Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 38.412 | plant-genomics-mcpmcp · back-end | ▎ Provides 32 tools for plant-genomics locus lookup across 11 free public backends (Ensembl Plants, Phytozome, UniProtKB, Europe PMC, QuickGO, NCBI… | 3 stars | No one-command install · Source | |
| 102 | 38.412 | gh-musharna-plant-genomicsmcp · database | Access 32 plant genomics tools across 11 biological databases via MCP. | 3 stars | No one-command install · Source | |
| 103 | 38.412 | practice-fusion-mcpmcp · search | Enables read-only FHIR access to Practice Fusion EHR to search patients, appointments, conditions, medications, and lab results. | 3 stars | No one-command install · Source | |
| 104 | 38.412 | edithatogo-mchsmcp · other | Australian healthcare funding calculator for NWAU microcosting and hospital service reimbursement. | 3 stars | No one-command install · Source | |
| 105 | 39.183 | sickslip-verifymcp · other | Verify the authenticity of a SickSlip doctor's note from your AI assistant. SickSlip is a U.S. asynchronous telehealth service operated by SickSlip… | 2,264 installs | No commit datelisted | No one-command install · Source |
| 106 | 41.082 | zaeyasa-gwas-bioinformaticsmcp · database | Access bioinformatics data from GWAS Catalog, UniProt, ClinVar, Ensembl, AlphaFold, and other major biological databases for genomics research. | 1 star · 2 forks | No one-command install · Source | |
| 107 | 41.082 | civic-mcp-servermcp · back-end | Enables querying the CIViC database for clinical interpretations of cancer variants through tools like get_variant_evidence and… | 1 star · 2 forks | No one-command install · Source | |
| 108 | 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 | |
| 109 | 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 | |
| 110 | 43.275 | nobra-calculator-mcp-servermcp · back-end | Provides over 300 medical calculator tools for AI assistants, supporting evidence-based medicine through modular API endpoints. | 4 stars | No one-command install · Source | |
| 111 | 43.275 | awesome-medical-mcp-servermcp · back-end | A collection of MCP servers providing medical calculation tools (eGFR, pregnancy due dates, pediatric asthma score, strep McIsaac) for AI assistants… | 4 stars | No one-command install · Source | |
| 112 | 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 | |
| 113 | 43.275 | yesc97-biopharma-catalystmcp · other | Forensic biopharma research tool that audits biotech companies by cross-referencing ClinicalTrials, SEC EDGAR, and FDA data. | 4 stars | No one-command install · Source | |
| 114 | 43.275 | medical-calculator-mcp-servermcp · back-end | Provides validated clinical scoring tools for AI agents via MCP, with evidence-based calculators and smart tool discovery. | 4 stars | No one-command install · Source | |
| 115 | 43.275 | finalscave-ndktracemcp · other | Analyzes Android NDK crashes by resolving native symbols with ELF BuildId verification for AI-assisted crash diagnosis. | 4 stars | No one-command install · Source | |
| 116 | 43.275 | nyxtools-dicom-hl7mcp · other | Healthcare interoperability toolkit bridging DICOM, HL7v2, and FHIR with vendor-specific tag decoding and Mirth channel generation. | 4 stars | No one-command install · Source | |
| 117 | 43.498 | yawlabs-electron-mcpmcp · other | Provides 18 tools for Electron development, including secure IPC scaffolding, security audits, migration assistance, and build error diagnosis… | 2 stars · 2 forks | No one-command install · Source | |
| 118 | 44.256 | kushagra-dutta-fhir-healthcare-datamcp · back-end | Provides unified access to multiple FHIR healthcare data servers with intelligent server switching, clinical keyword extraction, and patient… | 3 stars · 1 fork | No one-command install · Source | |
| 119 | 44.256 | clinicaltrials-mcpmcp · search | Enables conversational access to 400,000+ clinical trials on ClinicalTrials.gov, allowing users to search, compare, and retrieve trial details using… | 3 stars · 1 fork | No one-command install · Source | |
| 120 | 44.256 | agents100x-clinicaltrials-govmcp · search | Conversational access to ClinicalTrials.gov with 5 tools for searching, comparing, and retrieving clinical trial data. | 3 stars · 1 fork | No one-command install · Source | |
