Features Overview
Skill Seekers v3.1.0 offers comprehensive capabilities for creating AI skills from any knowledge source.
🌐 Input Sources
Documentation Scraping
- HTML websites - Scrape any documentation site (React, Vue, Django, Godot, etc.)
- llms.txt support - 10x faster when sites provide AI-optimized documentation
- Unlimited pages - No page limits, handles 40K+ page documentation sites
- Smart selectors - Automatic content detection or custom CSS selectors
- Category detection - Automatically organizes content into logical sections
GitHub Repository Analysis
- Unlimited local analysis - Analyze entire codebases without API rate limits
- Code structure - Extracts classes, functions, dependencies
- README extraction - Pulls README files from all directories
- Issue tracking - Optionally includes GitHub issues and releases
- Changelog parsing - Extracts version history and release notes
- Three-stream fetcher (v3.0+) - Code + Docs + Issues streams
PDF Extraction
- Text extraction - Extracts text from technical PDFs
- OCR support - Handles scanned documents with Tesseract OCR
- Password-protected - Supports encrypted PDFs
- Table extraction - Extracts tables with structure preservation
- Parallel processing - 3x faster with multi-core support
Multi-Source Skills (Unified Scraping)
- Combine sources - Docs + GitHub + PDFs in one skill
- Conflict detection - Identifies and resolves duplicate content
- Priority resolution - Configurable source priorities
- Comprehensive knowledge - Creates complete picture of frameworks/tools
🧬 C3.x Codebase Analysis Suite
Advanced code analysis features for understanding codebases:
C3.1 Pattern Detection
- 10 design patterns - Detects Singleton, Factory, Observer, Strategy, Decorator, Builder, Adapter, Command, Template Method, Chain of Responsibility
- 9 languages - Python (AST-based), JavaScript, TypeScript, C++, C, C#, Go, Rust, Java
- 87% precision - Tested on 100 real-world projects
C3.2 Test Example Extraction
- Real usage examples - Extracts examples from test files
- 5 categories - Instantiation, method calls, configuration, setup, workflows
- Quality filtering - Removes trivial patterns, keeps meaningful examples
- 80%+ high-confidence - Only includes clear, useful examples
C3.3 How-To Guide Generation
- AI-enhanced tutorials - Transforms test workflows into step-by-step guides
- 5 automatic improvements - Step descriptions, troubleshooting, prerequisites, next steps, use cases
- Dual-mode AI - API mode (fast) or LOCAL mode (FREE with Claude Max)
- 95%+ satisfaction - Enhanced guides rated highly by users
C3.4 Configuration Pattern Extraction
- 9 config formats - JSON, YAML, TOML, ENV, INI, Python, JavaScript, Dockerfile, Docker Compose
- 7 common patterns - Database, API, logging, cache, email, auth, server configs
- Security analysis - Identifies hardcoded secrets and exposed credentials
- AI-enhanced insights - Explanations, best practices, migration suggestions
C3.5 Architectural Overview
- ARCHITECTURE.md generation - Comprehensive architectural overview with 8 sections
- Integrated analysis - Combines all C3.x outputs into unified skills
- Default ON - Automatically runs when local_repo_path is provided
C3.7 Architectural Pattern Detection
- 8 patterns - MVC, MVVM, MVP, Repository, Service Layer, Layered, Clean Architecture
- Framework detection - Django, Flask, Spring, ASP.NET, Rails, Laravel, Angular, React, Vue.js
- Evidence-based - Confidence scoring with detailed evidence
🤖 AI Enhancement
v3.1.0: Enhancement Workflows
New workflow system for consistent, reusable enhancement strategies:
# List available workflows
skill-seekers workflows list
# Use a 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
echo '
stages:
- name: "Security Analysis"
prompt: "Analyze for security vulnerabilities..."
