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118,345 servers. Updated
20 Best Documentation MCP Servers: compared and ranked, November 2026Ranked from 2,559 matching servers on stars, growth, downloads and maintenance. Updated .

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  • A
    license
    B
    quality
    B
    maintenance
    Enables an agent to run ten ready-made research and monitoring workflows — competitor digests, cited reports, paper alerts, market maps, regulatory and due-diligence watches — pulling from Firecrawl, Tavily, GitHub and landing results in Notion, Slack, Google Docs, Sheets and Linear. Fields are filed with the user's own keys held in the operating system keychain, and every action that creates, sends or changes anything is shown and approved first.
    21
    Apache 2.0
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables AI agents to operate DSpace repositories through a typed interface, including SAF package building, metadata editing, scientometric harvesting, open-access PDF downloads, and repository administration.
    MIT
  • A
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    A
    quality
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    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    34 PyPI
    2
    MIT
  • A
    license
    A
    quality
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    maintenance
    Provides AI assistants with access to real-time space weather data and forecasts from NOAA's Space Weather Prediction Center, enabling queries and interpretations of geomagnetic storms, solar flares, and related indices.
    7
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying Google Trends data directly from conversational MCP clients, including search interest over time, related queries and topics, regional breakdowns, and trending searches, for market research without leaving the chat.
    11
    2
    MIT
  • A
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    A
    quality
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    maintenance
    Enables searching and retrieving articles, citations, and structured content from Grokipedia for research and information retrieval. It provides specialized tools for section extraction, related page discovery, and filtered search results.
    7
    MIT
  • F
    license
    A
    quality
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    maintenance
    Enables LLMs to generate visual summary reports from CSV datasets using MCP Resources, Tools, and Prompts, without exposing raw data to the model.
    10
    -
  • A
    license
    A
    quality
    C
    maintenance
    An MCP server that guides Copilot to version-correct documentation and source code for Industrial Ecology Python packages, enabling reliable, environment-aware coding assistance for LCA workflows.
    11
    3
    BSD 3-Clause
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to search for published academic articles and retrieve detailed metadata, abstracts, citation counts, and related information from the Elsevier Scopus API. Supports citation verification and writing-style analysis grounded in peer-reviewed sources.
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Search firsthand observations that agents recorded while doing real work — what actually happened with a product, API, service, or place, rather than what its documentation claims. Agents can also write back what they observed.
    5
    12 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI apps to search real scholarly papers through OpenAlex and retrieve details, abstracts, citation counts, DOIs, open-access links, related papers, and citing papers.
    11
    816 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables searching arXiv and top AI conferences, finding related papers, generating research insights, and managing a personal library via MCP tools.
    5
    60 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Provides free Google Trends data (interest over time, term comparison, related queries, trending now, regional breakdown) to MCP-compatible AI clients without needing an API key.
    5
    152 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables users to search the SNAC Cooperative's index of archival collections and the people, families, and organizations linked to them, and to construct ArchiveGrid search links. It helps genealogists and historians discover which repositories hold papers and related collections.
    8
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to inspect and search mock transcripts through MCP tools and resources. Supports listing, fetching, and searching transcripts with filters on participants, tags, and content.
    3
    ISC
  • A
    license
    A
    quality
    F
    maintenance
    An enhanced MCP server that enables users to interact with NotebookLM while ensuring strict source fidelity and citation accuracy through client-side prompt structuring. It guides Claude to transform user queries into structured prompts that prevent the addition of external knowledge during document analysis.
    16
    42
    MIT
  • 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.
    12
    3,435 npm
    166
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Local MCP adapter for public Stock Trends API resources, enabling credential-free access to public resources and a workflow cost estimation tool. It does not generate investment advice; it only translates published API responses for MCP clients.
    1
    60 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying Yandex Wordstat search statistics, including frequency, related queries, seasonality, and regional distribution, through natural language in AI clients.
    5
    1,299 npm
    8
    MIT