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  • A
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    quality
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    maintenance
    Provides AI agents with physics-based corrosion engineering calculations, from rapid handbook lookups to mechanistic electrochemical models with dual-tier pitting assessment for material compatibility screening and corrosion rate prediction.
    1
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables scenario-based clinical communication practice through MCP tools for discovering scenarios, starting sessions, sending practitioner turns, and receiving evidence-linked evaluation feedback.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    MCP-native scientific skills for reproducible computational biology and AI-driven drug-discovery workflows. It combines deterministic scientific tools with an MCP server to give AI agents real computational capabilities.
    Apache 2.0
  • A
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    Not graded
    quality
    B
    maintenance
    Enables Alexa+ users to coordinate household pet care by logging feeding, medication, activity, litter, and health observations for dogs and cats, with evidence-grounded triage, Q&A, and daily briefings backed by a verified veterinary library and citations.
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that lets an LLM answer a pharmacist's question about drug shortages by normalizing drug names, finding pharmacologic alternatives, and checking their shortage status using public FDA and NLM data.
    5
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    TransBench is a translational research agent that takes free-text clinical observations, decomposes them into biological axes, generates falsifiable hypotheses grounded in PubMed evidence, and designs reproducible computational experiments with concrete datasets for Claude Science.
    3
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  • A
    license
    A
    quality
    D
    maintenance
    Exposes NCBI PubMed as MCP tools for searching literature, fetching abstracts, exploring citation graphs, and finding author publications without requiring an API key.
    4
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables agents to interact with a clinic booking API, including listing specialties, doctors, and a patient's appointments, and booking or cancelling appointments when the active profile permits, while preserving the caller's authority and screening tool descriptions for safety.
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    MCP server offering verified bioinformatics tools for sequence utilities and statistics, backed by BioPython/scipy. Enables AI agents to perform accurate GC content, translation, ORF finding, motif scanning, and statistical tests through natural language.
    11
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to search the doktor.mx directory for over 56,000 verified doctors and medical specialists across Mexico. It provides tools for verifying professional licenses, finding specialists by symptoms or conditions, and checking medical insurance compatibility.
    10
    41
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to execute computational chemistry and drug discovery workflows using Schrödinger Suites 2026, including protein preparation, docking, ADMET, QM/MM calculations, and job management.
    28
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    Enables molecular design and simulation through 45 chemistry tools including pKa calculations, geometry optimization, conformer searches, docking, protein cofolding, and ADMET predictions powered by Rowan's computational chemistry platform.
    41
    23
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables querying clinical trial information from the Chinese Clinical Trial Registry (ChiCTR) by searching trials with keywords, registration numbers, or years, and retrieving detailed trial information.
    4
    43
    6
    Apache 2.0
  • A
    license
    B
    quality
    C
    maintenance
    MCP server for VetSorcery — query problem lists, SOAP notes, and patient summaries from Claude Desktop, Cursor, Windsurf, or any MCP-compatible agent.
    5
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Viznoir empowers AI agents to directly analyze and visualize complex 3D scientific and engineering data in cinematic resolution using a fully headless VTK engine. It enables LLMs to seamlessly execute advanced physical analysis, 3D rendering, and generate publication-ready animations purely through natural language commands.
    23
    17
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables querying US regulated-care providers (GLP-1 clinics) with tools for searching, retrieving details, and checking compliance, using natural language or function calls.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A structure-aware MCP server for querying the SPOKE biomedical knowledge graph, enabling entity resolution, schema introspection, path finding, and safe Cypher queries for biomedical knowledge inference.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for healthcare intake forms that lets AI agents import blank PDFs, create patient fill links, and retrieve completed PDFs while keeping PHI out of the model context.
    MIT