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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

1,987 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1501Unrankedgeminiomnirights-mcpmcp · observabilityGemini Omni commercial rights receipt management with structured audit logs and reviewer-ready evidence.No signals yetNo one-command install · Source
1502Unrankedc2padisclosure-mcpmcp · observabilityC2PA disclosure policy compliance with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1503Unrankedmcpdeprecation-mcpmcp · observabilityMCP tool deprecation receipt management with structured audit logs and reviewer-ready evidence.No signals yetNo one-command install · Source
1504Unrankeda2a-replay-receiptmcp · observabilityA hosted remote MCP for A2A failure replay, providing tools to replay failures, classify agent errors, suggest retry plans, issue receipts, and export…No signals yetNo one-command install · Source
1505Unrankeda2areplayreceipt-mcpmcp · observabilityStructured A2A failure replay receipts with audit logs and reviewer-ready evidence for agent compliance workflows.No signals yetNo one-command install · Source
1506Unrankedandroidcliagentgate-mcpmcp · observabilityAndroid CLI agent build gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1507Unrankedantigravityrunledger-mcpmcp · observabilityAntigravity agent run receipt ledger with structured audit logs and reviewer-ready evidence.No signals yetNo one-command install · Source
1508Unrankeduniversalcartmerchantgate-mcpmcp · observabilityUniversal Cart merchant readiness gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1509Unrankedcopilotcliswitchgate-mcpmcp · observabilityCopilot CLI tool switch validation gate with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1510Unrankedc2paintake-mcpmcp · observabilityC2PA intake verification with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1511Unrankeda2adependencyinspector-mcpmcp · observabilityAudit-ready A2A dependency analysis with verdicts, receipts, and usage logs for agent and CI workflows.No signals yetNo one-command install · Source
1512Unrankedmcpscopeconsent-mcpmcp · observabilityMCP tool consent scope receipt management with structured audit logs and reviewer-ready evidence.No signals yetNo one-command install · Source
1513Unrankedaistudioandroidreleasegate-mcpmcp · observabilityAndroid release readiness gate for AI Studio with structured receipts, audit logs, and reviewer-ready evidence.No signals yetNo one-command install · Source
1514Unrankedai-governance-waiver-desk-mcpmcp · observabilityEnables AI governance teams to evaluate waiver requests, approve policy exceptions, check expiry, issue receipts, and export audit logs for AI use…No signals yetNo one-command install · Source
1515Unrankedgenai-span-mapper-mcpmcp · observabilityRemote MCP server that normalizes OpenTelemetry GenAI spans by mapping fields, provider attributes, and missing attributes, and exports dashboard…No signals yetNo one-command install · Source
1516Unrankedtracepii-shield-mcpmcp · observabilityRedacts PII from LLM traces and tool payloads before they leave review, enabling PII scanning, payload redaction, sensitive field classification…No signals yetNo one-command install · Source
1517Unrankedagent-monitor-relaymcp · observabilityAI agent run monitoring with incident replay, SLA receipts, and client status exports.No signals yetNo one-command install · Source
1518Unrankedschema-drift-gatemcp · observabilitySchema drift detection, tool-schema approval routing, compatibility receipts, and release audit logs for AI agents.No signals yetNo one-command install · Source
1519Unrankedchatlab-mcpmcp · observabilityEnables AI assistants to query local ChatLab chat history using natural language, with tools for session listing, message retrieval, and analytics.No signals yetNo one-command install · Source
1520Unrankedtechnical-impact-analystmcp · observabilityAnalyzes GitHub contributions and maps them to the Karpathy Skills framework, providing metrics, alignment scores, and executive summaries.No signals yetNo one-command install · Source
