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"Finding tasks for large language model agents" matching MCP servers:

  • biotools-mcp

    madhusudan-kulkarni
    A
    license
    A
    quality
    B
    maintenance
    MCP server offering verified bioinformatics tools for sequence utilities and statistics, backed by BioPython/scipy. Enables AI agents to perform accurate GC content, translation, ORF finding, motif scanning, and statistical tests through natural language.
    11
    MIT

  • Wegene Assistant MCP Server

    xraywu
    F
    license
    A
    quality
    D
    maintenance
    Leverages large language models to analyze users' WeGene genetic testing reports, providing access to report data via custom URI schemes and enabling profile and report management through OAuth authentication and API utilization.
    4
    4

  • gromacs-mcp

    Alierkn
    A
    license
    B
    quality
    A
    maintenance
    Enables running GROMACS molecular dynamics simulations through natural language, with tools for topology building, solvation, simulation management, and trajectory processing via the Model Context Protocol.
    31
    MIT

  • SCMCP

    huang-sh
    A
    license
    C
    quality
    C
    maintenance
    An MCP server that enables single-cell RNA sequencing analysis through natural language, supporting data processing, visualization, and analysis tasks without requiring coding knowledge.
    52
    12
    BSD 3-Clause
  • bio-mcp-evo2 by bio-mcp

    bio-mcp-evo2official

    bio-mcp
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables AI assistants to generate, score, and analyze DNA sequences using the evo2 genomic foundation model. It supports multiple execution modes including local GPU, SLURM clusters, and the Nvidia NIM cloud API for tasks like variant effect prediction and sequence embedding.
    MIT

  • mcp-pombase

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Enables AI agents to query the PomBase fission yeast model-organism database for genetic and molecular data through the Pipeworx MCP gateway.
    4
    MIT

  • Scanpy-MCP

    scmcphub
    A
    license
    -
    quality
    C
    maintenance
    Provides a natural language interface for scRNA-Seq analysis using the Scanpy library, supporting operations such as data preprocessing, clustering, and visualization. It enables AI agents and clients to perform complex single-cell transcriptomics workflows through the Model Context Protocol.
    2
    BSD 3-Clause

  • PyMOL-MCP

    vrtejus
    A
    license
    -
    quality
    F
    maintenance
    Connects PyMOL to Claude AI through the Model Context Protocol, allowing for conversational structural biology and molecular visualization through natural language commands.
    67
    MIT

  • ensembl-mcp-server

    cyanheads
    A
    license
    -
    quality
    A
    maintenance
    Enables looking up genes, fetching sequences, predicting variant consequences, finding orthologs, and cross-database xrefs via Ensembl REST API through MCP.
    153
    2
    Apache 2.0

  • MCP LAMMPS Server

    Chenghao-Wu
    A
    license
    -
    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

  • cellrank-mcp

    scmcphub
    F
    license
    -
    quality
    C
    maintenance
    Enables natural language interaction for scRNA-Seq analysis including preprocessing, clustering, and visualization using the CellRank library. It allows users and agents to perform complex genomic data tasks through standard MCP clients and frameworks.
    2

  • ESMfold MCP Server

    MacromNex
    F
    license
    -
    quality
    D
    maintenance
    Enables protein sequence analysis and structure prediction by extracting ESM-2 embeddings and batch processing FASTA files via Docker. It provides tools for large-scale embedding extraction, job monitoring, and model management within an MCP-compatible environment.

  • phylokit-mcp

    musharna
    A
    license
    A
    quality
    A
    maintenance
    Phylogenetic inference server driving IQ-TREE 2, always returning per-clade bootstrap support plus model selection, tree comparison, and alignment simulation, with detailed diagnostics like conflicting clades and model uncertainty.
    5
    GPL 2.0

  • 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