| 121 | 44.256 | chriskildunne-nexhealthmcp · back-end | MCP server exposing the NexHealth healthcare API for patient management and appointment booking. | 3 stars · 1 fork | No one-command install · Source | |
| 122 | 44.256 | pkotecha-eng-ariamcp · back-end | Search 35M+ PubMed papers and 400K+ clinical trials — no API key required. | 3 stars · 1 fork | No one-command install · Source | |
| 123 | 46.654 | salwks-mcp-techtrendmcp · observability | Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style… | 5 stars | No one-command install · Source | |
| 124 | 46.654 | royforlinux-openocd-mcumcp · back-end | MCP server for embedded MCU debugging via OpenOCD with CMSIS-SVD register decoding and HardFault diagnosis. | 5 stars | No one-command install · Source | |
| 125 | 46.654 | peter-fusek-oncofilesmcp · comms | Medical document management for cancer patients integrating Google Drive, Gmail, and Calendar. | 5 stars | No one-command install · Source | |
| 126 | 47.273 | fluxinc-dicom-connectivitymcp · other | Integrates with DICOM systems to provide connectivity testing and diagnostics for medical imaging workflows, enabling node listing, C-ECHO operations… | 3 stars · 2 forks | No one-command install · Source | |
| 127 | 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 | |
| 128 | 47.273 | augmented-nature-gtex-portalmcp · back-end | Integrates with GTEx Portal API to provide gene expression analysis, genetic variant associations, and tissue-specific genomics data retrieval across… | 3 stars · 2 forks | No one-command install · Source | |
| 129 | 47.273 | mcp-icd10mcp · back-end | Offline MCP server for ICD medical code lookup, search, and crosswalk translation with 124K codes and 102K mappings, all local with zero network… | 3 stars · 2 forks | No one-command install · Source | |
| 130 | 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 | |
| 131 | 47.619 | apteka-cismcp · search | CIS pharmacy aggregator — search medicines, compare prices, and find pharmacies across Kazakhstan, Belarus, Kyrgyzstan, Russia, Ukraine, Georgia… | 1,577 installs | No commit datelisted | No one-command install · Source |
| 132 | 48.479 | govuk-mcp-servermcp · back-end | Provides access to 27 UK government data sources and services, enabling queries about transport, business, healthcare, and more via natural language. | 1 star · 3 forks | No one-command install · Source | |
| 133 | 48.479 | mcp-beakermcp · back-end | MCP server for Beaker lab automation, enabling system provisioning, job management, distro discovery, and failure diagnosis through 25 tools. | 1 star · 3 forks | No one-command install · Source | |
| 134 | 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 | |
| 135 | 49.325 | omophub-mcp-servermcp · back-end | Provides AI agents with instant access to 10M+ OMOP medical vocabulary concepts for searching, mapping, and navigating clinical codes across SNOMED… | 6 stars | No one-command install · Source | |
| 136 | 49.325 | omophubmcp · search | Search, map, and navigate 5M+ OMOP medical vocabulary concepts including SNOMED CT, ICD-10, RxNorm, and LOINC. | 6 stars | No one-command install · Source | |
| 137 | 50.895 | marketscope-ai-mcp-servermcp · back-end | Enables AI-powered analysis of healthcare market segments, product comparisons, and sales data insights using natural language processing and… | 2 stars · 3 forks | No one-command install · Source | |
| 138 | 52.135 | matthewdcage-pbs-apimcp · back-end | Provides access to the Australian Pharmaceutical Benefits Scheme (PBS) API for querying medicine listings, pricing, and availability data through… | 4 stars · 2 forks | No one-command install · Source | |
| 139 | 52.135 | eliotk-npi-registrymcp · auth | Integrates with the National Provider Identifier (NPI) registry to search for healthcare providers and organizations by name, location, specialty, or… | 4 stars · 2 forks | No one-command install · Source | |
| 140 | 52.135 | openevidence-toolsmcp · other | Enables clinical question answering via OpenEvidence with citation verification, including tools to ask questions, retrieve results, and follow up… | 4 stars · 2 forks | No one-command install · Source | |
| 141 | 52.135 | alphafold-sovereign-mcpmcp · database | Integrates AlphaFold DB and eight other biomedical data sources into MCP tools for variant clinical reporting, disease-target analysis, structural… | 4 stars · 2 forks | No one-command install · Source | |