1521Unrankedkcofoni-duplicatimcp · observabilityManage Duplicati backup jobs — list, run, and monitor backups and configure job settings.No signals yetNo one-command install · Source
1522Unrankedha-dev-tools-mcpmcp · observabilityComprehensive development tools for Home Assistant, enabling file management, template testing, entity/state management, service calls, log access…No signals yetNo one-command install · Source
1523Unrankedtopolift-mcpmcp · observabilityExposes TopoLift's atom-grounded negotiation reasoning to MCP-capable agents, providing tools to fetch a negotiation vocabulary and perform structured…No signals yetNo one-command install · Source
1524Unrankedteckel-navigation-toolkitmcp · observabilityProvides aviation flight planning with VFR routing, METAR/TAF weather data, WGS84 geodetic calculations, and road trip logistics.No signals yetNo one-command install · Source
1525Unrankedio-github-tradesystemsnique-aidatataskrunner-mcpmcp · observabilityEnables to control AiDataTaskRunner panel for backtesting tasks via MCP, allowing task management, configuration, and monitoring through natural…No signals yetNo one-command install · Source
1526Unrankedporanos-mcp-ainpcmcp · observabilityEnables Claude Desktop/Code to read and edit Poranos AI NPC scenarios and conversation logs via natural language, including scenario versioning and…No signals yetNo one-command install · Source
1527Unrankedhealthcare-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
1528Unrankedwhawi-oraclemcp · observabilityGround truth operational data layer for urban transfers and logistics intelligence in Latin America.No signals yetNo one-command install · Source
1529Unrankedhivemosmcp · observabilityTether MOS site telemetry, mining intelligence, and energy arbitrage agent.No signals yetNo one-command install · Source
1530Unrankedshemshallah-qtclmcp · observabilityAgent-native post-quantum blockchain with 11 tools for send, balance, and quantum oracle metrics.No signals yetNo one-command install · Source
1531Unrankeddewtech-obsidian-securemcp · observabilitySecurity-hardened Obsidian integration with OWASP Top 10 controls and full audit logging.No signals yetNo one-command install · Source
1532Unrankedbbb-build-mascopemcp · observabilityQueries World MiniApp reviews and analytics with verified human ratings via World ID.No signals yetNo one-command install · Source
1533Unrankedmayanktalwar0-startup-finance-metricsmcp · observabilityAnalyze startup financial health and generate metrics reports from local financial data.No signals yetNo one-command install · Source
1534Unrankedhiveechomcp · observabilityImmutable event logging and audit trail for AI agent transactions.No signals yetNo one-command install · Source
1535Unrankedhivepulsemcp · observabilityReal-time health monitoring and heartbeat tracking for AI agent services.No signals yetNo one-command install · Source
1536Unrankedsrotzin-hive-tax-observermcp · observabilityClassifies on-chain cryptocurrency transactions into sale, swap, income, or transfer categories for tax observability.No signals yetNo one-command install · Source
1537Unrankeddoorvault-mcpmcp · observabilityEnables AI assistants to analyze rental property deals using DoorVault IDEAL Scoring v2.0, including Section 8 FMR lookup, tax deduction checklists…No signals yetNo one-command install · Source
1538Unrankedstarlink-blade-mcpmcp · observabilityLocal-first Starlink dish monitoring and control via the Model Context Protocol. Talks directly to your dish over the local gRPC interface with no…No signals yetNo one-command install · Source
1539Unrankedyoufiliatemcp · observabilityCreate and manage geo-targeted affiliate smart links and view YouTube analytics via Claude.No signals yetNo one-command install · Source
1540Unrankedgdp-mcp-toolsmcp · observabilityMCP server for Grubhub Data Platform operations, providing 40+ tools across 18 service categories for data platform management, observability…No signals yetNo one-command install · Source
1541Unrankedfoxtrove-voice-mcp-servermcp · observabilityPublic read-only MCP server for FoxTrove Voice, enabling LLMs to query call logs, customer records, assistant stats, and analytics via secure OAuth.No signals yetNo one-command install · Source
