Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | Unranked | plc-mcpmcp · back-end | An MCP server that connects a local LLM to an industrial PLC via Modbus TCP, enabling process reading, alarm correlation, and safe diagnosis with… | No signals yet | No one-command install · Source | |
| 302 | Unranked | fhir-tools-mcp-servermcp · back-end | Provides FHIR resource validation, synthetic test fixture generation, and HIPAA-safe logging review as MCP tools for AI agents. | No signals yet | No one-command install · Source | |
| 303 | Unranked | medimageparse-mcpmcp · ai-agents | Enables AI agents to segment 2D and 3D biomedical images using Microsoft's MedImageParse foundation models via free-text prompts, returning masks and… | No signals yet | No one-command install · Source | |
| 304 | Unranked | greenfinger-mcp-servermcp · front-end | Enables plant disease diagnosis and identification, plant recommendations, garden layout design, pot management, and care scheduling with reminders… | No signals yet | No one-command install · Source | |
| 305 | Unranked | proofopsmcp · ai-agents | MCP server enabling evidence-driven multi-agent incident management with fault closure workflows, including diagnosis, approval, execution… | No signals yet | No one-command install · Source | |
| 306 | Unranked | vision-mcp-9mcp · ai-agents | An MCP server for image understanding via OpenAI-compatible vision models, offering tools for OCR, error screenshot diagnosis, technical diagram… | No signals yet | No one-command install · Source | |
| 307 | Unranked | medical-mcpmcp · search | This MCP server provides authoritative medical data from FDA, WHO, PubMed, RxNorm, and Google Scholar, enabling drug information lookup, health… | No signals yet | No one-command install · Source | |
| 308 | Unranked | incident-triagemcp · search | An MCP server that helps engineers investigate service incidents using semantic log search, error aggregation, RAG-based diagnosis, and runbook… | No signals yet | No one-command install · Source | |
| 309 | Unranked | crc-lnm-medical-agentmcp · ai-agents | Provides a six-tool research-assistance workflow for CRC-LNM cases using precomputed CT, pathology features, and clinical values. Enables multimodal… | No signals yet | No one-command install · Source | |
| 310 | Unranked | agentic-k8s-aiopsmcp · ai-agents | An MCP server for autonomous Kubernetes troubleshooting and remediation. It enables continuous cluster monitoring, local AI-powered diagnosis via… | No signals yet | No one-command install · Source | |
| 311 | Unranked | transbenchmcp · ai-agents | TransBench is a translational research agent that takes free-text clinical observations, decomposes them into biological axes, generates falsifiable… | No signals yet | No one-command install · Source | |
| 312 | Unranked | mcp-claims-triagemcp · ai-agents | MCP server that helps AI agents analyze medical insurance claims, flag anomalies, score risk, and suggest next actions. | No signals yet | No one-command install · Source | |
| 313 | Unranked | mcp-kg-servermcp · ai-agents | MCP server exposing a medical knowledge graph (289 Western drugs, 204 TCM drugs, diseases, symptoms) as MCP tools. Enables AI agents to search drugs… | No signals yet | No one-command install · Source | |
| 314 | Unranked | siliconflow-vision-mcpmcp · back-end | An MCP server that provides 8 vision tools for UI screenshot to code, OCR, error diagnosis, diagram understanding, data visualization analysis, UI… | No signals yet | No one-command install · Source | |
| 315 | Unranked | medical-ai-assistant-mcpmcp · search | Enables querying medical documents stored in Qdrant using semantic retrieval, allowing users to search PubMed articles through the Model Context… | No signals yet | No one-command install · Source | |
| 316 | Unranked | care-agentmcp · comms | Enables medical care management by retrieving and synthesizing PubMed literature, drafting provider emails for user review, and supporting… | No signals yet | No one-command install · Source | |
| 317 | Unranked | android-build-mcpmcp · ai-agents | An MCP server that gives coding agents hands and eyes on an Android device, providing 19 tools for building, testing, installing, UI inspection… | No signals yet | No one-command install · Source | |