| 142 | 52.498 | pubtator-mcp-servermcp · back-end | Provides an async Python server for interacting with the PubTator3 API, exposing multiple biomedical text-mining tools compatible with the MCP agent… | 5 stars · 1 fork | No one-command install · Source | |
| 143 | 52.498 | thalesmms-dicom-viewermcp · other | Converts DICOM medical imaging files into PNG format and serves them through an interactive web-based viewer with navigation controls, zoom/pan… | 5 stars · 1 fork | No one-command install · Source | |
| 144 | 53.985 | fhir-mcp-servermcp · back-end | A comprehensive MCP server that bridges AI applications with FHIR healthcare data systems, enabling patient data access, clinical data retrieval, and… | 4 stars · 3 forks | No one-command install · Source | |
| 145 | 55.168 | pancrepal-xiaoyibao-clinicaltrials-govmcp · back-end | Integrates with ClinicalTrials.gov API v2 to search and retrieve detailed clinical trial information by keywords, disease conditions, and geographic… | 6 stars · 1 fork | No one-command install · Source | |
| 146 | 55.168 | sscotti-dicom-pacsmcp · back-end | Integrates with Orthanc PACS servers and FHIR systems to provide DICOM query/retrieve operations, PDF text extraction from medical documents, and… | 6 stars · 1 fork | No one-command install · Source | |
| 147 | 55.168 | sally-skillsmcp · back-end | Plug Sally AI into your agent. The clinical-grade health intelligence behind A1C Insights, Sally AI, now exposed as an MCP endpoint and REST API to… | 6 stars · 1 fork | No one-command install · Source | |
| 148 | 55.515 | kubeview-mcpmcp · back-end | Read-only MCP server for safe Kubernetes inspection, diagnosis, and debugging. Supports Kubernetes core, Helm, Argo Workflows, and Argo CD. | 5 stars · 2 forks | No one-command install · Source | |
| 149 | 57.245 | qmed-askcpgmcp · other | Enables clinicians and developers to query Malaysian Clinical Practice Guidelines using natural language, returning structured responses based on… | 7 stars · 1 fork | No one-command install · Source | |
| 150 | 57.364 | manolaz-emergency-medicare-plannermcp · search | Integrates with Google Maps to locate and evaluate medical facilities in emergencies, providing tools for facility search, route calculation, and… | 5 stars · 3 forks | No one-command install · Source | |
| 151 | 58.290 | ratamaha-git-n8nmcp · back-end | Community MCP server for n8n that provides workflow generation, linting, execution diagnosis, and live n8n instance management. | 12 stars | No one-command install · Source | |
| 152 | 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 | |
| 153 | 59.029 | hugooc-openkpmcp · back-end | Patient-directed MCP server for accessing Kaiser Permanente medical records, covering appointments, labs, messages, medications, and visit notes… | 8 stars · 1 fork | No one-command install · Source | |
| 154 | 60.262 | shiranuimcp · back-end | MCP server for retrieving clinical standard content from the CDISC Library, supporting controlled terminology, ADaM, SDTM, CDASH, SEND metadata, and… | 7 stars · 2 forks | No one-command install · Source | |
| 155 | 60.262 | ajhcs-healthcare-datamcp · back-end | 13 MCP servers with 69 tools for US public healthcare analytics covering CMS, Census, BLS, and HRSA data. | 7 stars · 2 forks | No one-command install · Source | |
| 156 | 61.362 | hlydecker-ucsc-genome-mcpmcp · back-end | MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more. | 6 stars · 4 forks | No one-command install · Source | |
| 157 | 62.046 | snowstorm-mcp-servermcp · back-end | Enables AI assistants to look up, search, validate, navigate hierarchies, and expand value sets for SNOMED CT clinical terminology through the Model… | 8 stars · 2 forks | No one-command install · Source | |
| 158 | 63.694 | augmented-nature-bioontologymcp · observability | Integrates with BioPortal's API to search, annotate, and explore over 1,200 biological ontologies including medical terminologies like NCIT, DOID, and… | 9 stars · 2 forks | No one-command install · Source | |
| 159 | 64.619 | gradusnikov-pubmed-searchmcp · back-end | Integrates with PubMed database via NCBI E-utilities API to search and retrieve academic papers, including titles, authors, journals, abstracts, and… | 6 stars · 5 forks | No one-command install · Source | |
