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"Web search tools and methods that don't require API keys" matching MCP servers:

  • methods-mcp

    webwebb56
    A
    license
    Not graded
    quality
    D
    maintenance
    Provides MCP tool adapters for Bioconductor methods like limma, DESeq2, and fgsea, enabling statistical analysis of omics data through containerized R execution. It serves as a bridge between MCP clients and bioinformatics tools for reproducible research workflows.
    Apache 2.0
  • FLASK-tools by FLASK-LLNL

    FLASK-toolsofficial

    FLASK-LLNL
    F
    license
    Not graded
    quality
    B
    maintenance
    Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property prediction and molecule pricing capabilities.

  • 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

  • scvi-tools MCP Server

    hyennnnnnn
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables deep probabilistic analysis of single-cell omics data using scvi-tools through natural language. Supports SCVI for scRNA-seq analysis, SCANVI for cell type annotation, TOTALVI for multi-modal RNA/protein data, and PEAKVI for scATAC-seq analysis.
    MIT

  • MOF Tools MCP Server

    liuyuxiang92
    A
    license
    Not graded
    quality
    D
    maintenance
    A specialized MCP server for Metal-Organic Framework research that provides tools for database searching, structural optimization, and energy calculations via ASE. It enables scientific workflows by allowing users to interact with MOF data and perform chemical simulations through a standard SSE interface.
    MIT

  • uniprot-mcp

    fzlzjerry
    A
    license
    A
    quality
    B
    maintenance
    MCP server that exposes the UniProt REST API to LLM clients, enabling search and retrieval of protein data via tools like search_uniprotkb, get_entry, and map_ids.
    7
    MIT

  • mcp-bioregistry

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides tools to query and resolve identifiers from the Bioregistry, including prefix metadata, CURIE resolution, and substring search.
    9
    MIT

  • uniprot-link

    berntpopp
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that grounds protein research in the UniProt SPARQL endpoint, providing tools for querying proteins, sequences, variants, diseases, and more via intent-named tools and raw SPARQL.
    15
    MIT

  • metadome-link

    berntpopp
    A
    license
    A
    quality
    A
    maintenance
    Enables querying of per-residue missense tolerance, Pfam domain annotations, and variant counts for human transcripts by wrapping the MetaDome web service. Provides MCP tools for resolving transcripts, requesting tolerance landscapes, and identifying constrained regions.
    11
    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

  • 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

  • BioMCP

    yeyuan98
    A
    license
    A
    quality
    D
    maintenance
    A high-performance MCP server that gives LLMs access to 25 biomedical tools federated across 50+ upstream APIs for genes, variants, drugs, diseases, literature, clinical trials, and structural biology.
    25
    67
    2
    MIT