| 318 | Unranked | claims-quality-mcp-servermcp · back-end | Enables MCP-compatible AI clients to validate healthcare claims data quality by running completeness, integrity, and temporal checks on CSV files via… | No signals yet | No one-command install · Source | |
| 319 | Unranked | healthcare-data-quality-mcp-servermcp · back-end | Enables AI assistants to run healthcare data quality checks (completeness, integrity, consistency, temporal accuracy) on claims and EHR data files… | No signals yet | No one-command install · Source | |
| 320 | Unranked | medical-mcp-fakemcp · ai-agents | MCP server with a fictitious clinical database to develop and test agents, providing tools to search patients and retrieve full medical records… | No signals yet | No one-command install · Source | |
| 321 | Unranked | healthcare-mcp-demomcp · back-end | A healthcare MCP demo server exposing clinical resources, tools, and prompts over SSE with authentication, integrated with Pydantic AI and Gemini for… | No signals yet | No one-command install · Source | |
| 322 | Unranked | plant-mcpmcp · back-end | MCP server for managing houseplants by recording waterings and observations, providing care reminders and diagnosis through natural language. | No signals yet | No one-command install · Source | |
| 323 | Unranked | investment-research-mcpmcp · back-end | An evidence-first investment research MCP server that combines official disclosures, market data, and domain-specific evidence for Korean biotech… | No signals yet | No one-command install · Source | |
| 324 | Unranked | wherewentmcp · back-end | Zero-config SQL profiler for slow Python/SQLAlchemy jobs, built for agents: returns the exact call site, query count, and fix as compact… | No signals yet | No one-command install · Source | |
| 325 | Unranked | policy-corpusmcp · search | Read-only MCP server providing 5 tools for hybrid search, clause retrieval, policy versioning, code lookup, and plan rider override queries over a… | No signals yet | No one-command install · Source | |
| 326 | Unranked | clingatemcp · ai-agents | ClinGate is an MCP-native human-in-the-loop gateway that sits between AI agents and clinical tools, classifying every action by risk and forcing human… | No signals yet | No one-command install · Source | |
| 327 | Unranked | mediassist-aimcp · ai-agents | An educational healthcare assistant MCP server that provides medication information, interaction checks, symptom guidance, and health topic searches… | No signals yet | No one-command install · Source | |
| 328 | Unranked | innovationshospitalitysearch-mcp-servermcp · back-end | Enables authenticated publishing workflows for the Innovations Hospitality Search platform, allowing content management and opportunity publishing… | No signals yet | No one-command install · Source | |
| 329 | Unranked | healthcare-clinic-mcp-servermcp · back-end | Exposes appointment scheduling and insurance claims data as MCP tools, allowing AI clients to query and update clinic records via a standard protocol. | No signals yet | No one-command install · Source | |
| 330 | Unranked | legacy-to-fhir-mapping-mcp-servermcp · back-end | Enables natural-language querying of a mock legacy healthcare database and returns validated FHIR resources (Patient, Observation, Condition). | No signals yet | No one-command install · Source | |
| 331 | Unranked | refua-mcpmcp · front-end | MCP server for biological protein design, folding, and affinity prediction using Refua tools, with optional support for ADMET, clinical simulation… | No signals yet | No one-command install · Source | |
| 332 | Unranked | healthbridge-mcpmcp · other | Enables cross-hospital patient safety intelligence by detecting drug interactions, allergy conflicts, duplicate procedures, and medicine stock routing… | No signals yet | No one-command install · Source | |
| 333 | Unranked | neuro-mcpmcp · ai-agents | An MCP server that gives AI agents a unified interface to clinical/research EEG workflows: signal processing, source imaging, persistent dataset/EHR… | No signals yet | No one-command install · Source | |
