Graphify-Labs/graphify
Graphify transforms codebases, documentation, and other files into queryable knowledge graphs, enhancing developer productivity with local AST parsing and detailed edge explanations.
Awesome MCP › Software Development
DeusData/codebase-memory-mcp
Codebase-Memory-MCP is a highly optimized Model Context Protocol (MCP) server designed to provide rapid and efficient code intelligence for AI coding agents. It features extreme indexing speeds, full-indexing an average repository in milliseconds and large codebases like the Linux kernel in minutes, and answering structural queries in under 1ms. The system leverages high-quality parsing through tree-sitter AST analysis across 158 languages, enhanced with Hybrid LSP semantic type resolution for key languages like Python, TypeScript, and Java. This deep analysis produces a persistent knowledge graph of functions, classes, call chains, HTTP routes, and cross-service links. Key advantages include its plug-and-play nature, shipping as a single static binary with zero dependencies for macOS, Linux, and Windows, making installation straightforward. It drastically reduces token usage for AI agents, replacing numerous file-by-file searches with efficient graph queries. The server integrates seamlessly with 11 popular coding agents, automatically configuring MCP entries and tools. It includes a built-in 3D graph visualization UI for exploring the knowledge graph and supports infrastructure-as-code indexing for Dockerfiles and Kubernetes manifests. The project provides 14 specialized MCP tools for tasks like search, tracing, architectural analysis, impact analysis, Cypher queries, and dead code detection. Its design and benchmarks are detailed in an associated arXiv preprint, emphasizing its efficiency and superior answer quality for LLM code exploration.
https://github.com/DeusData/codebase-memory-mcp
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