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"Python code quality improvement and codebase diagram generation tools" matching MCP servers:

  • FLASK-tools by FLASK-LLNL

    FLASK-toolsofficial

    FLASK-LLNL
    F
    license
    -
    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.

  • kegg-mcp-server

    Lucas-Servi
    A
    license
    A
    quality
    A
    maintenance
    An MCP server for querying the KEGG bioinformatics database, providing tools, resource templates, and guided prompts for pathways, genes, compounds, and more.
    34
    3
    MIT

  • scvi-tools MCP Server

    hyennnnnnn
    A
    license
    -
    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

  • 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.
    MIT

  • BioNext-mcp

    Cherine0205
    A
    license
    A
    quality
    D
    maintenance
    Enables bioinformatics analysis through natural language conversations with Claude Desktop, automatically generating and executing Python scripts to produce HTML reports and visualizations.
    3
    16
    9
    MIT

  • BioVis-MCP

    muslus
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to generate publication-quality bioinformatics visualizations (volcano plots, PCA, heatmaps, etc.) directly from raw biological data.
    MIT

  • BioQC-MCP

    Babajan-B
    A
    license
    -
    quality
    C
    maintenance
    A professional MCP server for comprehensive bioinformatics quality control, providing automated FastQC/MultiQC analysis, HTML report parsing, and advanced data visualization for sequencing data.
    1
    MIT

  • BioOpenMCP

    JesKwek
    F
    license
    -
    quality
    D
    maintenance
    BioOpenMCP enables users to run bioinformatics tools like FastQC, Cutadapt, and STAR with background execution and status checking. It integrates with Claude Desktop to perform quality control, trimming, alignment, and reporting via natural language.
    1

  • uniprot-link

    berntpopp
    A
    license
    A
    quality
    A
    maintenance
    An MCP server that grounds protein research in the UniProt SPARQL endpoint, providing tools for querying proteins, sequences, variants, diseases, and more via intent-named tools and raw SPARQL.
    15
    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.
    7

  • 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

  • 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.
    7
    MIT

  • WetLab-MCP

    muslus
    A
    license
    A
    quality
    D
    maintenance
    Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and multiplex compatibility analysis.
    6
    1
    MIT

  • just-prs-mcp

    dna-seq
    A
    license
    A
    quality
    A
    maintenance
    MCP server for polygenic risk score analysis, wrapping just-prs to enable catalog search, PRS computation, VCF normalization, percentile and risk estimation, and quality assessment.
    16
    1
    MIT

  • 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.
    4
    MIT