Unified Docs Hub

# 📚 Unified Docs Hub - Comprehensive Contributor Guide Welcome to the ultimate guide for contributing to Unified Docs Hub! This document consolidates all essential information from our documentation to help you become an effective contributor. ## 🎯 Project Overview ### What is Unified Docs Hub? Unified Docs Hub is an MCP (Model Context Protocol) server that creates a massive, searchable knowledge base from: - **170+ hand-curated repositories** across 23 categories - **1,000+ auto-discovered popular GitHub projects** - **11,000+ searchable documentation files** This enables AI assistants like Claude and ChatGPT to have instant access to comprehensive technical documentation. ### Key Features - 🔍 **Lightning-fast full-text search** using SQLite FTS5 - 📈 **Self-updating system** with automated daily updates - 🤖 **AI-optimized** for MCP-compatible assistants - 🎯 **Specialized coverage** in Trading/Finance, AI/ML, DevOps, and 20+ categories ## 📊 Current Repository Distribution ### Categories and Coverage (170 Curated Repositories) | Category | Count | Examples | |----------|-------|----------| | **Trading & Finance** | 64 | Freqtrade, Zipline, QuantLib, CCXT, PyPortfolioOpt | | **Web Development** | 13 | React, Vue.js, Next.js, Astro | | **AI/ML** | 13 | DSPy, MCP Agent, Unsloth, RAGbits | | **Cloud/DevOps** | 9 | Kubernetes, Docker, Terraform, NetBird | | **MLOps** | 6 | MLflow, Kubeflow, DVC, Weights & Biases | | **Mobile Development** | 5 | React Native, Flutter, Ionic | | **Observability** | 5 | Prometheus, Grafana, Jaeger, OpenTelemetry | | **Desktop Frameworks** | 5 | Electron, Tauri, Wails, Flutter Desktop | | **Analytics & BI** | 5 | Apache Superset, Metabase, ClickHouse | | **Programming Languages** | 6 | Python, Go, TypeScript guides | | **Databases** | 5 | PostgreSQL, MongoDB, Redis | | **DevTools** | 4 | VS Code, tmux, fzf | | **Tools** | 4 | RustDesk, Note Gen | | **Testing** | 3 | Cypress, Playwright, Vitest | | **Data Engineering** | 3 | Apache Airflow, dbt, Great Expectations | | **Security** | 3 | OWASP guides, security tools | | **Game Development** | 2 | Unity docs, Godot guides | | **Blockchain** | 2 | OpenZeppelin, Hardhat | | **Education** | 2 | Coding Interview University, Project Based Learning | | **Robotics** | 1 | ArduPilot | | **State Management** | 1 | State management patterns | | **CI/CD** | 1 | GitHub Actions, GitLab CI | ## 🚀 How to Contribute ### 1. Adding New Repositories The easiest way to contribute is by adding high-quality repositories to our curated list. #### Selection Criteria - ⭐ Minimum 1,000 stars (flexible for niche but essential tools) - 📚 Comprehensive documentation (README, guides, examples) - 🔄 Active maintenance (recent commits, responsive issues) - 🌍 Community adoption (used in production) - 🎯 Fills a gap in our current coverage #### How to Add a Repository 1. **Edit `repositories.yaml`**: ```yaml - name: "owner/repo-name" category: "Category Name" description: "Brief description of what this repo does" documentation_patterns: - "README.md" - "docs/**/*.md" - "examples/**/*.md" skip_patterns: - "node_modules" - "test" ``` 2. **Choose the Right Category**: - Use existing categories when possible - Create new categories only for distinct technology areas - Aim for 5+ repos per category 3. **Documentation Patterns**: - Include main documentation files - Add subdirectory patterns for nested docs - Include example directories if educational ### 2. Expanding Trading & Finance Coverage Our Trading & Finance category is our crown jewel with 64 specialized repositories. Here's what we cover: #### Current Specializations 1. **Core Trading** (21 repos) - Backtesting, bots, technical analysis 2. **Options Trading** (3 repos) - Greeks, pricing models, strategies 3. **Forex Trading** (3 repos) - Currency markets, MT5 integration 4. **High-Frequency Trading** (4 repos) - Microstructure, tick data 5. **Market Making** (2 repos) - Order book dynamics, MM algorithms 6. **Portfolio Optimization** (3 repos) - Modern portfolio theory, ML 7. **Arbitrage** (3 repos) - Cross-exchange, triangular, statistical 8. **Risk Management** (3 repos) - VaR, stress testing, metrics 9. **Sentiment Analysis** (2 repos) - FinBERT, news sentiment 10. **DeFi/Blockchain** (4 repos) - Uniswap, Aave, MEV strategies 11. **Fixed Income** (3 repos) - Bond pricing, yield curves 12. **Commodities** (2 repos) - Futures, energy markets 13. **Derivatives** (3 repos) - Complex derivatives pricing 14. **Market Data** (3 repos) - Real-time feeds, data vendors 15. **Trading Infrastructure** (5 repos) - Arctic, Nautilus, FIX #### Adding Trading Repositories When adding trading/finance repos, ensure they: - Have production-ready code - Include backtesting capabilities - Document risk management - Provide real examples ### 3. Code Contributions #### Architecture Overview ``` unified-docs-hub/ ├── unified_docs_hub_server.py # Main MCP server ├── database.py # SQLite + FTS5 operations ├── github_client.py # GitHub API integration ├── quality_scorer.py # Documentation quality metrics ├── search_analytics.py # Search behavior tracking ├── format_handlers.py # Multi-format support ├── response_limiter.py # Rate limiting └── automated_index_updater.py # Daily update automation ``` #### Key Components 1. **Database Layer** (`database.py`) - SQLite with FTS5 for full-text search - Document versioning - Quality score storage - Search analytics 