| 334 | Unranked | healthcare-document-intelligence-mcp-servermcp · search | Enables document search, grounded question answering, summarization, patient timeline extraction, and PHI redaction for healthcare documents using… | No signals yet | No one-command install · Source | |
| 335 | Unranked | claims-data-mcp-servermcp · database | Enables natural language querying of healthcare claims data by exposing a SQLite database with read-only SQL tools, allowing users to ask questions in… | No signals yet | No one-command install · Source | |
| 336 | Unranked | pbs-chat-mcp-servermcp · back-end | Enables AI assistants to query the Australian Pharmaceutical Benefits Scheme (PBS) API for medicine pricing, prescriber information, schedules, and… | No signals yet | No one-command install · Source | |
| 337 | Unranked | bioevidence-mcpmcp · search | Evidence-grounded biomedical retrieval and summarization through the Model Context Protocol, enabling queries for biomedical evidence with… | No signals yet | No one-command install · Source | |
| 338 | Unranked | healthcare-mcp-servermcp · database | Enables an AI agent to query a patient-records SQLite database with tools for schema inspection, safe SQL queries, patient risk assessment, and… | No signals yet | No one-command install · Source | |
| 339 | Unranked | carechronicle-mcpmcp · search | Enables LLMs to interact with clinical patient records using tools for document ingestion, structured conversion, patient profiling, record listing… | No signals yet | No one-command install · Source | |
| 340 | Unranked | afya-mcpmcp · back-end | MCP server for Kenya health system — NHIF/SHA coverage, facility finder, community health workers, maternal health guidance, essential medicines. | No signals yet | No one-command install · Source | |
| 341 | Unranked | lead-scraping-plan-mcp-servermcp · back-end | Enables running the lead scoring and outbound pipeline by talking to Claude, including scraping healthcare job postings, scoring against buyer ICP… | No signals yet | No one-command install · Source | |
| 342 | Unranked | medlineplus-mcpmcp · ai-agents | Provides tools to look up patient-friendly health education links from MedlinePlus Connect using clinical codes or medication names, enabling AI… | No signals yet | No one-command install · Source | |
| 343 | Unranked | konsiliummcp · search | Enables privacy-first medical document analysis with multi-perspective AI review. Ingest documents, run consilium reviews, generate doctor letters… | No signals yet | No one-command install · Source | |
| 344 | Unranked | mql5-ea-mcp-servermcp · back-end | A local MCP server for querying MQL5 documentation, including reference, algo book, and neural networks book, with tools for search, smart query… | No signals yet | No one-command install · Source | |
| 345 | Unranked | solo-desktop-commander-mcpmcp · ai-agents | A free, open-source MCP server that gives AI agents real filesystem, terminal, git, and process control over your machine for inspection, diagnosis… | No signals yet | No one-command install · Source | |
| 346 | Unranked | fhirflymcp · back-end | Healthcare reference data including drugs, providers, diagnoses, labs, vaccines, claims, and Medicaid endpoints. | No signals yet | No one-command install · Source | |
| 347 | Unranked | fhirfly-mcp-servermcp · back-end | MCP server for connecting Claude Desktop to FHIRfly healthcare reference data APIs, enabling lookup of drugs, providers, clinical codes, and more. | No signals yet | No one-command install · Source | |
| 348 | Unranked | costkits-mcpmcp · other | Provides live US healthcare cost data including procedure cost estimates, provider pricing, insurance coverage rules, and medical bill analysis using… | No signals yet | No one-command install · Source | |
| 349 | Unranked | ibm-concert-mcp-servermcp · back-end | A Model Context Protocol server that connects AI agents to IBM Concert, enabling autonomous workflow health monitoring, incident diagnosis… | No signals yet | No one-command install · Source | |
