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"Providing Mathematical and Scientific Calculation Functions for a Single-Modal LLM" matching MCP servers:

  • 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

  • cxg-census-mcp

    MaxMLang
    A
    license
    B
    quality
    A
    maintenance
    Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps, and full provenance, allowing natural language questions about cell types, tissues, and gene expression.
    13
    MIT

  • RELION MCP Server

    kdursunnizam-art
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to control RELION 5.x cryo-EM structure determination software through natural language, providing 23 tools for the complete single-particle analysis pipeline.
    4
    MIT

  • SciAgentKit

    ehsansyh
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP-native scientific skills for reproducible computational biology and AI-driven drug-discovery workflows. It combines deterministic scientific tools with an MCP server to give AI agents real computational capabilities.
    Apache 2.0

  • Scanpy-MCP

    scmcphub
    A
    license
    Not graded
    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

  • 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

  • Poiesis MCP Server

    JaeAeich
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to create, monitor, and manage computational tasks through GA4GH Task Execution Service (TES) functionality. Provides seamless access to TES-compliant services for executing bioinformatics and scientific computing workflows.
    Apache 2.0

  • genefoundry

    berntpopp
    A
    license
    Not graded
    quality
    A
    maintenance
    Federates 13 gene-related MCP backends (gnomAD, GTEx, etc.) behind a single Streamable HTTP endpoint with collision-free namespacing and search-based tool discovery.
    2
    MIT

  • PubTator-MCP-Server

    JackKuo666
    A
    license
    Not graded
    quality
    D
    maintenance
    🔍 A biomedical literature annotation and relationship mining server based on PubTator3, providing convenient access through the MCP interface.
    9
    MIT

  • protein-mcp-server

    cyanheads
    A
    license
    Not graded
    quality
    A
    maintenance
    A Model Context Protocol server providing programmatic access to 3D protein structural data from RCSB PDB, PDBe, and UniProt, enabling search, retrieval, comparison, and analysis of protein structures.
    128
    5
    Apache 2.0