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  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with the SciX (formerly NASA ADS) API to search scientific literature, export citations, and analyze bibliometric data. It supports advanced tools for managing libraries, resolving astronomical object names, and exploring citation networks.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A MCP server for academic literature retrieval, aggregating multiple data sources like arXiv, Crossref, OpenAlex, PubMed, and Semantic Scholar to provide search, details, citations, trends, and recommendations.
    4
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    A Python MCP server providing 11 tools for querying KenPom basketball analytics, including efficiency ratings, game predictions, four factors, and more through Claude.
    15
    -
  • F
    license
    Not graded
    quality
    C
    maintenance
    Classifies PDFs (text-based vs scanned vs image vs mixed), extracts text, and converts to clean Markdown over Streamable HTTP MCP. Supports remote PDFs via URL or base64, with optional page restriction and OCR fallback detection.
    -
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides a RESTful API to query laboratory inventory data from MongoDB, including stock levels, expiration tracking, and purchase suggestions. It is specifically designed to optimize token usage for AI assistants through dedicated tool endpoints for inventory management.
    -
  • F
    license
    Not graded
    quality
    B
    maintenance
    A Model Context Protocol server built with FastMCP that provides financial data tools for AI agents, enabling them to access and analyze stock market information from Yahoo Finance through natural language queries.
    2
    -
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents and applications to search, retrieve, and analyze chemical compounds, substances, and bioassays from PubChem's vast chemical information database through comprehensive tools for chemical research and discovery.
    10
    221
    9
    Apache 2.0
  • A
    license
    A
    quality
    A
    maintenance
    A bridge connecting AI agents to NCBI's PubMed database through the Model Context Protocol, enabling seamless searching, retrieval, and analysis of biomedical literature and data.
    11
    2,478
    144
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for searching Ex Libris Primo library catalogues and subscribed databases, enabling search, record retrieval, autocomplete, citation generation, and export to BibTeX, RIS, or CSV.
    5
    7
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables running Simulatte's 26 research SKUs (concept testing, pricing, etc.) from any MCP-compatible AI client, returning structured JSON results.
    7
    70
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Bridges Claude (or any MCP client) to manufacturing data via the i3X standard, enabling natural language queries about equipment status, hierarchy, and historical trends.
    12
    21
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A multi-agent business intelligence server for E-commerce that leverages the QUORUM framework with nine specialized agents for data analysis, financial modeling, and strategic decision-making, supporting both HTTP and chain-of-thought reasoning modes.
    4
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants to access and search 3GPP telecommunications specifications through direct integration with the TSpec-LLM dataset. Provides real-time specification content, implementation requirements, and multi-spec comparisons for 3GPP standards development.
    4
    46
    29
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    MCP server for IG's REST Trading API and Lightstreamer streaming API. Provides tools for accounts, markets, positions, orders, watchlists, sentiment, OTC trades, and streaming price/account/trade/chart data.
    22
    Apache 2.0
  • F
    license
    B
    quality
    F
    maintenance
    An MCP server that wraps the eClinicalWorks / healow FHIR R4 API so an MCP client (e.g. Claude Desktop) can read patient clinical data from one or more practices.
    20
    1
    -
  • A
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that provides access to xraylib X-ray interaction data through a standardized interface. Query cross-sections, fluorescence lines, edge energies, and more from any MCP-compatible client.
    100
    3
    BSD 3-Clause