2. **GitHub Integration** (`github_client.py`) - Repository discovery - Documentation fetching - Rate limit handling - Update checking 3. **Quality Scoring** (`quality_scorer.py`) - Multi-metric evaluation - Letter grades (A+ to F) - Improvement suggestions - Freshness tracking 4. **Format Support** (`format_handlers.py`) - Markdown, MDX, RST, AsciiDoc, Jupyter - Unified markdown conversion - Code block extraction #### Development Setup ```bash # Clone the repository git clone https://github.com/boodrow/unified-docs-hub.git cd unified-docs-hub # Create virtual environment python -m venv venv source venv/bin/activate # On Windows: venv\Scripts\activate # Install dependencies pip install -r requirements.txt # Set up environment export GITHUB_TOKEN=your_github_token # Run the server python unified_docs_hub_server.py ``` ### 4. Testing Your Changes Before submitting a PR: 1. **Test Repository Addition**: ```python # In Python REPL from database import UnifiedDocsDatabase from github_client import GitHubClient db = UnifiedDocsDatabase() client = GitHubClient("your_token") # Test indexing your new repo await client.index_repository("owner/repo", db) ``` 2. **Test Search**: ```python # Search for content from your repo results = db.search("your search terms") print(f"Found {len(results)} results") ``` 3. **Verify Quality Scores**: ```python from quality_scorer import DocumentQualityScorer scorer = DocumentQualityScorer(client) score = await scorer.calculate_score("owner/repo", doc_content) ``` ### 5. Automated Indexing System Our automated system ensures the knowledge base stays current: #### Daily Updates (via cron) - Updates all indexed repositories - Checks for new documentation - Recalculates quality scores - Logs changes and errors #### Weekly Discovery - Finds new popular repositories - Auto-adds repos with 10k+ stars - Categorizes using AI/heuristics - Sends summary reports #### Setting Up Automation ```bash # Make scripts executable chmod +x automated_index_updater.py chmod +x setup_automated_indexing.sh chmod +x run_automated_index.sh # Install cron jobs ./setup_automated_indexing.sh ``` ## 📈 Recent Expansions ### Phase 1: Initial Curated Set (34 repos) - Core web frameworks - Essential tools - Popular languages ### Phase 2: Trending Additions (+51 repos) - AI/ML tools (DSPy, MCP agents) - Education resources - Blockchain development - Data engineering stack ### Phase 3: Specialized Categories (+21 repos) - Observability (Prometheus, Grafana) - MLOps (MLflow, Kubeflow) - Desktop frameworks (Electron, Tauri) - Analytics & BI (Superset, Metabase) ### Phase 4: Trading Mega-Expansion (+43 repos) - Options trading (Greeks, volatility) - Forex markets - High-frequency trading - Market making - DeFi protocols - Risk management ### Phase 5: Ultimate Trading Coverage (+21 more) - Commodities & futures - Energy markets - Fixed income - Derivatives - Infrastructure ## 🎯 Contribution Ideas ### High-Priority Additions 1. **DevOps Tools**: More Kubernetes operators, service meshes 2. **Data Science**: Jupyter extensions, visualization libraries 3. **API Development**: GraphQL tools, API gateways 4. **Testing Frameworks**: Property-based testing, load testing 5. **Documentation Tools**: Static site generators, API doc tools ### Feature Enhancements 1. **Multi-language Support**: Internationalization 2. **Custom Sources**: Support for non-GitHub docs 3. **Smart Categorization**: ML-based auto-categorization 4. **Quality Improvements**: Better scoring algorithms 5. **Search Enhancements**: Semantic search, filters ### Infrastructure 1. **Performance**: Query optimization, caching 2. **Monitoring**: Health checks, metrics 3. **Deployment**: Docker, Kubernetes configs 4. **Documentation**: Video tutorials, examples ## 📝 Pull Request Guidelines ### PR Checklist - [ ] Follows existing code style - [ ] Includes appropriate documentation - [ ] Adds tests for new functionality - [ ] Updates README if needed - [ ] Commits are clear and atomic - [ ] No sensitive data (tokens, keys) ### Commit Messages ``` feat: Add support for GitLab repositories fix: Handle rate limiting in GitHub client docs: Update trading category documentation chore: Upgrade dependencies ``` ## 🤝 Community ### Getting Help - **Issues**: Use GitHub issues for bugs/features - **Discussions**: GitHub Discussions for questions - **Discord**: Join MCP Discord server - **Email**: Contact maintainers ### Code of Conduct - Be respectful and inclusive - Welcome newcomers - Provide constructive feedback - Focus on what's best for the project ## 🚀 Making an Impact Your contributions help thousands of developers and AI assistants access better documentation. Whether you add a single repository or implement a new feature, you're making AI-assisted development more powerful and accessible. ### Recognition - Contributors are listed in README - Significant contributions highlighted - Regular contributors get maintainer status ## 📅 Roadmap ### Q3 2025 - Semantic search implementation - Multi-source support (GitLab, Bitbucket) - Real-time documentation updates ### Q4 2025 - Documentation quality badges - Community curation platform - Enterprise features ### 2026 - Federated documentation network - AI-powered categorization - Interactive documentation explorer --- **Ready to contribute?** Pick an area that interests you and dive in! Every contribution, no matter how small, makes our documentation ecosystem better. 🌟