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 | 98.580 | radarmcp · observability | Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology… | 3,208 stars · 194 forks | No one-command install · Source | |
| 2 | 97.201 | genomoncology-biomcpmcp · database | Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials… | 622 stars · 113 forks | No one-command install · Source | |
| 3 | 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 | |
| 4 | 94.011 | wso2-fhirmcp · back-end | Access FHIR-compliant healthcare APIs from AI tools and agent workflows. | 137 stars · 55 forks | No one-command install · Source | |
| 5 | 93.854 | andybrandt-simple-pubmedmcp · back-end | Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis. | 171 stars · 32 forks | No one-command install · Source | |
| 6 | 93.394 | jackkuo666-pubmedmcp · search | Provides a bridge to PubMed for searching, filtering, retrieving, and analyzing medical research articles with tools for keyword searches, metadata… | 129 stars · 46 forks | No one-command install · Source | |
| 7 | 93.224 | taiwan-health-mcp-servermcp · back-end | Integrates Taiwan health data and international medical standards, providing 28 MCP tools for diagnostics, drugs, lab tests, and clinical guidelines… | 163 stars · 24 forks | No one-command install · Source | |
| 8 | 93.075 | cicatriiz-healthcare-data-hubmcp · search | Provides healthcare professionals and researchers with access to medical information through specialized tools for FDA drug lookups, PubMed searches… | 127 stars · 36 forks | No one-command install · Source | |
| 9 | 92.673 | cyanheads-pubmedmcp · search | Enables AI systems to search, retrieve, and analyze biomedical literature from PubMed for evidence-based research, citation generation, and data… | 142 stars · 22 forks | No one-command install · Source | |
| 10 | 92.583 | linkingooo-renderdocmcp · back-end | GPU frame capture analysis using RenderDoc's Python API for graphics debugging, performance profiling, and rendering issue diagnosis. | 163 stars · 17 forks | No one-command install · Source | |
| 11 | 92.511 | jamesanz-medical-mcpmcp · back-end | An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug… | 111 stars · 32 forks | No one-command install · Source | |
| 12 | 92.139 | grll-pubmedmcp · search | Integrates PubMed data for searching and fetching biomedical literature, enabling dynamic querying and analysis of scientific information. | 122 stars · 21 forks | No one-command install · Source | |
| 13 | 91.938 | christianhinge-dicommcp · other | Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances… | 99 stars · 29 forks | No one-command install · Source | |
| 14 | 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 | |
| 15 | 91.269 | clinicaltrialsgov-mcp-servermcp · back-end | MCP server for the ClinicalTrials.gov v2 API. Search trials, retrieve study details and results, and match patients to eligible trials. | 91 stars · 24 forks | No one-command install · Source | |
| 16 | 90.907 | the-momentum-fhir-healthcaremcp · auth | Integrates with FHIR healthcare systems and medical document repositories to provide natural language access to electronic health records, clinical… | 98 stars · 17 forks | No one-command install · Source | |
| 17 | 89.909 | m3mcp · back-end | Enables querying MIMIC-IV medical data using natural language through MCP clients, with support for local DuckDB and cloud BigQuery backends. | 77 stars · 17 forks | No one-command install · Source | |
| 18 | 89.003 | htlin222-openevidencemcp · auth | Queries the OpenEvidence medical evidence platform using browser cookie authentication. | 71 stars · 14 forks | No one-command install · Source | |
| 19 | 88.830 | langcare-mcp-fhirmcp · other | FHIR-based access to EMR systems like Epic and Cerner. | 66 stars · 15 forks | No one-command install · Source | |
| 20 | 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 | |
| 21 | 85.517 | wavelovey-pubmed-searchmcp · search | Integrates with PubMed to enable natural language querying and analysis of biomedical literature for research and evidence-based decision making. | 46 stars · 10 forks | No one-command install · Source | |
| 22 | 85.259 | navisbio-aact-clinical-trialsmcp · database | Integrates with the AACT clinical trials database, enabling querying and analysis of large-scale trial data for research and healthcare applications. | 19 stars · 19 forks | No one-command install · Source | |
| 23 | 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 | |
| 25 | 83.718 | mql5-help-mcpmcp · search | Provides AI coding assistants with local access to 4500+ MQL5 documentation files and supplementary ebooks via MCP, enabling efficient search… | 24 stars · 15 forks | No one-command install · Source | |
| 26 | 83.625 | proximomcp · back-end | Enables management of Proxmox VE infrastructure via its REST API and execution of commands inside LXC containers via SSH, with built-in trust layers… | 42 stars · 7 forks | No one-command install · Source | |
| 27 | 83.506 | biothings-mcpmcp · back-endalso listed as longevity-genie-biothings-mcp | Provides a Model Context Protocol server for accessing and querying biomedical data from BioThings services, including gene, variant, chemical, and… | 34 stars · 10 forks | No one-command install · Source | |
| 29 | 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 | |
| 30 | 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 | |
| 31 | 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 | |
| 32 | 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 | |
| 33 | 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 | |
| 34 | 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 | |
| 35 | 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 | |
| 36 | 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 | |
| 37 | 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 | |
| 38 | 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 | |
| 39 | 78.177 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 40 | 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 |
| 41 | 77.932 | nickzren-opentargetsmcp · otheralso listed as opentargets-mcp | Access biomedical research data for targets, diseases, drugs, variants, and evidence | 19 stars · 8 forks | No one-command install · Source | |
| 43 | 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 | |
| 44 | 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 | |
| 45 | 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 | |
| 46 | 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 | |
| 47 | 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 | |
| 48 | 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 | |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 53 | 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 | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | 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 | |
| 62 | 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 | |
| 63 | 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 | |
| 64 | 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 | |
| 64 | 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 | |
| 66 | 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 | |
| 67 | 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 | |
| 68 | 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 | |
| 69 | 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 | |
| 70 | 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 | |
| 71 | 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 | |
| 72 | 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 | |
| 73 | 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 | |
| 74 | 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 | |
| 74 | 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 | |
| 76 | 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 | |
| 76 | 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 | |
| 78 | 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 | |
| 79 | 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 | |
| 80 | 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 | |
| 81 | 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 | |
| 82 | 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 | |
| 82 | 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 | |
| 82 | 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 | |
| 85 | 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 | |
| 86 | 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 | |
| 86 | 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 | |
| 88 | 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 | |
| 88 | 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 | |
| 88 | 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 | |
| 88 | 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 | |
| 92 | 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 | |
| 93 | 49.325 | omophubmcp · searchalso listed as omophub-mcp-server | Search, map, and navigate 5M+ OMOP medical vocabulary concepts including SNOMED CT, ICD-10, RxNorm, and LOINC. | 6 stars | No one-command install · Source | |
| 93 | 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 | |
| 96 | 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 | |
| 96 | 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 | |
| 98 | 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 |
| 99 | 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 | |
| 99 | 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 |
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.