model: "claude-sonnet-4"
temperature: 0.3
' > my-workflow.yaml
skill-seekers workflows add my-workflow.yaml
Bundled Presets:
| Preset | Purpose |
|---|---|
default | Balanced enhancement for general use |
minimal | Light enhancement, fast processing |
security-focus | Security vulnerability analysis |
architecture-comprehensive | Deep architectural insights |
api-documentation | API-focused documentation |
Local Enhancement (FREE)
- Uses Claude Code - No API costs! Uses your Claude Max subscription
- 4 execution modes - Headless (default), Background, Daemon, Interactive
- 30-60 seconds - Quick enhancement with Claude Sonnet 4.5
- 3/10 → 9/10 quality - Transforms basic docs into comprehensive guides
API Enhancement
- Platform-specific models - Claude Sonnet 4, Gemini 2.0 Flash, GPT-4o
- Batch processing - Efficient for large-scale enhancement
- Cost-effective - ~$0.15-$0.30 per skill
- Quality verification - Automatic checks before packaging
🌍 Multi-Platform Support
Supported Platforms
- Claude AI - Native ZIP format with YAML frontmatter
- Google Gemini - tar.gz with 1M token context support
- OpenAI ChatGPT - ZIP with vector store and file search
- Generic Markdown - Universal format for any LLM
Complete Feature Parity
- All skill modes work with all platforms
- All CLI commands support
--targetparameter - All MCP tools support platform selection
- Consistent workflow across platforms
🔌 MCP Integration
26 MCP Tools for Claude Code
- Config Management - generate_config, list_configs, validate_config
- Scraping - scrape_docs, scrape_github, scrape_pdf, estimate_pages
- Processing - enhance_skill, package_skill, upload_skill
- Workflows - install_skill (complete automation)
- Splitting - split_config, generate_router (for large docs)
- Sources - fetch_config, add_config_source, list_config_sources, remove_config_source
Multi-Agent Support
- 5 AI agents - Claude Code, Cursor, Windsurf, VS Code + Cline, IntelliJ IDEA
- Dual transport - stdio (default) and HTTP (for web-based agents)
- Auto-configuration -
./setup_mcp.shconfigures all detected agents
☁️ Cloud Storage (v3.0+)
Upload skills directly to cloud storage:
# AWS S3
skill-seekers cloud upload --provider s3 --bucket my-skills --dir output/react/
# Google Cloud Storage
skill-seekers cloud upload --provider gcs --bucket my-skills --dir output/react/
# Azure Blob Storage
skill-seekers cloud upload --provider azure --container my-skills --dir output/react/
Features:
- Upload/download directories
- List files with metadata
- Check file existence
- Generate presigned URLs
- Cloud-agnostic interface
📦 Smart Features
Automatic llms.txt Detection
- 10x faster - Downloads AI-optimized docs when available
- 3 variants - llms-full.txt, llms.txt, llms-small.txt
- Complete content - No truncation, preserves full documentation
Git-Based Config Sources
- Private repositories - Fetch configs from private/team repos
- Team collaboration - Share configs across organizations
- Version control - Track config changes over time
- Secure auth - Environment variable tokens only
Large Documentation Support
- 40K+ pages - Handles massive documentation sites
- Config splitting - Breaks large sites into focused sub-skills
- Router generation - Creates intelligent routing between sub-skills
- Checkpoint/resume - Resume interrupted scraping sessions
Quality Assurance
- Automatic checks - Quality scoring before packaging (0-100 score, A-F grade)
- Structure validation - Validates SKILL.md, references/ directory
- Link validation - Checks all internal markdown links
- Enhancement verification - Ensures AI enhancement completed successfully
🚀 Performance
- Parallel scraping - 2-3x faster with async mode
- Intelligent caching - 50% faster on re-runs
- PDF parallel processing - 3x faster with multi-core support
- Shallow git clones - 10-50x faster for git-based configs
📊 Statistics
- 1,852 tests - Comprehensive test coverage, 100% passing
- 24 preset configs - Ready-to-use configs for popular frameworks
- 16 platforms - Complete multi-platform support (up from 4 in v2.x)
- 26 MCP tools - Full Claude Code integration
- 5 bundled workflows - Enhancement presets (v3.1.0)
- v3.1.0 - Latest release (February 2026)
Next Steps
- Use Cases - When to use Skill Seekers
- FAQ - Frequently asked questions
- Installation - Get started now