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  • A
    license
    Not graded
    quality
    B
    maintenance
    Turns a first-person lab video, a protocols.io protocol or a PDF into an Opentrons Flex or OT-2 protocol that passes Opentrons' simulator. Tools list runs, read the steps, return protocol.py, analyze it and run it on Opentrons' robot-server.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A local stdio server that lets AI agents search 59 bundled scientific illustration assets, create and edit figure projects through validated, revision-checked operation batches, and export editable SVG, draw.io, or .biocanvas files with attribution. It runs without API keys or remote listeners and confines its writes to named projects inside a configured workspace directory.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables agents to deterministically calculate Pelli-Robson log contrast sensitivity scores, Weber contrast thresholds, visual functional acuity, and photopic glare recovery metrics through JSON-RPC tooling.
    7
    MIT
  • A
    license
    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
    A
    quality
    D
    maintenance
    Enables LLM-based agents to interact with FHIR healthcare data through natural language prompts, providing full CRUD operations on FHIR resources, document processing, and semantic search capabilities.
    13
    102
    MIT
  • A
    license
    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.
    3
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    Exposes vaccination-appointment scheduling as standardized MCP tools backed by an in-memory mock backend. Enables agents to list available slots by date and vaccine type, book appointments, check confirmation status, and cancel bookings.
    -
  • 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
  • A
    license
    A
    quality
    D
    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
  • A
    license
    A
    quality
    A
    maintenance
    Explains why two scientific papers disagree. A contradiction explorer for bench scientists that compares two studies' designs and grounds every claim in a verbatim quote from the source text.
    3
    49 npm
    1
    MIT
  • A
    license
    A
    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.
    5
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses.
    3
    127 npm
    1
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables querying the Polish National Health Fund (NFZ) public API for medical waiting lists and service dictionary, allowing AI to compare wait times and find providers.
    3
    3
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server that reads glucose data from a FreeStyle sensor via the LibreLinkUp API, providing current glucose and history with explicit coverage and gaps.
    2
    43 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables automated assessment of research manuscripts against the TARGET reporting guideline for target trial emulation, providing item-by-item scoring with evidence and provenance.
    11
    Apache 2.0
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for automated ICD-10 medical coding. Code clinical text to ICD-10-CM diagnoses, search 74,000+ codes, and de-identify PHI via the AutoICD API.
    6
    19 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    MCP server for the Swiss Federal Office of Public Health Infectious Disease Dashboard, providing access to epidemiological surveillance data for 51 pathogens across Switzerland, including influenza, COVID-19, measles, and wastewater surveillance.
    10
    36 PyPI
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search a directory of Iranian doctors by full or partial name, city or province, and specialty, and returns the best match with alternatives plus clinic addresses, phones, weekly hours, and map links. It is read-only and requires no authentication, so it cannot book appointments or provide medical advice.
    3
    48 PyPI
    1
    MIT
  • 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
    D
    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
  • A
    license
    A
    quality
    A
    maintenance
    Privacy layer for healthcare AI agents. Pseudonymises patient identifiers (NHS numbers, names, dates of birth, addresses; UK and US) into labelled tokens locally before text reaches an agent, then restores the originals afterwards, keeping the token map out of agent context.
    7
    8
    MIT No Attribution
  • A
    license
    A
    quality
    D
    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.
    9
    MIT
  • 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.
    1
    60 npm
    2
    ISC