement. Choose from bundled presets or create your own:

# Use a preset workflow
skill-seekers create https://react.dev --enhance-workflow security-focus

# Apply multiple workflows
skill-seekers create https://github.com/owner/repo --enhance-workflow minimal --enhance-workflow api-documentation

# Manage workflows
skill-seekers workflows list
skill-seekers workflows show security-focus

Bundled presets: default, minimal, security-focus, architecture-comprehensive, api-documentation

Intelligent Processing

  • Smart categorization - Automatically organizes content into logical sections
  • Code detection - Identifies and formats code examples with language tags (27+ languages)
  • Pattern recognition - Detects design patterns in codebases (C3.x analysis)
  • Test extraction - Extracts real usage examples from test files
  • How-to generation - Creates step-by-step tutorials from workflow examples
  • Signal flow analysis - Godot game engine event detection

AI Enhancement

  • Local enhancement - Uses Claude Code (FREE with Claude Max subscription)
  • API enhancement - Uses Claude API for batch processing
  • Workflow presets (v3.1.0) - Pre-configured enhancement strategies
  • Quality improvement - Transforms basic docs into comprehensive guides (3/10 → 9/10 quality)
  • Context-aware - Adds explanations, best practices, and troubleshooting

MCP Integration

  • 26 MCP tools for Claude Code Desktop
  • Multi-agent support - Claude Code, Cursor, Windsurf, VS Code, IntelliJ
  • One-command workflows - Fetch, scrape, enhance, package, upload automatically

Version

Current version: v3.1.0 (February 2026)

Latest additions:

  • Enhancement workflow presets
  • Multiple workflow chaining
  • CLI workflows management

Who Should Use Skill Seekers?

  • AI Skill Developers - Create structured skills for Claude, Gemini, OpenAI with deep expertise
  • Software Engineers - Analyze unfamiliar codebases, understand architecture and patterns
  • AI Coding Assistant Users - Give Cursor, Windsurf, Cline deep framework and project knowledge
  • Game Developers - Analyze Godot, Unity, Unreal projects with signal flow and pattern detection
  • RAG Engineers - Build production Q&A systems with preprocessed knowledge
  • Teams - Combine internal docs + code into unified AI skills and knowledge bases

Quick Example

# Install
pip install skill-seekers

# Create skill from any source (v3.0+ unified command)
skill-seekers create https://react.dev --target langchain

# From GitHub repo
skill-seekers create https://github.com/facebook/react --target claude

# From PDF
skill-seekers create ./manual.pdf --target openai

# From local codebase
skill-seekers create ./my-project --target langchain

# With workflow enhancement (v3.1.0)
skill-seekers create https://docs.python.org --target claude --enhance-workflow api-documentation

Result: You now have AI-ready skills from ANY source!

Next Steps

Open Source - MIT License | Community-Driven - Contributions welcome!