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"Tools or platforms to browse and interact with web pages" matching MCP servers:

  • 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.

  • 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

  • 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

  • Omics AI MCP Server

    mfiume
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to conversationally interact with genomics research networks for data analysis and discovery across multiple Omics AI Explorer platforms. It provides tools for exploring data collections, examining table schemas, and executing SQL queries against datasets like Viral AI and Neuroscience AI.
    6
    1
    MIT

  • geo-mcp

    MCPmed
    A
    license
    B
    quality
    C
    maintenance
    Enables searching and downloading Gene Expression Omnibus (GEO) data from NCBI, including datasets, series, samples, platforms, and profiles, through natural language queries.
    11
    11
    BSD 3-Clause

  • Bio_MCP

    ricancong
    F
    license
    B
    quality
    C
    maintenance
    Enables users to generate volcano plots by submitting jobs with input files and parameters, supporting local or Docker execution.
    8
    1
  • reactome-mcp by reactome

    reactome-mcpofficial

    reactome
    A
    license
    B
    quality
    F
    maintenance
    Enables AI assistants to search, browse, analyze, and export biological pathway data from Reactome through natural language.
    56
    6
    Apache 2.0

  • cBioPortal MCP Server

    pickleton89
    A
    license
    C
    quality
    D
    maintenance
    A server that enables AI assistants to interact with cancer genomics data from cBioPortal, allowing users to explore cancer studies, access genomic data, and retrieve mutations and clinical information.
    17
    6
    MIT

  • Oh My KEGG MCP

    martinuslee
    A
    license
    Not graded
    quality
    D
    maintenance
    An MCP server that provides access to the Kyoto Encyclopedia of Genes and Genomes (KEGG) database, offering 30 tools for searching and analyzing biological data like pathways, genes, and compounds. It supports integration with LangChain and Ollama to enable LLMs to interact with comprehensive genomic and chemical datasets.
    8
    MIT

  • MCP LAMMPS Server

    Chenghao-Wu
    A
    license
    Not graded
    quality
    F
    maintenance
    A Model Context Protocol server that enables AI assistants to interact with LAMMPS for molecular dynamics simulations through natural language commands.
    14
    Apache 2.0

  • tacc-mcp-bio

    Narasimhan-Lab
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude Code to interact with a TACC or SLURM HPC cluster for bioinformatics pipelines, allowing job management, log reading, file browsing, remote script execution, and job submission through natural language.

  • protein-lab

    QINGMINGMIKU
    F
    license
    Not graded
    quality
    A
    maintenance
    Manages local protein experiments with a Flask backend and SQLite, offering tools for protein library management, Beer-Lambert concentration calculations, BLI dilution planning, and experiment archiving. It provides 7 MCP tools for AI assistants like Claude to interact with the system.
    2

  • 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.

  • 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

  • pubmed-mcp-server

    cyanheads
    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
    3,327
    134
    Apache 2.0

  • 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