| 350 | Unranked | care-mate-ai-mcpmcp · observability | Enables AI-driven post-discharge patient monitoring and care coordination through tools for symptom triage, recovery tracking, exercise… | No signals yet | No one-command install · Source | |
| 351 | Unranked | vclinic-mcp-servermcp · back-end | Enables AI agents to manage virtual clinic data including patients, visits, diagnoses, treatments, lab/radiology orders, and search medical literature… | No signals yet | No one-command install · Source | |
| 352 | Unranked | career-navigator-mcpmcp · search | Enables career diagnosis by analyzing user skills and recommending suitable professions using Google Gemini and a RAG knowledge base of 10… | No signals yet | No one-command install · Source | |
| 353 | Unranked | pregnancy-official-source-navigatormcp · other | Enables users to access curated official Korean pregnancy and childbirth sources and find hospitals using HIRA directory facts. | No signals yet | No one-command install · Source | |
| 354 | Unranked | vepclin-mcpmcp · back-end | A terminal-based bioinformatics CLI chat tool that integrates Ensembl VEP, NCBI ClinVar, an MCP server layer, and OpenRouter's NVIDIA Nemotron 3 Ultra… | No signals yet | No one-command install · Source | |
| 355 | Unranked | papersearchmcp · search | Enables AI coding agents to search academic papers, resolve biomedical entities, mine relations, and traverse citation graphs using Semantic Scholar… | No signals yet | No one-command install · Source | |
| 356 | Unranked | here-now-er-mcpmcp · back-end | An MCP server that provides real-time emergency room availability, open hospitals, pharmacies, and drug information for Korean users, especially… | No signals yet | No one-command install · Source | |
| 357 | Unranked | pubmed-clinical-mcpmcp · search | A lightweight MCP server for clinical biomedical literature retrieval, enabling PubMed search, article metadata, full-text access, and evidence… | No signals yet | No one-command install · Source | |
| 358 | Unranked | arpi-mcpmcp · back-end | AI-powered ECG analysis server that accepts ECG images and returns AI-generated diagnosis reports. | No signals yet | No one-command install · Source | |
| 359 | Unranked | fhir-synthetic-mcpmcp · back-end | A learning MCP server providing synthetic FHIR patient data with read tools and a gated write workflow (propose → human approve → commit) with… | No signals yet | No one-command install · Source | |
| 360 | Unranked | diagnosis-servicemcp · observability | Enables business services to push error logs and generate diagnostic reports using MCP tools for log searching, code querying, and report generation. | No signals yet | No one-command install · Source | |
| 361 | Unranked | mediora-mcp-servermcp · back-end | Exposes a doctor-reviewed medical catalog of blood-test markers, clinical conditions, and patient symptoms as MCP tools in English, Russian, and… | No signals yet | No one-command install · Source | |
| 362 | Unranked | lab-units-mcpmcp · other | Converts clinical blood-test results between conventional and SI units and resolves lab-marker names to canonical analytes. | No signals yet | No one-command install · Source | |
| 363 | Unranked | clinicaltrials-gov-mcp-servermcp · back-end | Enables AI assistants to search and retrieve clinical trial data from ClinicalTrials.gov, supporting filters, study details, metadata, and statistics. | No signals yet | No one-command install · Source | |
| 364 | Unranked | saymcp · other | Converts family notices (hospital, government, insurance, delivery) into action cards with confirmed facts and pending verifications, enabling… | No signals yet | No one-command install · Source | |
| 365 | Unranked | medical-mcp-agentmcp · ai-agents | Provides medical symptom extraction, differential diagnosis generation, PubMed literature search, and abstract summarization tools for LLM agents. | No signals yet | No one-command install · Source | |
| 366 | Unranked | medmemorymcp · other | This MCP is capable of analyzing medical documents and prescriptions and giving patient all the medical info it needs and answering their questions | No signals yet | No one-command install · Source | |
