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"Indexing a codebase for accessible contextual queries" matching MCP servers:

  • Contextual MCP Server by ContextualAI

    Contextual MCP Serverofficial

    ContextualAI
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    A Model Context Protocol server that provides Retrieval-Augmented Generation capabilities using Contextual AI, enabling AI interfaces like Cursor IDE and Claude Desktop to query domain-specific knowledge with context-aware responses and source citations.
    Last updated
    1
    21

  • Codebase MCP

    danyQe
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    An open-source AI-powered development assistant that connects Claude Desktop to your codebase via MCP, enabling semantic code search, AI-assisted editing, and persistent memory without additional subscriptions.
    Last updated
    44
    Apache 2.0

  • Headless Codebase Indexer

    y1hanh
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    A minimalist indexing tool that provides AI agents with semantic search and structural AST parsing for deep codebase understanding. It enables autonomous agents to navigate large codebases predictably using vector embeddings and native language server capabilities like definition and reference tracking.
    Last updated

  • CodeBase Optimizer

    liadgez
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    Provides comprehensive codebase analysis including project structure evaluation, cross-language duplicate detection, microservices validation, and configuration optimization with AI-powered pattern learning that generates actionable improvement reports.
    Last updated

  • mcp-codebase-index

    MikeRecognex
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    A structural codebase indexer that exposes 18 tools via the Model Context Protocol for AI-assisted code navigation, enabling efficient querying of functions, classes, dependencies, and call chains without reading entire files.
    Last updated
    53
    AGPL 3.0

  • MCP Codebase Index

    NgoTaiCo
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    Enables semantic search across your codebase using Google's Gemini embeddings and Qdrant Cloud vector storage. Supports 15+ programming languages with smart code chunking and real-time file change monitoring.
    Last updated
    20
    19
    MIT

  • Codebase MCP Server

    Ravenight13
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    Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.
    Last updated
    MIT

  • Codebase MCP Server

    MyunghoBae
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    Provides secure and efficient tools for codebase analysis, including file management, metadata retrieval, and dependency tree traversal. It allows LLMs to explore project structures and search for configuration files within a restricted root directory.
    Last updated
    9
    3
    MIT

  • Codebase MCP Server

    cmaujean
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    A Model Context Protocol server that analyzes application codebases with real-time file watching, providing AI assistants like Claude with deep insights into project structure, code patterns, and architecture.
    Last updated
    MIT

  • Codebase RAG MCP Server

    allentcm
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    Enables semantic search and retrieval of code files using embeddings stored in PostgreSQL. Supports intelligent codebase exploration through natural language queries, file listing, and content retrieval.
    Last updated
    16

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
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    Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
    Last updated
    1
    MIT

  • Codebase Insights MCP Server

    llanterme
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    Analyzes API codebases from GitHub and Bitbucket repositories to generate Postman collections, business reports, and detailed code insights. Supports multiple frameworks including FastAPI, Spring Boot, Flask, Express, and OpenAPI/Swagger specifications.
    Last updated
    MIT