| 160 | 65.043 | physionet-mcpmcp · database | Enables querying and exploring PhysioNet biomedical datasets via BigQuery, with tools to list accessible datasets, view schemas, inspect tables, and… | 10 stars · 2 forks | No one-command install · Source | |
| 161 | 65.698 | openfda-fastmcp-servermcp · back-end | Enables AI agents to query and analyze FDA adverse events, drug labels, medical device clearances, and other public health datasets through natural… | 14 stars · 1 fork | No one-command install · Source | |
| 162 | 66.258 | unofficial-clinical-trials-mcp-servermcp · back-end | Provides access to the ClinicalTrials.gov API, enabling search, analysis, and retrieval of clinical trial data through MCP tools. | 8 stars · 5 forks | No one-command install · Source | |
| 163 | 66.877 | leescot-pubmed-smitherymcp · search | Provides powerful tools for searching and analyzing academic medical literature through PubMed, offering specialized functions for keyword searches… | 5 stars · 6 forks | No one-command install · Source | |
| 164 | 66.893 | longevity-genie-synergy-age-mcpmcp · back-end | MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity. | 10 stars · 3 forks | No one-command install · Source | |
| 165 | 66.893 | drugbank-mcp-servermcp · back-end | Model Context Protocol server providing access to the comprehensive DB pharmaceutical database with 17,430+ drugs, supporting search, drug details… | 10 stars · 3 forks | No one-command install · Source | |
| 166 | 67.151 | biomcpmcp · back-end | A high-performance MCP server that gives LLMs access to 25 biomedical tools federated across 50+ upstream APIs for genes, variants, drugs, diseases… | 12 stars · 2 forks | No one-command install · Source | |
| 167 | 68.021 | winninghealth-medical-calculatormcp · other | Provides access to over 50 clinical calculation tools including cardiovascular risk assessment, kidney function evaluation, critical care scoring, and… | 11 stars · 3 forks | No one-command install · Source | |
| 168 | 68.220 | shukwong-gnomadmcp · database | Integrates with gnomAD (Genome Aggregation Database) through ten specialized tools for querying genomic variant data, population frequencies, gene… | 10 stars · 4 forks | No one-command install · Source | |
| 169 | 69.000 | gh-sidneybissoli-medical-terminologiesmcp · other | Unified access to global medical terminologies: ICD-11, SNOMED CT, LOINC, RxNorm, MeSH, ATC, CID-10. | 12 stars · 3 forks | No one-command install · Source | |
| 170 | 69.349 | togomcpmcp · back-end | An MCP server that gives AI assistants access to biological and biomedical RDF databases via SPARQL at the RDF Portal, as well as selected REST APIs… | 11 stars · 4 forks | No one-command install · Source | |
| 171 | 69.392 | medplum-mcp-servermcp · back-end | Enables interaction with Medplum's FHIR data through the Model Context Protocol, allowing LLMs to access and manage healthcare data. | 5 stars · 7 forks | No one-command install · Source | |
| 172 | 69.545 | pubcrawlmcp · search | PubCrawl provides LLMs with access to PubMed, FDA/UK drug labeling, and ClinicalTrials.gov. It enables searching literature, retrieving abstracts and… | 15 stars · 2 forks | No one-command install · Source | |
| 173 | 69.750 | vitorpavinato-ncbi-mcp-servermcp · back-end | Comprehensive NCBI/PubMed literature search server with advanced analytics, caching, MeSH integration, related articles discovery, and batch… | 13 stars · 3 forks | No one-command install · Source | |
| 174 | 69.832 | flexpa-mcp-fhirmcp · back-end | Enables interaction with FHIR servers to access, search, and manage FHIR resources, including appointment scheduling and cancellation. | 1 star · 11 forks | No one-command install · Source | |
| 175 | 71.333 | omar-a-hassan-medscimcp · other | Biomedical research platform with drug discovery, protein analysis, omics pipelines, medical imaging, and literature synthesis powered by MedGemma and… | 18 stars · 2 forks | No one-command install · Source | |
| 176 | 71.333 | genomemcpmcp · database | Enables AI agents to query clinical genomics databases, retrieve supporting literature, analyze population genetics, and visualize biological… | 18 stars · 2 forks | No one-command install · Source | |
| 177 | 71.363 | terilios-smartsheet-healthcare-analyticsmcp · observability | Integrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations. | 12 stars · 5 forks | No one-command install · Source | |
