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"Understanding Document Embeddings, Knowledge Graphs, and Vector Representations" matching MCP servers:

  • MolMIM MCP Server

    siarhei-fedziukovich
    A
    license
    -
    quality
    D
    maintenance
    Enables molecular generation, optimization, and analysis through NVIDIA MolMIM API. Supports generating drug-like molecules with desired properties, extracting molecular embeddings, and exploring chemical space around seed molecules.
    Last updated
    MIT

  • paperSearch

    FreddieWho
    A
    license
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    quality
    A
    maintenance
    Enables AI coding agents to search academic papers, resolve biomedical entities, mine relations, and traverse citation graphs using Semantic Scholar and PubTator3, with local caching for reproducibility.
    Last updated
    MIT

  • 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.
    Last updated

  • 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.
    Last updated
    8
    7
    MIT
  • Noctua MCP Server by geneontology

    Noctua MCP Serverofficial

    geneontology
    A
    license
    A
    quality
    C
    maintenance
    Enables editing and querying of Gene Ontology Causal Activity Models (GO-CAMs) through the Barista API. Supports model creation, individual and fact management, evidence addition, and causal pathway construction for biological knowledge representation.
    Last updated
    18
    BSD 3-Clause

  • 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.
    Last updated
    4
    MIT

  • BioMCP

    genomoncology
    A
    license
    A
    quality
    A
    maintenance
    Provides LLMs with structured access to critical biomedical databases including PubTator3 (PubMed/PMC), ClinicalTrials.gov, and MyVariant.info through the Model Context Protocol.
    Last updated
    35
    564
    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.
    Last updated
    4
    4

  • BioMCP

    acashmoney
    F
    license
    B
    quality
    D
    maintenance
    A Model Context Protocol server that enhances language models with protein structure analysis capabilities, enabling detailed active site analysis and disease-related protein searches through established protein databases.
    Last updated
    2
    18

  • 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.
    Last updated
    52
    12
    BSD 3-Clause
  • sniff-mcp by Sniffscore

    sniff-mcpofficial

    Sniffscore
    A
    license
    -
    quality
    B
    maintenance
    Agent-callable canine genomics API providing breed-stratified allele frequencies, pathogenicity predictions, and variant-gene-breed-disease knowledge graph for dog DNA.
    Last updated
    MIT
  • galaxy-mcp by galaxyproject

    galaxy-mcpofficial

    galaxyproject
    A
    license
    -
    quality
    C
    maintenance
    MCP server for interacting with Galaxy bioinformatics platform, enabling AI assistants to connect to Galaxy instances, search and execute tools, manage workflows, and access other features.
    Last updated
    36
    MIT

  • SciAgentKit

    ehsansyh
    A
    license
    -
    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.
    Last updated
    Apache 2.0