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"Searching for technologies and tools related to embeddings and vector databases" 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

  • 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

  • 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

  • Gigwa-MCP

    gkanogiannis
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that interfaces with Gigwa for genotyping data import, analysis, and audit, enabling users to perform complex workflows through natural language commands.
    29
    Apache 2.0

  • 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.
    35
    602
    MIT

  • 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.
    2
    18

  • gwas-mcp

    muslus
    A
    license
    C
    quality
    F
    maintenance
    Provides AI-powered access to major biological databases for GWAS and bioinformatics research. Enables natural language queries for protein, gene, variant, pathway, and drug discovery analysis.
    44
    1
    MIT

  • MolMIM MCP Server

    siarhei-fedziukovich
    A
    license
    Not graded
    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.
    MIT

  • mcp-ebi-ols

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying and browsing ontologies from the EBI Ontology Lookup Service, including searching for terms, retrieving term details, and navigating ontology hierarchies via natural language.
    8
    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

  • 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

  • BioMCP

    qgeng1465
    A
    license
    Not graded
    quality
    A
    maintenance
    BioMCP is an open-source MCP server that connects any AI assistant to 15 open bioinformatics databases with zero configuration. It provides 23 tools for literature, sequences, BLAST, structures, enrichment, annotations, genomes, interactions, variants, domains, compounds, and single-cell data.
    1
    MIT