| 178 | 71.394 | aringadre76-pubmed-researchmcp · database | Integrates with PubMed's biomedical literature database to search academic papers, retrieve detailed metadata and abstracts, generate formatted… | 15 stars · 3 forks | No one-command install · Source | |
| 179 | 71.437 | jackkuo666-medrxiv-researchmcp · search | Provides a specialized interface for searching and retrieving medical research articles from medRxiv using keyword-based searches, advanced filtering… | 9 stars · 7 forks | No one-command install · Source | |
| 180 | 74.043 | augmented-nature-opentargetsmcp · search | Integrates with Open Targets platform to search therapeutic targets and diseases, retrieve detailed gene and disease information, and analyze… | 11 stars · 8 forks | No one-command install · Source | |
| 181 | 74.475 | gscfwid-nccn-guidelinesmcp · search | Provides access to NCCN clinical practice guidelines through automated web scraping, PDF downloading, and content extraction with intelligent caching… | 13 stars · 8 forks | No one-command install · Source | |
| 182 | 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 | |
| 183 | 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 | |
| 184 | 77.401 | rkirkendall-medplummcp · search | Integrates with Medplum's FHIR healthcare platform to enable creating, reading, updating, and searching healthcare resources including patients… | 18 stars · 8 forks | No one-command install · Source | |
| 185 | 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 | |
| 186 | 77.842 | erikhoward-azure-fhirmcp · search | Provides secure access to Azure Health Data Services FHIR servers, enabling authenticated retrieval and search of healthcare resources across 70+… | 18 stars · 9 forks | No one-command install · Source | |
| 187 | 77.932 | opentargets-mcpmcp · back-end | MCP server that exposes the Open Targets Platform GraphQL API as a set of tools for querying biomedical data such as targets, diseases, drugs, and… | 19 stars · 8 forks | No one-command install · Source | |
| 188 | 77.932 | nickzren-opentargetsmcp · other | Access biomedical research data for targets, diseases, drugs, variants, and evidence | 19 stars · 8 forks | No one-command install · Source | |
| 189 | 78.095 | pubmedmcp · search | Search biomedical literature across 36 million citations. Find papers, abstracts, and related articles from MEDLINE and life science journals. | 42,536 installs | No commit datelisted | No one-command install · Source |
| 190 | 78.177 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 191 | 78.510 | pascalwhoop-medical-apismcp · back-end | Unified access to biomedical APIs for drug discovery, pathway analysis, and genetic research | 23 stars · 6 forks | No one-command install · Source | |
| 192 | 78.612 | israel-drugs-mcp-servermcp · back-end | Provides AI agents with comprehensive access to Israel's complete pharmaceutical database from the Ministry of Health, enabling drug information… | 18 stars · 10 forks | No one-command install · Source | |
| 193 | 79.412 | bharatlas-mcpmcp · search | Description: Query India's open geo data in natural language. 8 tools: list layers, inspect schemas, filter/group any column, point-in-polygon locate… | 39 stars · 3 forks | No one-command install · Source | |
| 194 | 79.536 | seandavi-ontology-lookup-servicemcp · back-end | Integrates with the Ontology Lookup Service API to search biomedical ontology terms, retrieve detailed ontology information, explore term hierarchies… | 26 stars · 6 forks | No one-command install · Source | |
| 195 | 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 | |
| 196 | 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 | |
| 197 | 80.719 | biocontext-ai-knowledgebasemcp · database | Provides unified access to over 20 biomedical databases and research tools including protein databases (UniProt, AlphaFold), genomics resources… | 28 stars · 7 forks | No one-command install · Source | |
| 198 | 81.591 | zhaoyouj-slicermcp · other | Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced… | 38 stars · 5 forks | No one-command install · Source | |
| 199 | 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 | |
| 200 | 82.456 | longevity-genie-gget-mcpmcp · back-end | MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library. | 31 stars · 9 forks | 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.