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licenseC
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maintenanceA local-only codebase indexer that extracts syntax-aware chunks, creates embeddings locally, and enables semantic code search and symbol lookup via MCP.
9
MIT
72,116 servers. Updated
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"Hybrid RAG System for Indexing DevOps eBooks and Online Documentation" matching MCP servers:
- Alicense-qualityDmaintenanceAnalyzes codebases to automatically generate README, API docs, architecture diagrams, and CHANGELOG.7MIT
- Alicense-qualityBmaintenanceMCP server for context-aware codebase exploration using FastContext model, combining LLM-guided search with fuzzy matching to find relevant code snippets.1MIT
- Flicense-qualityCmaintenanceAutomatically analyzes Python codebases and generates professional documentation including README, API docs, and setup guides.
- AlicenseAqualityAmaintenanceA fully local RAG MCP server for semantic code search and code intelligence, using AST-level chunking and hybrid search to pinpoint functions, classes, and APIs. No cloud, no API keys, zero setup.1614213MIT
- AlicenseAqualityBmaintenanceGenerates professional documentation for multi-language projects with deep code analysis, supporting frameworks like Docusaurus, MkDocs, and Sphinx, including API docs, PDF export, and OpenAPI specifications.9MIT
- AlicenseAqualityBmaintenanceGenerates professional documentation for multi-language codebases with deep AST-based code analysis, supporting Docusaurus, MkDocs, and Sphinx frameworks. Includes API documentation generation, PDF export, OpenAPI spec generation, and sales-ready documentation for code marketplaces.9MIT
- FlicenseCqualityDmaintenanceCombines a knowledge graph with RAG (Retrieval-Augmented Generation) capabilities for semantic code indexing and search. Enables creating entity relationships, managing observations, and performing semantic searches across indexed codebases.13
- Flicense-qualityBmaintenanceEnables semantic search and call-graph exploration over decompiled Unity Mono C# codebases, with hybrid retrieval, LLM re-ranking, and lazy-loaded project indexes.
- Flicense-qualityDmaintenanceA smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.10
- Flicense-qualityDmaintenanceProvides structured instructions to Cursor for generating comprehensive system summaries of Node.js/TypeScript codebases.
- FlicenseAqualityDmaintenanceProvides semantic vector search over local codebases via MCP, enabling hybrid search (dense + sparse + RRF) for any MCP client like GitHub Copilot or Claude Desktop.58
- AlicenseAqualityCmaintenanceRead-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models, architecture docs, and decision lenses.1117MIT
- AlicenseBqualityCmaintenanceEnables token-efficient semantic search and analysis over any directory of files through hybrid search, directory overview, structural analysis, and dependency graphs.14MIT
- FlicenseBqualityBmaintenanceMCP server for searching, browsing, and analyzing decompiled Minecraft source code locally. Supports symbol lookup, text search, reference lookup, and lightweight RAG.11
- AlicenseBqualityBmaintenanceLocal repo-intelligence MCP for coding agents: indexes source, symbols, call graphs, git/GitHub history, and source-bound repo memories into local database.4712MIT
- FlicenseCqualityDmaintenanceA Model Context Protocol server that helps programmers understand code by providing explanations, tech stack analysis, and best practice suggestions through prompt templates.381
- Alicense-qualityCmaintenanceAn MCP server that ingests Spring Boot REST microservices from GitHub, builds a request-flow ontology, and enables natural-language queries about code with flow-aware answers and citations.MIT
- Alicense-qualityDmaintenanceEnables AI agents to create, validate, and export UML system models using structured MSON format. Supports generating PlantUML and Mermaid diagrams with direct export to System Designer macOS application.1MIT
- Alicense-qualityDmaintenanceEnables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code retrieval.15MIT