Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 94.856 | healthchainmcp · ai-agents | Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup… | 222 stars · 42 forks | No one-command install · Source | |
| 2 | 91.873 | health-record-mcpmcp · ai-agents | Connect to an EHR and make clinical data available via MCP | 85 stars · 36 forks | No one-command install · Source | |
| 3 | 86.361 | arthas-mcp-servermcp · ai-agents | Java diagnostics MCP server for LLM integration with Alibaba Arthas, enabling analysis and diagnosis of Java applications. | 56 stars · 9 forks | No one-command install · Source | |
| 4 | 84.603 | ohnlp-omop-mcpmcp · ai-agentsalso listed as omop-mcp-server | Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability. | 40 stars · 10 forks | No one-command install · Source | |
| 6 | 82.229 | healthclawguardrailsmcp · ai-agents | Open-source guardrails between AI agents and FHIR clinical data — PHI redaction, immutable audit, step-up auth, tenant isolation. MCP server +… | 30 stars · 9 forks | No one-command install · Source | |
| 7 | 80.662 | flstudio-mcpmcp · ai-agents | AI control for FL Studio via the Model Context Protocol — full in-DAW mixing (Mix Doctor diagnosis, gain staging, EQ/compression/reverb, reference… | 30 stars · 6 forks | No one-command install · Source | |
| 8 | 80.090 | tealflowmcpmcp · ai-agents | Enables LLMs to discover, understand, and generate Teal R Shiny applications for clinical trial data analysis. | 28 stars · 6 forks | No one-command install · Source | |
| 9 | 77.588 | agent-care-mcpmcp · ai-agents | Integrates with EMRs like Cerner and Epic via FHIR to retrieve patient data, and provides medical research tools (PubMed, clinical trials, FDA) for… | 1 star · 27 forks | No one-command install · Source | |
| 10 | 76.904 | acashmoney-biomcp · ai-agents | Enabling agent-based biomedical R&D via protein structure analysis capabilities | 18 stars · 7 forks | No one-command install · Source | |
| 11 | 76.242 | dagster-mcpmcp · ai-agents | An MCP server that gives AI agents full visibility and control over your Dagster instance, enabling autonomous monitoring, diagnosis, and remediation… | 13 stars · 9 forks | No one-command install · Source | |
| 12 | 59.029 | pubmed-advanced-mcp-servermcp · ai-agents | This MCP server provides 16 intelligent tools for searching, retrieving, and linking biomedical literature from PubMed and PMC. It enables LLM… | 8 stars · 1 fork | No one-command install · Source | |
| 13 | 49.325 | mcubuddymcp · ai-agents | MCP server for AI-assisted MCU and embedded firmware debugging. It connects to real hardware via debug probes, inspects CPU/memory/peripherals… | 6 stars | No one-command install · Source | |
| 14 | 47.273 | mushi-mushimcp · ai-agents | Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with… | 3 stars · 2 forks | No one-command install · Source | |
| 14 | 47.273 | prompt-auto-optimizermcp · ai-agents | Optimizes prompts through genetic algorithms that automatically evolve and improve prompt performance across multiple generations using… | 3 stars · 2 forks | No one-command install · Source | |
| 16 | 43.275 | swarm-corporation-medical-agents-aopmcp · ai-agents | Orchestrates specialized medical AI agents for blood data analysis, CBC interpretation, and clinical decision support | 4 stars | No one-command install · Source | |
| 17 | 42.840 | phi-redact-mcpmcp · ai-agents | An MCP server that redacts PII/PHI from text before it ever reaches an LLM — self-hosted, fail-closed, and HIPAA-aware. | 3 forks | No one-command install · Source | |
| 17 | 42.840 | cardiovascular-disease-mcpmcp · ai-agents | MCP server for calculating a patient's 10-year ASCVD risk using the Pooled Cohort Equations. Enables LLMs to compute cardiovascular risk scores based… | 3 forks | No one-command install · Source | |
| 19 | 38.412 | bsv-specmatemcp · ai-agents | MCP server that equips AI agents with BSV-specific development tools including static analysis, pitfall prediction, and BSC error diagnosis to produce… | 3 stars | No one-command install · Source | |
| 19 | 38.412 | io-github-jinning6-cyberhuatuomcp · ai-agents | A medical MCP server for agents that diagnoses tracebacks, provides exact fixes, and converts verified solutions into reusable prescriptions, plus a… | 3 stars | No one-command install · Source | |
| 21 | 35.443 | asset-aware-mcpmcp · ai-agents | Enables AI agents to precisely retrieve and analyze PDF assets (tables, figures, sections) via MCP, with knowledge graph integration for medical… | 2 forks | No one-command install · Source | |
| 22 | 32.223 | rachadele-biolitmcp · ai-agents | LLM-assisted biomedical literature screening and data extraction for PubMed, GEO, and preprints. | 2 stars | No one-command install · Source | |
