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"Connecting external data sources for contextual LLM calls" matching MCP servers:

  • Quick Data for Windows MCP

    Beaulewis1977
    A
    license
    Not graded
    quality
    C
    maintenance
    A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.
    1
    MIT

  • Astro-LLM

    EthanPany
    F
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that enables agents to evaluate LLMs daily through capability benchmarks and value alignment tests, providing tools to list models, get almanac, judge dilemmas, match user values, and score models.
    1

  • mrc-data

    meacheal-ai
    A
    license
    A
    quality
    D
    maintenance
    The only MCP server providing structured Chinese fashion supply chain intelligence for AI platforms. No equivalent data source exists in the MCP ecosystem. Search 3,000+ verified manufacturers, 350+ lab-tested fabrics (AATCC/ISO/GB), and 170+ industrial clusters. Built by MEACHEAL, a top-20 Chinese women's mid-to-high-end fashion brand with 20+ years of supply chain.
    19
    6
    2
    Inno Setup

  • euroleague-open-data

    McNews11
    A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets an LLM query a DuckDB warehouse of EuroLeague and EuroCup basketball data in natural language, offering tools for player and team stats, shot charts, boxscores, and fantasy draft analysis without contacting upstream APIs.
    13
    MIT

  • data-explore

    Mingwei2
    F
    license
    A
    quality
    D
    maintenance
    An MCP server for dataset exploration and analysis, enabling LLM clients to perform summary, correlation, distribution, missing value analysis, data cleaning, and statistical tests directly on CSV files.
    3
  • EOSC Data Commons Search by EOSC-Data-Commons

    EOSC Data Commons Searchofficial

    EOSC-Data-Commons
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.
    14
    MIT

  • Data MCP Server

    patrickoleary
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables scientific data introspection and visualization of VTK datasets with format-adaptive metadata extraction and interactive 3D visualization through MCP tools.
    1
    MIT

  • sfc-data-mcp

    yangxinagfeng123
    F
    license
    Not graded
    quality
    D
    maintenance
    MCP server that wraps SFC financial data API into 32 tools for comprehensive A-share market data, including real-time quotes, rankings, limit-up statistics, news, themes, financials, charts, research reports, and watchlists.

  • QuantClaw Data

    yoniassia
    F
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides access to a comprehensive financial intelligence platform featuring real-time market data, quantitative models, and alternative data sources. It enables users to perform advanced financial analysis including options analytics, portfolio modeling, and SEC filing research.

  • uk-he-data-mcp

    wilgreeves-cmd
    A
    license
    A
    quality
    B
    maintenance
    MCP server to query UK higher-education open data including National Student Survey results, student outcomes, and graduate earnings. Data is downloaded locally from official sources and compared against benchmarks.
    5
    MIT

  • data-aggregator-mcp

    musharna
    A
    license
    A
    quality
    A
    maintenance
    Searches and fetches research datasets across Zenodo, DataCite (Dryad/Figshare/Dataverse/OSF), NCBI omics archives (GEO/SRA/BioProject), and the literature (PubMed/OpenAIRE) through one normalized model — deduplicating by DOI, expanding organism queries with NCBI Taxonomy synonyms, and bridging papers to the datasets they produced. Resolves citations and open-access full text, and downloads files.
    6
    2
    MIT

  • mcp-data-profiler

    Ridadata
    A
    license
    A
    quality
    A
    maintenance
    MCP server that profiles local data files (CSV, Parquet, JSON, Excel) and returns compact structured summaries with data-quality flags, enabling AI agents to understand datasets without seeing raw rows.
    1
    1
    MIT