| 367 | Unranked | openimcp · database | Enables searching biomedical images (X-rays, CT/MRI, clinical photos, etc.) from the Open-i database using natural language queries, returning image… | No signals yet | No one-command install · Source | |
| 368 | Unranked | psychopathia-mcpmcp · back-end | MCP server exposing the Psychopathia Machinalis diagnostic framework (79 conditions) — differential diagnosis of AI dysfunctions via 11 read-only… | No signals yet | No one-command install · Source | |
| 369 | Unranked | labops-agent-mcp-servermcp · ai-agents | MCP server that enables clinical lab staff to predict reagent stockouts, check inventory, create orders, and update inventory canvases directly from… | No signals yet | No one-command install · Source | |
| 370 | Unranked | sniff-mcpmcp · back-end | Agent-callable canine genomics API providing breed-stratified allele frequencies, pathogenicity predictions, and variant-gene-breed-disease knowledge… | No signals yet | No one-command install · Source | |
| 371 | Unranked | spokeagentmcp · ai-agents | A structure-aware MCP server for querying the SPOKE biomedical knowledge graph, enabling entity resolution, schema introspection, path finding, and… | No signals yet | No one-command install · Source | |
| 372 | Unranked | draytek-vigor-mcp-servermcp · back-end | Provides DSL diagnosis and CLI access to DrayTek Vigor 167 modems via interactive SSH shell, enabling command discovery and execution through MCP… | No signals yet | No one-command install · Source | |
| 373 | Unranked | clinical-mcp-servermcp · back-end | A governed, audited Model Context Protocol server that provides AI agents with secure, read-only access to a clinical knowledge base through… | No signals yet | No one-command install · Source | |
| 374 | Unranked | hospital-clinical-intelligence-mcp-platformmcp · observability | Integrates healthcare data from multiple sources (HL7 v2, FHIR, DICOM, device telemetry) and provides clinicians with secure, role-based access to… | No signals yet | No one-command install · Source | |
| 375 | Unranked | nih-research-mcp-demomcp · search | Enables interaction with synthetic NIH-style clinical research data through tools for searching publications, querying patient metadata, analyzing AAA… | No signals yet | No one-command install · Source | |
| 376 | Unranked | secure-clinical-data-agentmcp · database | Enables secure natural language querying of a clinical SQL Server database using a local Ollama model, with strict SQL validation to protect sensitive… | No signals yet | No one-command install · Source | |
| 377 | Unranked | haver-governance-mcpmcp · auth | Provides identity, permission, audit, and recall for healthcare AI agents, with tools for registering agents, checking permissions, recording actions… | No signals yet | No one-command install · Source | |
| 378 | Unranked | japan-healthcare-mcpmcp · back-end | A local-first MCP server and toolkit for Japanese healthcare reference data, enabling lookup and search without bundling official datasets. | No signals yet | No one-command install · Source | |
| 379 | Unranked | koreanskinpedia-mcpmcp · back-end | Enables publishing of medical content (articles, procedures, clinics) to a Korean skincare platform via a publishing API, requiring API URL and API… | No signals yet | No one-command install · Source | |
| 380 | Unranked | csoai-org-patient-safety-ai-mcpmcp · back-end | Python MCP server for patient safety analysis and healthcare risk assessment. | No signals yet | No one-command install · Source | |
| 381 | Unranked | mdr-medical-device-mcpmcp · other | Enables classification of medical devices, IVDs, and AI/ML SaMD under EU MDR and IVDR regulations. | No signals yet | No one-command install · Source | |
| 382 | Unranked | npi-verifymcp · back-end | MCP server for looking up and searching US healthcare providers in the CMS NPPES NPI Registry. | No signals yet | No one-command install · Source | |
| 383 | Unranked | dolbom-navi-mcpmcp · back-end | A remote MCP server for navigating Korean senior-care support, routing questions across welfare, medical, and administrative services using official… | No signals yet | No one-command install · Source | |