1542Unrankedmdfifty50-boop-agent-replaymcp · observabilityRecord and replay AI agent execution traces for debugging and analysis.No signals yetNo one-command install · Source
1543Unrankedmdfifty50-boop-trace-forgemcp · observabilityStructured execution trace and span logging for AI agent workflows.No signals yetNo one-command install · Source
1544Unrankedtrace-forge-mcpmcp · observabilityMCP server for writing structured traces, spans, and decisions, enabling observability and EU AI Act traceability compliance for AI agent tasks.No signals yetNo one-command install · Source
1545Unrankedsai4447-agentfusemcp · observabilityAffiliate program management for AI agents, enabling program browsing, tracked link generation, and conversion logging.No signals yetNo one-command install · Source
1546Unrankedspark-tradermcp · observabilityBridges Spark ASX trading platform with Claude Desktop via MCP, enabling natural language queries for live quotes, positions, P&L, and market…No signals yetNo one-command install · Source
1547Unrankeddockmcp · observabilityManage Dock workspaces, rows, and activity logs through a standardized MCP interface.No signals yetNo one-command install · Source
1548Unrankedmdl-train-mcpmcp · observabilityAn MCP server for monitoring and managing training jobs on Modal. Built for LLMs that need to check on long-running GPU training without drowning in…No signals yetNo one-command install · Source
1549Unrankedguardrlymcp · observabilityNon-invasive monitoring and audit layer that intercepts and logs AI agent tool calls.No signals yetNo one-command install · Source
1550Unrankedctc-monitor-mcpmcp · observabilityProvides AI agents with global tech news from 500+ sources across regions, with translated titles, scoring, and clustering tools for real-time…No signals yetNo one-command install · Source
1551Unrankeddanielctc-ctc-monitormcp · observabilityAggregates global technology news from 500+ sources across China, Southeast Asia, India, MENA, Africa, and Latin America with relevance scoring.No signals yetNo one-command install · Source
1552Unrankedprismismmcp · observabilityUpload files and get tracked, shareable links with analytics, email capture, and access control.No signals yetNo one-command install · Source
1553Unrankedagentshield-mcpmcp · observabilityReal-time smart contract security for autonomous AI agents, offering tools for contract verification, wallet monitoring, drain detection, threat…No signals yetNo one-command install · Source
1554Unrankeddobbemcp · observabilityAutomates DevOps workflows like vulnerability resolution, code review, test generation, and DORA metrics through Claude Code slash commands, using a…No signals yetNo one-command install · Source
1555Unrankedvdineshk-ai-compliance-monitormcp · observabilityRegulatory intelligence for AI agents covering EU AI Act, Singapore IMDA, and Colorado AI Act.No signals yetNo one-command install · Source
1556Unrankedicjia-plausible-mcpmcp · observabilityEnables querying a self-hosted Plausible Analytics instance to retrieve compressed analytics data such as overview stats, top pages, traffic sources…No signals yetNo one-command install · Source
1557Unrankedalligatorc0der-conkurrencemcp · observabilityStatistical consensus metrics measuring AI self-agreement across repeated responses.No signals yetNo one-command install · Source
1558Unrankeduserology-mcp-servermcp · observabilityEnables AI assistants to interact with the Userology UX research platform for creating and managing studies, interview guides, analytics, and more.No signals yetNo one-command install · Source
1559Unrankedcasper0301-meta-adsmcp · observabilityRead-only access to Meta/Facebook Ads data including spend, campaigns, ROAS, and daily metrics.No signals yetNo one-command install · Source
1560Unrankedbloghunch-mcp-servermcp · observabilityConnects AI assistants to Bloghunch publications for automating content creation, analytics, and distribution.No signals yetNo one-command install · Source
1561Unrankedaalexuser-waitmcp · observabilityProvides a wait tool for pausing execution until a time duration passes or a monitored process terminates.No signals yetNo one-command install · Source
