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:

PresetPurpose
defaultBalanced enhancement for general use
minimalLight enhancement, fast processing
security-focusSecurity vulnerability analysis
architecture-comprehensiveDeep architectural insights
api-documentationAPI-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 --target parameter
  • 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.sh configures 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