Codebase Insight

MCP Codebase Insight provides AI assistants with deep analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management. Built around a FastAPI server with Qdrant vector database integration, it features core modules for code analysis, ADR (Architecture Decision Record) management, documentation handling, and debugging assistance. The implementation includes a comprehensive caching system for performance optimization, health monitoring for reliability, and a structured knowledge base that stores code patterns with similarity search. Particularly valuable for developers seeking to understand complex codebases, document architectural decisions, or debug challenging issues without leaving their AI assistant conversation.