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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

16 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
198.580radarmcp · observabilityRadar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology…3,208 stars · 194 forksNo one-command install · Source
271.363terilios-smartsheet-healthcare-analyticsmcp · observabilityIntegrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations.12 stars · 5 forksNo one-command install · Source
363.694augmented-nature-bioontologymcp · observabilityIntegrates with BioPortal's API to search, annotate, and explore over 1,200 biological ontologies including medical terminologies like NCIT, DOID, and…9 stars · 2 forksNo one-command install · Source
446.654salwks-mcp-techtrendmcp · observabilityMulti-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style…5 starsNo one-command install · Source
52.721vlayermcp · observabilityHIPAA compliance scanner for healthcare software. Automatically detect PHI exposure, encryption gaps, audit logging issues, and access control…368 installsNo commit datelisted No one-command install · Source
6Unrankedf4-crash-doctormcp · observabilityFallout 4 crash log diagnosis tool for MCP clients. Analyzes crash logs, load order, and game environment to explain crashes and suggest fixes.No signals yetNo one-command install · Source
7Unrankedsentinel-agent-systemmcp · observabilityMCP server that coordinates autonomous infrastructure health monitoring agents, enabling natural-language telemetry queries and automated diagnosis…No signals yetNo one-command install · Source
8Unrankedcare-mate-ai-mcpmcp · observabilityEnables AI-driven post-discharge patient monitoring and care coordination through tools for symptom triage, recovery tracking, exercise…No signals yetNo one-command install · Source
9Unrankeddiagnosis-servicemcp · observabilityEnables business services to push error logs and generate diagnostic reports using MCP tools for log searching, code querying, and report generation.No signals yetNo one-command install · Source
10Unrankedhospital-clinical-intelligence-mcp-platformmcp · observabilityIntegrates healthcare data from multiple sources (HL7 v2, FHIR, DICOM, device telemetry) and provides clinicians with secure, role-based access to…No signals yetNo one-command install · Source
11Unrankedhealthcare-compliance-mcpmcp · observabilityEnables AI agents to access FDA and ClinicalTrials.gov data for medical device compliance, adverse event monitoring, and regulatory due diligence.No signals yetNo one-command install · Source
12Unrankednccn-monitormcp · observabilityMonitors all 92 NCCN clinical practice guidelines for version updates, downloads updated PDFs, extracts change notes, and generates AI-powered…No signals yetNo one-command install · Source
13Unrankedgh-aguantar-kafka-dataopsmcp · observabilityDataOps-focused Kafka monitoring with consumer lag diagnosis based on real operational experience.No signals yetNo one-command install · Source
14Unrankedkafka-dataops-mcpmcp · observabilityA DataOps-focused Kafka MCP server with consumer lag diagnosis and broker health monitoring, featuring incident-based diagnosis logic derived from…No signals yetNo one-command install · Source
15Unrankedotel-analyzer-mcpmcp · observabilityMCP server for analyzing OpenTelemetry traces with performance and error diagnosis, supporting loading from files, AWS X-Ray, and CloudWatch.No signals yetNo one-command install · Source
16Unrankedolyport-cms-medicaremcp · observabilityMedicare provider data, hospital comparisons, and healthcare quality metrics from CMS.No signals yetNo commit datelisted 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.

Leaderboard · Armory