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"Setting up Minecraft (MCP) servers with Python and Visual Studio Code" matching MCP servers:

  • PDBe MCP Servers by PDBeurope

    PDBe MCP Serversofficial

    PDBeurope
    A
    license
    B
    quality
    A
    maintenance
    Provides seamless access to the Protein Data Bank in Europe (PDBe) API and search capabilities, enabling AI clients to query protein structures, perform advanced searches, and retrieve structural biology data.
    33
    37
    Apache 2.0

  • 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

  • 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

  • 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
    13
    9
    MIT
  • Bio-MCP BLAST by bio-mcp

    Bio-MCP BLASTofficial

    bio-mcp
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to perform NCBI BLAST sequence similarity searches through natural language, supporting nucleotide and protein searches, custom database creation, and multiple output formats.
    10
    MIT
  • Bio-MCP FastQC Server by bio-mcp

    Bio-MCP FastQC Serverofficial

    bio-mcp
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to perform quality control analysis on high-throughput sequencing data using FastQC and MultiQC. It supports single-file and batch processing of FASTQ/FASTA files and generates comprehensive, interactive summary reports.
    MIT
  • bio-mcp-evo2 by bio-mcp

    bio-mcp-evo2official

    bio-mcp
    A
    license
    -
    quality
    D
    maintenance
    An MCP server that enables AI assistants to generate, score, and analyze DNA sequences using the evo2 genomic foundation model. It supports multiple execution modes including local GPU, SLURM clusters, and the Nvidia NIM cloud API for tasks like variant effect prediction and sequence embedding.
    MIT
  • galaxy-mcp by galaxyproject

    galaxy-mcpofficial

    galaxyproject
    A
    license
    -
    quality
    A
    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.
    37
    MIT

  • BWA MCP Server

    bio-mcp
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to perform DNA/RNA sequence alignment using BWA (Burrows-Wheeler Aligner), supporting both short and long read alignment to reference genomes with indexing, BWA-MEM, and BWA-backtrack algorithms.
    MIT

  • PubTator-MCP-Server

    JackKuo666
    A
    license
    -
    quality
    D
    maintenance
    🔍 A biomedical literature annotation and relationship mining server based on PubTator3, providing convenient access through the MCP interface.
    9
    MIT

  • ensembl-mcp-server

    cyanheads
    A
    license
    -
    quality
    A
    maintenance
    Enables looking up genes, fetching sequences, predicting variant consequences, finding orthologs, and cross-database xrefs via Ensembl REST API through MCP.
    153
    2
    Apache 2.0

  • refua-mcp

    agentcures
    A
    license
    -
    quality
    C
    maintenance
    MCP server for biological protein design, folding, and affinity prediction using Refua tools, with optional support for ADMET, clinical simulation, preclinical planning, wet-lab automation, and more.
    MIT
  • 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.

  • BioBTree

    tamerh
    A
    license
    -
    quality
    A
    maintenance
    A unified biomedical graph database that integrates 50+ primary data sources — genes, proteins, compounds, diseases, pathways, and clinical data — into a single queryable graph with billions of cross-reference edges. Its native MCP server gives LLMs direct access to structured, authoritative biomedical data, complementing their reasoning with reliable identifiers and up-to-date database content.
    19
    AGPL 3.0

  • gene-family-mcp

    xxay-16
    F
    license
    -
    quality
    B
    maintenance
    MCP server for gene family analysis, providing tools for FASTA validation and PlantCARE cis-element prediction, with backend task management for AI agents.

  • tacc-mcp-bio

    Narasimhan-Lab
    F
    license
    -
    quality
    C
    maintenance
    Enables Claude Code to interact with a TACC or SLURM HPC cluster for bioinformatics pipelines, allowing job management, log reading, file browsing, remote script execution, and job submission through natural language.

  • reactome-mcp

    tc2fh
    A
    license
    A
    quality
    C
    maintenance
    Enables coding agents to interact with the Reactome pathway database, including search, lookup, hierarchy traversal, SBML/SBGN export, and gene-set enrichment analysis.
    17
    MIT