"Generating Unit Tests for Software Development" matching MCP servers:

Enables scenario-based clinical communication practice through MCP tools for discovering scenarios, starting sessions, sending practitioner turns, and receiving evidence-linked evaluation feedback.

Exposes four CMS public datasets as callable tools in Claude conversations, enabling natural-language real-world evidence analytics without SQL expertise.

Enables Claude to read a user's Oura Ring data—including sleep, readiness, activity, stress, workouts, heart rate, and personal info—through a self-hosted, read-only connector deployed to the user's own Vercel account.

Enables querying Medicare payment amounts for physician services, lab tests, and DMEPOS items, plus daily unit limits and NCCI code-pair billing edits, with vintage- and locality-aware answers.

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.

This server enables interacting with the National Digital Health Mission's Health Information User (HIU) API, allowing agents to access and manage health information through the Multi-Agent Conversation Protocol.

Enables querying Brazilian PCDT clinical protocols from Conitec and generating concise, context-specific treatment summaries using a local LLM, with verified literal citations and links to official PDFs.

Verified ICD-10-CM code lookup & validation for AI agents — official descriptions, not guesses.

MCP server for pediatric CKD clinical calculations, providing eGFR-Schwartz estimation and KDIGO 2024 CKD staging, restricted to doctors.

Enables searching fictional lab tests, comparing prices, quoting and booking sample collections, and escalating to a human agent via natural language.

Enables developers to diagnose why FSE 2.0 CDA2 documents are rejected by validating locally, explaining schematron/XSD errors, looking up code systems, and generating synthetic sample documents.

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.

An MCP server for interventional pain medicine that provides Medicare documentation checklists, CPT/ICD-10 coding, ASRA anticoagulation guidance, prior-authorization letters, denial appeals, and research evidence for 85+ procedures.

Enables users to perform common laboratory calculations—reconstitution concentration, unit conversion, C1V1 dilution, molarity, percent w/v, and serial dilution—through MCP tools, with input validation and no network calls or stored data.

Medical terminology MCP server — ICD-10, MedDRA, RxNorm, CTCAE for AI agents

Enables AI assistants to look up medical billing codes, denial reasons, and payer rules for faster claim resolution.

Reads raw lab-instrument files (microscopy, mass spectrometry, chromatography, flow cytometry, NMR, electrophysiology, spectroscopy, plate readers, qPCR) without vendor software, returning metadata, images, spectra and traces as JSON. It also checks files for damage, runs common analyses, and exports to open formats such as OME-TIFF, OME-Zarr, mzML, Parquet and NWB.

MCP server for Tebra practice management that gives AI agents access to 45 tools for patients, appointments, billing, documents, and clinical data via SOAP and FHIR APIs.

Enables bioinformatics analysis through natural language conversations with Claude Desktop, automatically generating and executing Python scripts to produce HTML reports and visualizations.

A comprehensive Model Context Protocol (MCP) server for accessing the SureChEMBL chemical patent database.

Enables variant annotation and effect prediction using the Ensembl VEP API, with support for batch and single queries.

Enables interaction with Open Dental practice management software, allowing reading of patients, appointments, providers, procedures, and recalls, as well as writing communications back to patient charts via MCP clients.

An MCP server for querying the KEGG bioinformatics database, providing tools, resource templates, and guided prompts for pathways, genes, compounds, and more.

Model Context Protocol server for accessing Reactome pathway and systems biology data.

A high-performance MCP server that gives LLMs access to 25 biomedical tools federated across 50+ upstream APIs for genes, variants, drugs, diseases, literature, clinical trials, and structural biology.

Enables AI assistants to search official NFZ waiting lists in Poland for specialists, diagnostic tests, and procedures near a given location, ranked by forecast waiting time or distance. Results include waiting counts, addresses, phone numbers, accessibility details, and pediatric availability, with no API key required.

An MCP server that connects AI assistants to OpenEMR instances to manage patient records, clinical trends, and medication safety. It provides 17 tools for tasks such as patient search, drug interaction checks, and generating comprehensive health trajectories and visit preparations.

Exposes the ProDoctor Cloud API as MCP tools for AI agents to manage appointments, patients, users, and procedures.

Unofficial Model Context Protocol server for accessing Open Targets platform data for gene-drug-disease associations research.

MCP server for controlling UCSF ChimeraX molecular visualization software, enabling command execution, screenshots, structure analysis reports, and session management.