# Nancy Brain TODO List

## 🚨 High Priority (Before PyPI Release)

### Code Quality & CI
- [x] **Fix black formatting issues** in CI
  - ✅ Updated black version to 25.1.0 for consistency
  - ✅ Reformatted all files with consistent version
  - ✅ Pre-commit hooks now pass locally and should pass in CI
  - ✅ Configured flake8 to use .flake8 config file for consistency
  - ✅ Applied formatting fixes to resolve VS Code file watching conflicts
  - ✅ Aligned CI workflow with local pre-commit configuration
  - ✅ Verified compatibility across Python 3.10, 3.11, 3.12
- [x] **Increase test coverage** to 60%+
  - ✅ Achieved 67% test coverage (exceeding target!)
  - ✅ Added comprehensive CLI tests 
  - ✅ Added admin UI utility tests
  - ✅ Added end-to-end integration tests
  - ✅ All 94 tests passing

### Package Polish
- [x] **Validate PyPI metadata** 
  - ✅ Built package successfully: `nancy_brain-0.1.0-py3-none-any.whl`
  - ✅ Installed from wheel with all dependencies resolved
  - ✅ CLI entry point `nancy-brain` works correctly
  - ✅ All commands functional (init, build, search, serve, ui, etc.)
  - ✅ Python imports work: core modules, CLI, admin UI
  - ✅ Dependencies properly resolved: FastAPI, Streamlit, txtai, PyTorch
  - ✅ Version detection works: `nancy-brain --version` → 0.1.0

## 📚 Documentation & Examples (Post-Release v0.1.x)

### Read the Docs Setup
- [ ] **Set up MkDocs Material**
  - Create `docs/` directory structure
  - Configure `mkdocs.yml` with material theme
  - Set up Read the Docs project
  - Add GitHub Actions for auto-deploy

### Integration Examples (with Screenshots Later)
- [ ] **VS Code + MCP Integration**
  - Step-by-step setup guide
  - Sample workspace configuration
  - Demo with real repository
- [ ] **Claude Desktop Integration**
  - Configuration file example
  - Usage demonstration
  - Troubleshooting common issues
- [ ] **Custom GPT (OpenAI) Integration**
  - Action schema definitions
  - API endpoint mapping
  - Example GPT configuration
- [ ] **Slack Bot Integration**
  - Bot setup and token configuration
  - Event subscription setup
  - Usage examples

### Tutorial Content
- [ ] **Researcher Workflow Tutorial**
  - Academic paper + GitHub repo workflow
  - PDF article management
  - Search and retrieval examples
- [ ] **ML Engineer Setup Tutorial**
  - PyTorch/scikit-learn knowledge base
  - Code search and documentation
  - Team knowledge sharing
- [ ] **Python API Usage Examples**
  - Direct RAGService usage
  - Embedding and search examples
  - Custom integrations

## 🎨 Polish & UX (Future Versions)

### Web Interface Improvements
- [ ] **Enhanced Streamlit UI**
  - Better error handling and feedback
  - Progress bars for long operations
  - Export/import configurations
  - Search result highlighting

### CLI Enhancements
- [ ] **Better CLI experience**
  - Progress bars for build operations
  - Colored output for better readability
  - Interactive configuration wizard
  - Auto-completion support

### Advanced Features
- [ ] **Enhanced Search**
  - Semantic reranking
  - Search result caching
  - Custom scoring algorithms
  - Search history and favorites
- [ ] **Multi-model Support**
  - Support for different embedding models
  - Model comparison and benchmarking
  - Automatic model selection
- [ ] **Advanced PDF Processing**
  - Better table extraction
  - Image and figure processing
  - Citation link extraction

## 🔧 Technical Debt & Maintenance

### Code Improvements
- [ ] **Refactor service initialization**
  - Cleaner dependency injection
  - Better error handling
  - Configuration validation
- [ ] **Improve logging**
  - Structured logging with levels
  - Better error messages
  - Debug mode support
- [ ] **Performance optimizations**
  - Lazy loading of models
  - Caching improvements
  - Memory usage optimization

### Infrastructure
- [ ] **Monitoring & Observability**
  - Health check endpoints
  - Metrics collection
  - Error tracking
- [ ] **Security**
  - Input validation
  - Rate limiting
  - Authentication improvements

## 📸 Content Creation (When Ready)

### Screenshots & Media
- [ ] **Web UI Screenshots**
  - Search interface in action
  - Repository management screens
  - Build process visualization
- [ ] **Integration Screenshots**
  - VS Code with MCP tools active
  - Claude Desktop with nancy-brain
  - Slack bot conversations
- [ ] **Demo Videos**
  - Quick start tutorial (2-3 minutes)
  - Advanced usage examples
  - Integration setup walkthroughs

### Blog Content
- [ ] **Launch announcement**
- [ ] **Technical deep-dive posts**
- [ ] **Use case spotlights**

## 🚀 Release Milestones

### v0.1.x (Current)
- [x] Basic package functionality
- [x] CLI interface
- [x] Web admin interface
- [x] PyPI publishing setup
- [x] CI/CD fixes (black formatting resolved)
- [x] Package validation and testing

### v0.2.x (Documentation Release)
- [ ] Complete Read the Docs setup
- [ ] All integration examples
- [ ] Improved test coverage
- [ ] Better error handling

### v0.3.x (Polish Release)
- [ ] Enhanced UI/UX
- [ ] Performance improvements
- [ ] Advanced search features
- [ ] Production hardening

### v1.0.x (Stable Release)
- [ ] Full feature completeness
- [ ] Comprehensive testing
- [ ] Production deployments
- [ ] Community adoption

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## ⚡ Quick Wins (Can Do Anytime)
- [ ] Add more file type support (.txt, .rst, .tex)
- [ ] Improve CLI help text and examples
- [ ] Add configuration file validation
- [ ] Create sample configuration templates
- [ ] Add health check for dependencies

## 🤝 Community & Adoption
- [ ] Create GitHub issue templates
- [ ] Set up contributing guidelines
- [ ] Add code of conduct
- [ ] Create community discussion forum
- [ ] Reach out to potential users/contributors