| 384 | Unranked | clinicaltrials-gov-mcp-server-oncohubmcp · back-end | A production-quality MCP server that wraps the ClinicalTrials.gov v2 API, providing structured, TTL-cached access to trial data worldwide and Turkey… | No signals yet | No one-command install · Source | |
| 385 | Unranked | clara-mcp-servermcp · back-end | A hybrid pulmonary radiology diagnostic backend that provides MCP agent skills for vision inference, clinical RAG, report synthesis, and escalation… | No signals yet | No one-command install · Source | |
| 386 | Unranked | mcp-live-showcasemcp · back-end | Two MCP servers for a live demo: a clinical server for patient lookup, labs, and drug safety checks, and a data explorer server for querying a sales… | No signals yet | No one-command install · Source | |
| 387 | Unranked | csoai-org-healthcare-fhir-mcpmcp · other | FHIR-based healthcare data integration and interoperability tools. | No signals yet | No one-command install · Source | |
| 388 | Unranked | medical-diagnosis-ai-mcpmcp · back-end | An MCP server that analyzes patient symptoms using AI, suggests potential diagnoses, and retrieves relevant medical literature from PubMed. | No signals yet | No one-command install · Source | |
| 389 | Unranked | cure-cancer-with-ai-mcp-servermcp · ai-agents | Provides oncology data (research, news, FDA approvals, clinical trials) and IBM MAMMAL biomedical predictions (PPI, DTI, ClinTox) as MCP tools. Allows… | No signals yet | No one-command install · Source | |
| 390 | Unranked | medilinkaimcp · ai-agents | Clinical decision-support MCP server that lets AI agents reason over live FHIR patient data for medication review, appointment scheduling, and care… | No signals yet | No one-command install · Source | |
| 391 | Unranked | drug-interaction-mcpmcp · ai-agents | Drug-drug interaction checker for clinical LLMs, wrapping RxNorm, openFDA, and DailyMed to provide interaction severity, dose guides, and alternative… | No signals yet | No one-command install · Source | |
| 392 | Unranked | touchdesigner-ai-companionmcp · browser | Enables users to capture TouchDesigner node network screenshots and ask Claude for context-aware analysis, diagnosis, and suggestions via MCP tools. | No signals yet | No one-command install · Source | |
| 393 | Unranked | mcp-groundedmcp · ai-agents | Multi-agent pipeline for medical image classification with verification-aware abstention, enabling safer predictions by skipping uncertain cases. | No signals yet | No one-command install · Source | |
| 394 | Unranked | oak-longevity-mcp-servermcp · back-end | An MCP server for longevity and metabolic medicine that provides a medication catalog, dosing protocols, contraindication screening, drug interaction… | No signals yet | No one-command install · Source | |
| 395 | Unranked | hospital-ai-secure-assistantmcp · other | Role-based AI assistant for hospital workflows, patient FAQ, staff tools, and secure document approvals with MCP-style tool access. | No signals yet | No one-command install · Source | |
| 396 | Unranked | vocametrixmcp · back-end | Official MCP server integrating Vocametrix's voice analysis API for clinical speech assessment and pronunciation evaluation. | No signals yet | No one-command install · Source | |
| 397 | Unranked | rarasmcp · other | Brazil's rare-disease knowledge graph — 10,468 diseases, phenotypes, genes, and clinical trials via MCP. | No signals yet | No one-command install · Source | |
| 398 | Unranked | phasefolio-mcpmcp · auth | Provides AI agents with access to PhaseFolio's biotech rNPV and probability-of-success engine for asset valuation, supporting public queries and… | No signals yet | No one-command install · Source | |
| 399 | Unranked | h2-papersmcp · search | Search PubMed molecular hydrogen medical literature with delivery-aware safety notes. | No signals yet | No one-command install · Source | |
| 400 | Unranked | h2-papers-mcp-servermcp · back-end | Enables searching and retrieving molecular hydrogen medical literature from H2 Papers database, with per-paper safety notes always included in… | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.