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20 Best YouTube MCP Servers — compared and ranked, August 2026Ranked from 606 matching servers on stars, growth, downloads and maintenance. Updated .

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"A search for YouTube video scripts" matching MCP servers:

  • paper-search-mcp

    upascal
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables searching for academic papers and preprints across multiple platforms including Semantic Scholar, arXiv, PubMed, and CrossRef. It provides access to research records, DOI lookups, and journal metadata through a unified interface deployed on Cloudflare Workers.

  • MCP PubMed Search

    wavelovey
    A
    license
    B
    quality
    D
    maintenance
    Server to search PubMed (PubMed is a free, online database that allows users to search for biomedical and life sciences literature). I have created on a day MCP came out but was on vacation, I saw someone post similar server in your DB, but figured to post mine.
    1
    47
    MIT

  • BioNext-mcp

    Cherine0205
    A
    license
    A
    quality
    D
    maintenance
    Enables bioinformatics analysis through natural language conversations with Claude Desktop, automatically generating and executing Python scripts to produce HTML reports and visualizations.
    3
    13
    9
    MIT

  • microbe-mcp

    Presisitence
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that wraps R scripts for microbiome and amplicon (16S/ITS) analysis, providing tools for alpha/beta diversity, differential abundance, networks, and more, with PNG/PDF outputs.
    MIT

  • bioRxiv-MCP-Server

    JackKuo666
    F
    license
    Not graded
    quality
    F
    maintenance
    🔍 Enable AI assistants to search and access bioRxiv papers through a simple MCP interface. The bioRxiv MCP Server provides a bridge between AI assistants and bioRxiv's preprint repository through the Model Context Protocol (MCP). It allows AI models to search for biology preprints and access their
    24

  • pubchem-mcp-server

    cyanheads
    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
    404
    9
    Apache 2.0

  • reactome-mcp

    tc2fh
    A
    license
    A
    quality
    C
    maintenance
    Enables coding agents to interact with the Reactome pathway database, including search, lookup, hierarchy traversal, SBML/SBGN export, and gene-set enrichment analysis.
    17
    MIT

  • Biomart MCP

    jzinno
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server that interfaces with Biomart databases, allowing models to discover biological datasets, explore attributes/filters, retrieve biological data, and translate between different biological identifiers.
    8
    8
    MIT

  • just-prs-mcp

    dna-seq
    A
    license
    A
    quality
    A
    maintenance
    MCP server for polygenic risk score analysis, wrapping just-prs to enable catalog search, PRS computation, VCF normalization, percentile and risk estimation, and quality assessment.
    20
    1
    MIT

  • ncbi-datasets-mcp

    syntheticgio
    F
    license
    A
    quality
    A
    maintenance
    An MCP server that gives Claude access to NCBI Datasets v2 — search genome assembly metadata, retrieve taxonomy records, and download data packages without leaving your conversation.
    10

  • mcp-ubergraph-query

    twhetzel
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to query the Ubergraph biomedical ontology SPARQL endpoint with tools for custom SPARQL queries, term lookup, search, and hierarchy traversal.
    4
    MIT