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"Code indexing or code search" matching MCP servers:

  • Code Ocean MCP Server by codeocean

    Code Ocean MCP Serverofficial

    codeocean
    A
    license
    B
    quality
    D
    maintenance
    Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.
    26
    5
    MIT

  • dataset-search-mcp

    hyeonseo2
    A
    license
    -
    quality
    D
    maintenance
    Unified MCP server for discovering open datasets across Hugging Face, Zenodo, and Kaggle, with ranked search results and one-click Colab starter code generation.
    1
    MIT

  • scholar-search-mcp

    Silung
    A
    license
    -
    quality
    C
    maintenance
    An MCP server for academic paper search that integrates with AI assistants (e.g., Claude Code, Cursor), enabling them to search and retrieve academic paper metadata.
    234
    MIT

  • Papers with Code MCP Server

    philglazer
    F
    license
    -
    quality
    -
    maintenance
    Enables searching and discovering machine learning papers, state-of-the-art benchmarks, tasks, datasets, methods, and leaderboards from Papers with Code. Supports mapping papers to their benchmark results and browsing evaluation tables.

  • Octocode MCP

    bgauryy
    A
    license
    A
    quality
    A
    maintenance
    AI-powered code assistant that provides advanced search and discovery capabilities across GitHub and NPM ecosystems, helping users understand code patterns, implementations, and connections between repositories.
    13
    526
    908
    TypeScript
    MIT

  • jail

    mefengl
    A
    license
    A
    quality
    D
    maintenance
    Search across a billion+ documents including academic papers, books, code, legal cases, forums, and Wikipedia. Provides search and detail tools for various content types.
    2
    35
    MIT
  • Brave Search MCP Server by brave

    Brave Search MCP Serverofficial

    brave
    A
    license
    A
    quality
    A
    maintenance
    An MCP implementation that integrates the Brave Search API, providing comprehensive search capabilities including web, local business, image, video, news searches, and AI-powered summarization.
    471
    8
    26,533
    1,371
    MIT

  • Google Search Console MCP

    surendranb
    A
    license
    A
    quality
    A
    maintenance
    Transforms raw Google Search Console signals into actionable marketing insights, such as detecting cannibalization, segmenting search intent, and identifying citation opportunities, for any MCP-compliant AI agent.
    10
    37
    MIT

  • Academic Search MCP

    ociupitu
    A
    license
    A
    quality
    C
    maintenance
    Enables searching academic literature via Semantic Scholar with relevance filters, batch metadata retrieval, and citation-graph recommendations.
    5
    AGPL 3.0

  • Europe PMC Literature Search

    gqy20
    A
    license
    A
    quality
    D
    maintenance
    A professional literature search tool built on FastMCP framework that enables AI assistants to search academic literature from Europe PMC, retrieve article details, and analyze journal quality with seamless integration into Claude Desktop and Cherry Studio.
    9
    16
    MIT

  • Extract-Antv-Topic

    xiaobenyang-com
    A
    license
    A
    quality
    D
    maintenance
    A model context protocol server designed for AI development and QA, providing AntV document context and code examples.
    2
    1
    Apache 2.0

  • xai-toolkit

    florenciakabas
    F
    license
    A
    quality
    -
    maintenance
    Provides deterministic, plain-English narratives explaining machine learning model predictions via the Model Context Protocol. It enables users to query classification factors directly through natural language, bypassing the need for complex plots or manual code execution.
    20