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"Examples of complex problem-solving using multiple tools" matching MCP servers:

  • FLASK-tools by FLASK-LLNL

    FLASK-toolsofficial

    FLASK-LLNL
    F
    license
    -
    quality
    C
    maintenance
    Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property prediction and molecule pricing capabilities.
    Last updated

  • MOF Tools MCP Server

    liuyuxiang92
    A
    license
    -
    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.
    Last updated
    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.
    Last updated
    2
    BSD 3-Clause

  • gget-mcp

    longevity-genie
    A
    license
    -
    quality
    F
    maintenance
    An MCP server for the gget bioinformatics library that enables AI assistants to perform complex genomics queries, including gene sequence retrieval, BLAST alignments, and protein structure predictions.
    Last updated
    30
    MIT

  • heracleum-tox-mcp-server

    chemagents
    A
    license
    -
    quality
    C
    maintenance
    Reproduces the in-silico toxicological profile of Heracleum sosnowskyi metabolites from Rassabina & Fedorov (2025) using open-source models for LD50 prediction, toxicity classification, chemical space clustering, and synthesis cost estimation.
    Last updated
    MIT

  • 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.
    Last updated
    2

  • OrigeneMCP

    GENTEL-lab
    F
    license
    -
    quality
    D
    maintenance
    An advanced integrated MCP server platform that combines 600+ tools and multiple biomedical databases to enable comprehensive information retrieval across molecules, proteins, genes, and diseases for accelerating therapeutic research.
    Last updated
    37

  • 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.
    Last updated
    11
    MIT

  • rnaseq-mcp

    sbarbi-gh
    F
    license
    A
    quality
    C
    maintenance
    Enables analysis of bulk RNA-seq data using natural language queries, executing R and Python in a Docker container with automatic sample anonymization and privacy controls.
    Last updated
    7

  • 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.
    Last updated
    7
    MIT