1562Unrankedtmtabor-skypilotmcp · observabilityManages Bluesky social media accounts through the SkyPilot platform, supporting post scheduling, queue management, analytics, automation rules, and…No signals yetNo one-command install · Source
1563Unrankedmcp-system-monitormcp · observabilityEnables Claude to monitor CPU, memory, disk, processes, network connections, Docker containers, and system logs for system diagnostics and…No signals yetNo one-command install · Source
1564Unrankedvzilvinskus-system-monitormcp · observabilityReal-time system resource monitoring providing CPU, memory, disk, and process visibility.No signals yetNo one-command install · Source
1565Unrankedagent-analytics-mcp-servermcp · observabilityTracks and analyzes AI agent tool calls with event logging, dashboard, per-tool and per-agent analytics, and error monitoring.No signals yetNo one-command install · Source
1566Unrankedmt5-remote-reader-mcpmcp · observabilityEnables AI agents to monitor MetaTrader 5 accounts on remote Windows VPS via SSH, providing read-only access to positions, history, and logs without…No signals yetNo one-command install · Source
1567Unrankedlaw-assistant-bonsaimcp · observabilityMonitors Japanese law amendments and provides industry-specific legal Q&A for VoiceOS and Claude Desktop.No signals yetNo one-command install · Source
1568Unrankedatulbargotra-spring-jvm-diagnosticsmcp · observabilityDiagnoses performance problems in Java Spring Boot applications with JVM metrics and thread analysis.No signals yetNo one-command install · Source
1569Unrankedjosephtandle-google-analyticsmcp · observabilityQueries Google Analytics data including traffic, conversions, and audience metrics.No signals yetNo one-command install · Source
1570Unrankedjosephtandle-meta-adsmcp · observabilityProduction-grade Meta Ads Manager integration with 20+ tools for campaign, ad set, audience, and analytics management.No signals yetNo one-command install · Source
1571Unrankedshopify-store-mcpmcp · observabilityEnables AI agents to manage Shopify stores via natural language, with tools for products, orders, inventory, customers, and analytics.No signals yetNo one-command install · Source
1572Unrankedatlas-mcp-server-2mcp · observabilityEnables AI agents and users to manage workspace files, monitor system metrics, take persistent notes, and retrieve weather data via MCP tools and…No signals yetNo one-command install · Source
1573Unrankedcursor-bridge-mcpmcp · observabilityEnables any MCP-compatible AI tool to read and leverage Cursor's context files (rules, agents, and skills) with their activation logic, allowing teams…No signals yetNo one-command install · Source
1574Unrankeds10mcow-landbridgemcp · observabilityLand investment CRM integration for managing leads, properties, campaigns, and deal analytics.No signals yetNo one-command install · Source
1575Unrankedseayniclabs-soundingmcp · observabilityNetwork diagnostics tools — ping, traceroute, DNS, port scanning, and connectivity testing for AI assistants.No signals yetNo one-command install · Source
1576Unrankedsputnikx-marketmcp · observabilityEU trade analytics, product catalog, orders, and heating fuel calculator.No signals yetNo one-command install · Source
1577Unrankedspogborg-jardinmcp · observabilityPersonal garden management tool for tracking plants, logging observations, and scheduling care tasks with Apple Calendar and Reminders integration.No signals yetNo one-command install · Source
1578Unrankedidm-mcpmcp · observabilityEnables monitoring and control of IDM Navigator 2.0 heat pumps via Modbus TCP.No signals yetNo one-command install · Source
1579Unrankedplc-mcp-servermcp · observabilityMCP server for industrial PLC integration, enabling AI to read tags, monitor alarms, and interact with Allen-Bradley ControlLogix PLCs via natural…No signals yetNo one-command install · Source
1580Unrankeddatadog-mcpmcp · observabilityEnables AI assistants to query and manage Datadog observability data including metrics, logs, traces, and monitors through natural language. Supports…No signals yetNo one-command install · Source
