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"Automating Page and Interface Testing" matching MCP servers:
- AlicenseAqualityBmaintenanceGenerates family pedigree tree diagrams as PNG or SVG images using standard genetic notation compliant with Bennett 2008/2022 NSGC guidelines. Supports comprehensive genealogical features including conditions, genetic testing results, twin relationships, carrier status, and adoption indicators.21310MIT
- AlicenseAqualityBmaintenanceA Model Context Protocol server that provides AI agents with a unified interface for real-time EEG acquisition, replay, processing, visualization, recording, and stimulation from over 66 BrainFlow boards.47BSD 3-Clause
- AlicenseAqualityBmaintenanceA Model Context Protocol server for PyLabRobot that exposes liquid handler, plate reader, thermocycler, and heater-shaker as MCP tools. It ships in simulation mode by default, allowing end-to-end testing without hardware.10MIT
- AlicenseAqualityDmaintenanceEnables the generation, mutation, and evolution of DNA and protein sequences using various evolutionary models and phylogenetic algorithms. It supports realistic next-generation sequencing read simulation and population-level evolutionary tracking for bioinformatics research and testing.6BSD 2-Clause "Simplified"
- AlicenseBqualityDmaintenanceProvides a programmatic interface to the Genome Aggregation Database (gnomAD) API across versions v2.1.1, v3.1.2, and v4.1.0. It enables users to query gene metadata, variant information, population frequencies, and ClinVar data through a unified schema.125Apache 2.0
- AlicenseBqualityAmaintenanceQuery clinical datasets like MIMIC-IV and eICU with natural language, supporting both tabular EHR data and clinical notes through a unified interface.1140MIT
- AlicenseBqualityDmaintenanceA Model Context Protocol (MCP) server that provides access to xraylib X-ray interaction data through a standardized interface. Query cross-sections, fluorescence lines, edge energies, and more from any MCP-compatible client.1002BSD 3-Clause
- AlicenseBqualityDmaintenanceProvides seamless access to UniProtKB protein data, enabling querying of protein entries, sequences, Gene Ontology annotations, and ID mappings through a typed, resilient interface.5MIT

sniff-mcpofficial
Alicense-qualityBmaintenanceAgent-callable canine genomics API providing breed-stratified allele frequencies, pathogenicity predictions, and variant-gene-breed-disease knowledge graph for dog DNA.MIT- Alicense-qualityDmaintenanceBridge any AI coding assistant directly to GenePattern — run bioinformatics modules, manage cloud jobs, and stream results, all through natural language.2BSD 3-Clause

galaxy-mcpofficial
Alicense-qualityAmaintenanceMCP 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.37MIT- Alicense-qualityDmaintenanceEnables 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
- Alicense-qualityDmaintenanceProvides access to BioThings.io APIs for comprehensive gene and variant annotations, enabling seamless integration of biological data into workflows.1,3456MIT
- Alicense-qualityDmaintenanceA specialized MCP server that provides a structured interface to the Europe PMC database for biological and clinical evidence retrieval. It enables LLMs to gather, rank, and synthesize published research focusing on therapeutic targets and disease associations.1MIT
- Alicense-qualityDmaintenanceAn MCP server that provides SNOMED CT clinical terminology lookup via any FHIR R4 terminology server supporting SNOMED CT and ECL. Offers tools for searching by term, fetching by code, and navigating the concept hierarchy.20Apache 2.0
- Alicense-qualityCmaintenanceEnables AI agents to query the PomBase fission yeast model-organism database for genetic and molecular data through the Pipeworx MCP gateway.1MIT
- Alicense-qualityCmaintenanceProvides a natural language interface for scRNA-Seq analysis using the Scanpy library, supporting operations such as data preprocessing, clustering, and visualization. It enables AI agents and clients to perform complex single-cell transcriptomics workflows through the Model Context Protocol.2BSD 3-Clause
- Alicense-qualityCmaintenanceUnifies five public US-government drug datasets into a single sourced page per GLP-1/cardiometabolic drug, providing cost, shortage, label, and alternatives. The MCP server exposes the same Drug contract as the UI for agent-native access.51,375,378Apache 2.0
- Alicense-qualityDmaintenanceEnables users to manage medical appointments by searching for doctors, checking availability, and booking sessions through a natural language interface. It serves as a reference implementation for advanced MCP features like symptom-based specialist recommendations and multi-step scheduling workflows.13MIT