"How to access developer tools in web browsers" matching MCP servers:

• 

  FLASK-toolsofficial

  FLASK-LLNL

  F

  license

  -

  quality

  C

  maintenance

  Provides a collection of MCP servers for computational chemistry tasks including molecular generation and retrosynthesis. Also offers property prediction and molecule pricing capabilities.

  Last updated 2026-07-21

• 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.

  Last updated 2025-10-14

  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.

  Last updated 2026-04-07

  MIT

• gget-cryo

  IrisApo13

  A

  license

  -

  quality

  C

  maintenance

  Enables searching cryo-EM density maps in EMDB and raw datasets in EMPIAR, with filtering by resolution, keyword, and cross-referencing between the two databases.

  Last updated 2026-06-18

  MIT
• 

  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.

  Last updated 2026-07-29

  33

  36

  Apache 2.0
• 

  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 2026-07-21

  36

  MIT

• Adaptyv Foundry MCP

  joostwmd

  A

  license

  -

  quality

  D

  maintenance

  Exposes the Adaptyv Foundry protein characterization API as MCP tools, enabling AI assistants to interact with experiments, targets, sequences, and results in natural language.

  Last updated 2026-04-03

  MIT

• OneKGPd

  dnaerys

  A

  license

  -

  quality

  C

  maintenance

  Access to 1000 Genomes Project dataset, hosted online in Dnaerys variant store

  Last updated 2026-07-12

  2

  Apache 2.0

• protein-design-mcp

  jasonkim8652

  A

  license

  -

  quality

  C

  maintenance

  An MCP server that gives LLM agents access to computational protein design tools.

  Last updated 2026-04-15

  14

  Apache 2.0

• pymol-cursor-mcp

  truong128

  F

  license

  -

  quality

  D

  maintenance

  Control PyMOL from Cursor via natural language. Enables describing molecular structures and styles in plain language to execute PyMOL commands through XML-RPC.

  Last updated 2026-05-03

  1

• MARRVEL-MCP

  hyunhwan-bcm

  F

  license

  -

  quality

  C

  maintenance

  An MCP server for MARRVEL that enables AI agents to access genetics databases and variant analysis tools for rare disease research.

  Last updated 2026-04-01

  18

• Redis Graph MCP Server

  yskale

  F

  license

  -

  quality

  B

  maintenance

  Enables LLMs and AI agents to query a biomedical knowledge graph stored in RedisGraph, with tools for concept search, synonym enrichment, and study variable discovery through semantic relationships.

  Last updated 2026-05-19

• AlphaFold MCP Server

  plemio

  F

  license

  -

  quality

  C

  maintenance

  Provides access to the AlphaFold Protein Structure Database with tools for structure retrieval, confidence analysis, batch processing, and visualization.

  Last updated 2026-07-20

• NCBI Datasets MCP Server

  Augmented-Nature

  F

  license

  -

  quality

  D

  maintenance

  Provides comprehensive access to the NCBI Datasets API, enabling genomic, taxonomic, and biological data operations through 31 specialized tools.

  Last updated 2025-12-21

  16

• 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.

  Last updated 2026-07-19

  15

  MIT

• hgnc-link

  berntpopp

  A

  license

  A

  quality

  A

  maintenance

  Grounds gene-nomenclature work in the HUGO Gene Nomenclature Committee (HGNC) dataset, enabling resolution of gene symbols and IDs to canonical HGNC identifiers, plus cross-references and batch operations.

  Last updated 2026-07-19

  9

  MIT

• reactome-db-mcp

  tc2fh

  A

  license

  A

  quality

  C

  maintenance

  Provides direct SQL access to a locally hosted Reactome database, enabling schema discovery, guarded read-only queries, and ergonomic helpers over the full relational schema.

  Last updated 2026-06-22

  9

  MIT

• metadome-link

  berntpopp

  A

  license

  A

  quality

  A

  maintenance

  Enables querying of per-residue missense tolerance, Pfam domain annotations, and variant counts for human transcripts by wrapping the MetaDome web service. Provides MCP tools for resolving transcripts, requesting tolerance landscapes, and identifying constrained regions.

  Last updated 2026-07-19

  11

  MIT

• ChemCP

  scottmreed

  A

  license

  A

  quality

  D

  maintenance

  Renders interactive 2D molecular structure diagrams from SMILES notation and computes molecular properties like molecular weight, LogP, and TPSA, directly in the chat.

  Last updated 2026-02-11

  1

  36

  1

  ISC

• 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.

  Last updated 2026-06-23

  7