1581Unrankeddanywaygit-altfinsmcp · observabilityProvides crypto market analytics including screener data, technical analysis, OHLC history, news, and calendar events.No signals yetNo one-command install · Source
1582Unrankedshippost-mcpmcp · observabilityEnables AI agents to read, post, search, and engage with Twitter/X content, including AI-powered reply drafting and analytics.No signals yetNo one-command install · Source
1583Unrankedjunct-bot-synthetixmcp · observabilityHosted integration with Synthetix derivatives protocol for synthetic asset analytics via Junct platform.No signals yetNo one-command install · Source
1584Unrankedjunct-bot-stargatemcp · observabilityHosted integration with Stargate cross-chain bridge protocol for analytics and bridge operations via Junct platform.No signals yetNo one-command install · Source
1585Unrankedjunct-bot-makermcp · observabilityHosted integration with Maker (MakerDAO) protocol for DAI stablecoin and vault analytics via Junct platform.No signals yetNo one-command install · Source
1586Unrankedjunct-bot-lidomcp · observabilityHosted integration with Lido liquid staking protocol for vault queries and staking analytics via Junct platform.No signals yetNo one-command install · Source
1587Unrankedjunct-bot-gmxmcp · observabilityHosted integration with GMX DeFi protocol for vault operations and analytics via Junct platform.No signals yetNo one-command install · Source
1588Unrankedjunct-bot-eulermcp · observabilityHosted integration with Euler DeFi protocol for on-chain analytics and contract interactions via Junct platform.No signals yetNo one-command install · Source
1589Unrankedjunct-bot-coinmarketcapmcp · observabilityAuto-generated MCP server for CoinMarketCap cryptocurrency data, metrics, and analytics.No signals yetNo one-command install · Source
1590Unrankedura-tools-agentracemcp · observabilityStructured observability for AI agents with session tracking, decision logging, and failure analysis.No signals yetNo one-command install · Source
1591Unrankedatvmcp · observabilityProvides AI-native access to Aarna's tokenized yield vaults on Ethereum and Base, with tools for vault discovery, performance metrics, transaction…No signals yetNo one-command install · Source
1592Unrankedsitevitalsmcp · observabilityMonitor website health, uptime, SEO, security, and performance through conversational queries.No signals yetNo one-command install · Source
1593Unrankedsuitable-loopmcp · observabilityLocal production engineering platform that indexes Python codebases and exposes semantic code analysis, git risk scoring, and log correlation through…No signals yetNo one-command install · Source
1594Unrankedhip4-mcpmcp · observabilityProvides read-only tools for discovering, analyzing, and monitoring Hyperliquid HIP-4 prediction markets (outcome trading) on testnet.No signals yetNo one-command install · Source
1595Unrankedjobpilot-mcpmcp · observabilityTransforms Claude into an AI job-hunting assistant that searches remote job boards, scores roles against your CV, generates tailored cover letters…No signals yetNo one-command install · Source
1596Unrankedidig-dnsmcp · observabilityProfessional DNS diagnostics with 14 tools for DNS lookup, DNSSEC validation, email security auditing, SSL checks, and global propagation monitoring.No signals yetNo one-command install · Source
1597Unrankedmephistophelesbits-rssdeckmcp · observabilityToken-efficient RSS aggregation service for AI agents with feed monitoring, deduplication, relevance scoring, and sentiment analysis.No signals yetNo one-command install · Source
1598Unrankedsystem-mcpmcp · observabilityExposes system telemetry tools to retrieve CPU, memory, disk, battery, network, process, and GPU metrics from a local machine.No signals yetNo one-command install · Source
1599Unrankedotelify-mcp-servermcp · observabilityGuides users through instrumenting applications with OpenTelemetry and streaming telemetry data (logs, metrics, traces) to Edge Delta.No signals yetNo one-command install · Source
1600Unrankednccn-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

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