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

  • Contextual MCP Server by ContextualAI

    Contextual MCP Serverofficial

    ContextualAI
    F
    license
    C
    quality
    D
    maintenance
    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.
    1
    21

  • codebase-mcp

    theunreal
    F
    license
    -
    quality
    D
    maintenance
    Enables AI agents to semantically search and navigate code repositories using natural language, with support for multiple repos, incremental indexing, and no local install needed.

  • Headless Codebase Indexer

    y1hanh
    F
    license
    -
    quality
    D
    maintenance
    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.

  • codebase-bridge-mcp

    EDMMY
    A
    license
    A
    quality
    B
    maintenance
    A read-only MCP server that lets a Claude chat explore your local repository and answer questions about it, returning synthesized answers with file:line references.
    3
    1
    MIT

  • Codebase MCP Server

    MyunghoBae
    A
    license
    -
    quality
    C
    maintenance
    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.
    15
    3
    MIT

  • Codebase MCP Server

    Ravenight13
    A
    license
    -
    quality
    D
    maintenance
    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.
    MIT

  • No-as-a-Service (NoaaS)

    Koneisto
    A
    license
    -
    quality
    C
    maintenance
    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    42
    MIT

  • Codebase Intelligence MCP

    Saptak-cyber
    A
    license
    -
    quality
    D
    maintenance
    A production-grade MCP server providing advanced code intelligence capabilities such as semantic search, dependency analysis, and natural language Q&A across multiple programming languages.
    MIT

  • HTZL A Share MCP

    mm2xai
    A
    license
    -
    quality
    B
    maintenance
    MCP server providing 29 A-share analysis skills including real-time data, capital flow, limit-up tracking, technical/fundamental analysis, backtesting, risk control, and Xueqiu portfolio tracking, enabling AI agents to execute market research and strategy tasks.
    Apache 2.0

  • call-a-human-mcp

    nishantmodak
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with actions.
    14
    Apache 2.0

  • CHOFF-A-MCP (Anamnesis)

    dd-dent
    A
    license
    -
    quality
    D
    maintenance
    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.
    1
    MIT

  • Codebase Insights MCP Server

    llanterme
    A
    license
    -
    quality
    D
    maintenance
    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.
    MIT

  • mcp-for-metabase

    DominikPollok
    A
    license
    -
    quality
    B
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0