CensusChat Technical References
CensusChat Technical References
Comprehensive technical reference documentation for CensusChat healthcare analytics platform.
Status: Epic 2 Complete (September 2025) - All production implementations operational
📚 Reference Libraries
DuckDB Integration
Location: duckdb/
Complete reference for DuckDB integration in healthcare analytics:
- Core Functions - Essential DuckDB functions for healthcare data
- Data Loading Patterns - Optimized Census data loading strategies
- Performance Optimization - Query performance and memory management
- Healthcare SQL Patterns - Medicare eligibility, population health, facility analysis
- Developer Utilities - Connection pooling, testing, CLI tools
MCP (Model Context Protocol) Integration
Location: duckdb-mcp/
Complete reference for MCP integration with healthcare data:
- Comprehensive Guide - Complete MCP setup and configuration
- Client Functions - MCP client-side operations and data federation
- Server Functions - Exposing CensusChat data as MCP resources
- Healthcare Use Cases - 10 real-world MCP healthcare scenarios
🎯 Quick Reference
For Implementation
- Starting DuckDB Integration: Begin with Core Functions
- Connection Issues: See Developer Utilities connection pooling
- Healthcare Queries: Use patterns from Healthcare SQL Patterns
- MCP Setup: Follow Comprehensive Guide
For Development
- Performance Problems: Performance Optimization
- Data Loading Issues: Data Loading Patterns
- Testing Setup: Developer Utilities testing section
- MCP Troubleshooting: Client Functions error handling
For Production
- Connection Pooling: Developer Utilities - DuckDBPool class
- Monitoring: Performance Optimization monitoring section
- Security: Comprehensive Guide HIPAA compliance
- Scaling: Performance Optimization scaling patterns
📋 Implementation Checklist
✅ Basic DuckDB Integration (COMPLETE - Epic 2.1)
- Set up connection pooling from Developer Utilities
- Implement core functions from Core Functions
- Add data loading using Data Loading Patterns
- Apply performance optimizations from Performance Optimization
✅ Healthcare Analytics (COMPLETE - Epic 2.2 & 2.3)
- Implement Medicare eligibility from Healthcare SQL Patterns
- Add population health analysis patterns
- Set up healthcare facility adequacy calculations
- Enable healthcare-specific export formats
✅ MCP Integration (COMPLETE - Epic 2.2 & 2.4)
- Install MCP extension from Comprehensive Guide
- Set up MCP client functions from Client Functions
- Implement MCP server capabilities from Server Functions
- Deploy healthcare use cases from Healthcare Use Cases
✅ Production Readiness (COMPLETE - Epic 2.5)
- Enable production monitoring and alerting
- Implement comprehensive error handling with circuit breakers
- Set up performance dashboards and correlation ID tracking
- Configure HIPAA-compliant security settings
🔗 External References
DuckDB Official Documentation
- DuckDB Official Docs - Official DuckDB documentation
- DuckDB Extensions - Available extensions
- DuckDB Performance - Performance tuning
MCP Protocol
- Model Context Protocol - Official MCP documentation
- MCP GitHub - MCP implementation examples
- DuckDB MCP Extension - Community extension
Healthcare Data Standards
- Census Bureau API - Official Census API
- FHIR Standard - Healthcare data exchange standard
- HIPAA Compliance - Healthcare privacy regulations
📈 Performance Benchmarks
✅ Achieved Metrics (Epic 2 Complete)
- Query Response Time: ✅ Sub-2 seconds maintained (95th percentile)
- Connection Pool: ✅ 10+ concurrent connections without degradation
- Zero Production Crashes: ✅ Stable connection pooling operational
- Test Coverage: ✅ 82%+ line coverage across 35+ test suites
- Data Accuracy: ✅ 8 counties with real Census demographics
Production Monitoring (Active)
- ✅ DuckDB connection pool health monitoring
- ✅ MCP server response times with correlation IDs
- ✅ Healthcare analytics query performance tracking
- ✅ Circuit breaker patterns for resilience
- ✅ Comprehensive error logging and observability
Status: Production Ready • Coverage: Complete DuckDB + MCP Integration • Use Case: Healthcare Analytics
Need help with implementation? Check the specific reference guides or open an issue for support.