| 22 | 32.223 | klinik-mcpmcp · ai-agentsalso listed as klinikmcp | A drug and clinical information MCP server for Turkish healthcare professionals, integrating TİTCK, SGK, openFDA, and PubMed data with ChatGPT and… | 2 stars | No one-command install · Source | |
| 22 | 32.223 | clinical-trial-designmcp · ai-agents | A Claude Code plugin and MCP server for end-to-end clinical trial design. | 2 stars | No one-command install · Source | |
| 26 | 29.013 | doctor-claudemcp · ai-agents | Provides Claude Code with access to peer-reviewed medical information from MedlinePlus and StatPearls, and acts as an unlicensed diagnostic medical… | 1 star · 1 fork | No one-command install · Source | |
| 27 | 23.374 | phi-guard-mcpmcp · ai-agents | MCP server and CLI for detecting, redacting, and auditing PHI in medical text before it is sent to AI agents, with tools for scan, redact, audit, and… | 1 fork | No one-command install · Source | |
| 28 | 22.557 | kotlin-multi-agent-orchestratormcp · ai-agents | Enables end-to-end generation, scaffolding, testing, diagnosis, and auditing of Kotlin applications for Android, Compose Multiplatform, Ktor, and… | 1 star | No one-command install · Source | |
| 28 | 22.557 | dingdawg-healthcare-agentmcp · ai-agents | HIPAA-aware healthcare AI for clinical documentation and compliance. | 1 star | No one-command install · Source | |
| 28 | 22.557 | chess-coach-mcpmcp · ai-agents | A hybrid AI chess coach MCP server that uses Stockfish for grounded evaluation and LLM for natural-language coaching, enabling game analysis, weakness… | 1 star | No one-command install · Source | |
| 28 | 22.557 | mcp-clinical-doc-agentmcp · ai-agents | Enables analysis of clinical trial protocols using MCP tools for document listing, entity extraction, adverse event clustering, and summarization. | 1 star | No one-command install · Source | |
| 28 | 22.557 | mcp-aempsmcp · ai-agents | Enables AI agents to query the official Spanish AEMPS/CIMA registry for real-time pharmaceutical data, including medications, supply problems, and… | 1 star | No one-command install · Source | |
| 28 | 22.557 | anteos-bookingmcp · ai-agents | Book medical appointments with French doctors by specialty and city via AI agents. | 1 star | No one-command install · Source | |
| 28 | 22.557 | happiness-agentmcp · ai-agents | Agent focused on wellness and happiness | 1 star | No one-command install · Source | |
| 35 | Unranked | cms-provider-data-catalog-mcpmcp · ai-agents | A remote MCP server that lets an LLM explore, query, aggregate, and benchmark the ~234 datasets in the CMS Provider Data Catalog — hospitals, dialysis… | No signals yet | No one-command install · Source | |
| 36 | Unranked | riskprobe-agentmcp · ai-agents | Local-first MCP server for credit risk analysis. It enables explainable rule discovery, statistical validation, PSI drift monitoring, and root-cause… | No signals yet | No one-command install · Source | |
| 37 | Unranked | m2ai-ratchet-clinical-chartingmcp · ai-agents | Clinical charting with Claude — document patient visits and send to EMR systems. | No signals yet | No one-command install · Source | |
| 38 | Unranked | webdietmcp · ai-agents | 56 tools for nutritionists to manage patients, meal plans, prescriptions, clinical records, and anthropometry via MCP clients like Claude and Cursor. | No signals yet | No one-command install · Source | |
| 39 | Unranked | civicdataforgemcp · ai-agents | Provides MCP-compatible agents structured access to official government records, including short-term rental permits, healthcare exclusions, childcare… | No signals yet | No one-command install · Source | |
| 40 | Unranked | stcc-mcpmcp · ai-agents | Deterministic rule-based medical triage with citations, using a 0.6B LLM only to check criteria (yes/no/unknown). | No signals yet | No one-command install · Source | |
| 41 | Unranked | ontology-mcpmcp · ai-agents | An MCP server that uses an OWL/SHACL/SKOS knowledge graph to interpret login-diagnosis prompts and return JSON-LD descriptors, guiding Copilot agents… | No signals yet | No one-command install · Source | |
| 42 | Unranked | easydocforms-mcpmcp · ai-agents | An MCP server for healthcare intake forms that lets AI agents import blank PDFs, create patient fill links, and retrieve completed PDFs while keeping… | No signals yet | No one-command install · Source | |
| 43 | Unranked | gyeongbuk-mcpmcp · ai-agents | Enables AI agents to query Gyeongbuk public data such as hospitals, bus stops, traditional markets, population demographics, and regional safety… | No signals yet | No one-command install · Source | |
| 44 | Unranked | secure-clinical-llm-access-via-mcpmcp · ai-agents | An MCP server that enables LLMs to securely query synthetic clinical data through validated, scoped tools (patient summaries, conditions, medications… | No signals yet | No one-command install · Source | |
