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.

What is an AI Skill? A curated, structured knowledge package that gives AI systems deep expertise in a specific domain—frameworks, APIs, codebases, or documentation. Instead of generic responses, your AI “knows” the subject matter.

The Problem: 70% of AI skill development is spent on data preprocessing—scraping, cleaning, analyzing code, extracting patterns, and structuring knowledge. We automate all of it.

Instead of manually building skills, Skill Seekers:

  1. Extracts from any source - docs, GitHub repos, PDFs, local codebases
  2. Analyzes with deep parsing (AST for code, OCR for PDFs, semantic chunking)
  3. Detects patterns, design principles, and code architecture
  4. Organizes content into categorized skill files with rich metadata
  5. Enhances with AI to extract best practices, examples, and key concepts
  6. Packages into 16+ formats for any AI system—skills, RAG, or coding assistants

Result: Production-ready AI skills in 15-45 minutes instead of days of manual work.

Why Use Skill Seekers?

For AI Skill Developers

  • 🎯 AI Skills for Claude, Gemini, OpenAI: Create structured knowledge that gives AI systems true expertise
  • 🧠 Codebase Intelligence: Turn any GitHub repo or local project into an AI skill with deep pattern analysis
  • 📊 Architecture Understanding: AI learns your project’s structure, patterns, and design decisions
  • 🚀 99% Faster: Days of skill building → 15-45 minutes
  • ✅ Battle-Tested: 1,852 tests, 24+ framework presets, production-ready

For Software Engineers & Developers

  • 💻 Codebase Analysis: Understand unfamiliar projects with AI-powered architecture detection
  • 🔍 Pattern Discovery: Automatically detect design patterns (MVC, Factory, Strategy, etc.)
  • 📚 Documentation Generation: Auto-generate architecture docs, API references, and how-to guides
  • 🧪 Test-Driven Insights: Extract working code examples from test suites
  • 🎮 Game Development: Godot signal flow analysis, Unity/Unreal C#/C++ pattern detection

For AI Coding Assistant Users

  • 🛠️ Cursor, Windsurf, Cline, Continue.dev: Generate .cursorrules for framework expertise
  • 🎯 Persistent Context: AI “knows” your frameworks and codebase without manual prompting
  • 🔄 Always Current: Update skills in 5 minutes when frameworks or code changes

For RAG Builders & AI Engineers

  • 🤖 RAG Systems: Build production-grade Q&A bots, chatbots, documentation portals
  • 🌐 Platform-Agnostic: Export to LangChain, LlamaIndex, Pinecone, Chroma, Weaviate, Haystack
  • 🔄 Multi-Source: Combine docs + GitHub + PDFs + codebases automatically

For Teams & Enterprises

  • 🔧 Internal Knowledge Base: Transform internal docs + code repositories into unified AI skills
  • 👥 Share Configs: Private git repos for team skill configurations
  • 🔄 CI/CD Ready: GitHub Actions for automated skill updates when code changes

Quick Example (v3.0+ Unified Command)

# Install
pip install skill-seekers

# Create skill from any source with one command
skill-seekers create https://react.dev --target claude

# From GitHub repository
skill-seekers create https://github.com/owner/repo --target langchain

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

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

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

That’s it! You now have AI-ready skills from ANY source.

Key Capabilities

4 Input Sources

  • Documentation websites - Any HTML docs (Docusaurus, GitBook, ReadTheDocs)
  • GitHub repositories - Public & private with deep C3.x analysis
  • PDF files - Scanned docs, manuals, research papers with OCR
  • Local codebases - Your projects (27+ languages, game engines)

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 workflow system for consistent, reusable enhancement strategies:

# Use bundled preset
skill-seekers create <source> --enhance-workflow security-focus

# Chain multiple workflows
skill-seekers create <source> --enhance-workflow minimal --enhance-workflow api-documentation

# Create custom workflow
cat > my-workflow.yaml << 'EOF'
name: "custom-analysis"
stages:
  - name: "Deep Analysis"
    prompt: "Analyze this code for performance patterns..."
    model: "claude-sonnet-4"
EOF
skill-seekers workflows add my-workflow.yaml

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

C3.x Codebase Analysis

  • C3.1: Design pattern detection (Strategy, Factory, etc.)
  • C3.2: Test example extraction (working code from tests)
  • C3.3: How-to guide generation (automated tutorials)
  • C3.4: Configuration analysis (9 formats with security scan)
  • C3.5: Architecture overview generation
  • C3.7: Architectural pattern detection (MVC, MVVM, etc.)

Multi-Agent Support

  • Claude Code (default) - Native stdio transport
  • Cursor - HTTP transport
  • Windsurf - HTTP transport
  • VS Code + Cline - MCP integration
  • IntelliJ IDEA - MCP integration

Intelligent Processing

  • Smart chunking - Preserves code blocks, maintains context (512 token chunks)
  • 27+ languages - Python, JavaScript, Go, Rust, C++, C#, GDScript, and more
  • Godot support - Signal flow detection and pattern analysis
  • Cloud storage - Direct upload to S3, GCS, Azure
  • CI/CD ready - GitHub Actions + Docker

What’s New in v3.1.0

Enhancement Workflows:

  • 5 bundled presets - Ready-to-use enhancement strategies
  • Custom workflows - Create your own YAML workflow definitions
  • Multiple workflow chaining - Combine presets for comprehensive analysis
  • CLI management - workflows list, show, add, remove, validate

Improved CLI:

  • Unified create command - One command for all source types
  • Multiple workflow flags - Apply several workflows in one command
  • Config file workflow support - Define workflows in JSON configs

What’s New in v3.0.0

Universal Intelligence Platform:

  • 16 platform adaptors (up from 4) - LangChain, LlamaIndex, Chroma, FAISS, Haystack, Qdrant, Weaviate, Pinecone, Claude, Gemini, OpenAI, Cursor, Windsurf, Cline, Continue.dev
  • 26 MCP tools (up from 9) - AI agents prepare their own knowledge
  • Cloud storage - AWS S3, Google Cloud Storage, Azure Blob Storage
  • CI/CD ready - GitHub Action + Docker support
  • Three-stream GitHub fetcher - Code + Docs + Issues streams
  • 1,852 tests (up from 700+) - Production-ready quality

Read the full changelog →

Next Steps