| 45 | Unranked | rootcause-mcpmcp · ai-agents | Enables AI agents to perform structured root cause analysis from clinical incidents and construct learner-ready lesson plans for medical education. | No signals yet | No one-command install · Source | |
| 46 | Unranked | medbridgemcp · ai-agents | An MCP server that gives LLMs live access to clinical trials, FDA drug recalls, adverse-event reports, drug labels, and drug-name normalization via… | No signals yet | No one-command install · Source | |
| 47 | Unranked | mcp-medimgmcp · ai-agents | Enables standardized PACS-AI integration through the Model Context Protocol, providing medical imaging workflows with DICOMweb transport, hierarchical… | No signals yet | No one-command install · Source | |
| 48 | Unranked | mcp-stm32cubeide-servermcp · ai-agents | An MCP server that lets AI coding agents drive the full STM32 development loop—code generation, build, flash, debug, serial monitoring, and fault… | No signals yet | No one-command install · Source | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 54 | 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 | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 65 | 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 | |
| 66 | 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 | |
| 67 | 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 | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | Unranked | medadapt-content-servermcp · ai-agents | A specialized MCP server for Claude Desktop that enhances AI-assisted medical learning by fetching and processing educational resources from PubMed… | No signals yet | No one-command install · Source | |
| 72 | Unranked | agent-introspection-debuggingskill · ai-agents | Structured self-debugging workflow for AI agent failures using capture, diagnosis, contained recovery, and introspection reports. | No signals yet | No commit datelisted | armory install agent-introspection-debugging --cli claude |
| 73 | Unranked | agentes-mcp-servermcp · ai-agents | Unified MCP server for the AmorSaúde ecosystem, combining SQL query, semantic search, medical record similarity, audio transcription, and LLM-as-Judge… | No signals yet | No commit datelisted | No one-command install · Source |
| 74 | Unranked | biomniskill · ai-agents | Autonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical… | No signals yet | No commit datelisted | armory install biomni --cli claude |
| 75 | Unranked | claude-agent-sdk-03-the-site-reliability-agentworkflow · ai-agents | Build an incident response agent with read-write MCP tools for autonomous diagnosis, remediation, and post-mortem documentation. | No signals yet | No commit datelisted | armory install claude-agent-sdk-03-the-site-reliability-agent --cli claude |
| 76 | Unranked | gencovemcp · ai-agents | Genomics MCP enabling AI agents to interact with Gencove's genetic testing and health insights platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 77 | Unranked | healthcare-adminsubagent · ai-agents | Use when working on healthcare administration tasks including revenue cycle management, HIPAA/compliance auditing, medical coding (ICD-10, CPT, DRGs)… | No signals yet | No commit datelisted | armory install healthcare-admin --cli claude |
| 78 | Unranked | healthcare-reviewersubagent · ai-agents | Reviews healthcare application code for clinical safety, CDSS accuracy, PHI compliance, and medical data integrity. Specialized for EMR/EHR, clinical… | No signals yet | No commit datelisted | armory install healthcare-reviewer --cli claude |
| 79 | Unranked | helixgenomics-genomic-agent-discoverymcp · ai-agents | Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC… | No signals yet | No commit datelisted | No one-command install · Source |
| 80 | Unranked | hipaa-compliancesubagent · ai-agents | Use when the user is building a healthcare product and needs to understand HIPAA compliance. Triggers on: 'HIPAA', 'protected health information'… | No signals yet | No commit datelisted | armory install hipaa-compliance --cli claude |
| 81 | Unranked | real-world-mcpmcp · ai-agents | Enables AI agents to rank US healthcare organizations for clinical trial site feasibility, predicting patient accrual for a Graves' disease protocol… | No signals yet | No commit datelisted | No one-command install · Source |
| 82 | Unranked | research-coordinatorsubagent · ai-agents | Use this agent when you need to strategically plan and coordinate complex research tasks across multiple specialist researchers. This agent analyzes… | No signals yet | No commit datelisted | armory install research-coordinator --cli claude |
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.