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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

1,804 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1501Unrankeddewtech-obsidian-securemcp · observabilitySecurity-hardened Obsidian integration with OWASP Top 10 controls and full audit logging.No signals yetNo one-command install · Source
1502Unrankedbbb-build-mascopemcp · observabilityQueries World MiniApp reviews and analytics with verified human ratings via World ID.No signals yetNo one-command install · Source
1503Unrankedmayanktalwar0-startup-finance-metricsmcp · observabilityAnalyze startup financial health and generate metrics reports from local financial data.No signals yetNo one-command install · Source
1504Unrankedhiveechomcp · observabilityImmutable event logging and audit trail for AI agent transactions.No signals yetNo one-command install · Source
1505Unrankedhivepulsemcp · observabilityReal-time health monitoring and heartbeat tracking for AI agent services.No signals yetNo one-command install · Source
1506Unrankedsrotzin-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
1507Unrankeddoorvault-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
1508Unrankedstarlink-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
1509Unrankedyoufiliatemcp · observabilityCreate and manage geo-targeted affiliate smart links and view YouTube analytics via Claude.No signals yetNo one-command install · Source
1510Unrankedgdp-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
1511Unrankedfoxtrove-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
1512Unrankedmdfifty50-boop-agent-replaymcp · observabilityRecord and replay AI agent execution traces for debugging and analysis.No signals yetNo one-command install · Source
1513Unrankedmdfifty50-boop-trace-forgemcp · observabilityStructured execution trace and span logging for AI agent workflows.No signals yetNo one-command install · Source
1514Unrankedtrace-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
1515Unrankedsai4447-agentfusemcp · observabilityAffiliate program management for AI agents, enabling program browsing, tracked link generation, and conversion logging.No signals yetNo one-command install · Source
1516Unrankedspark-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
1517Unrankeddockmcp · observabilityManage Dock workspaces, rows, and activity logs through a standardized MCP interface.No signals yetNo one-command install · Source
1518Unrankedmdl-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
1519Unrankedguardrlymcp · observabilityNon-invasive monitoring and audit layer that intercepts and logs AI agent tool calls.No signals yetNo one-command install · Source
1520Unrankedctc-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
1521Unrankeddanielctc-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
1522Unrankedprismismmcp · observabilityUpload files and get tracked, shareable links with analytics, email capture, and access control.No signals yetNo one-command install · Source
1523Unrankedagentshield-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
1524Unrankeddobbemcp · 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
1525Unrankedvdineshk-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
1526Unrankedicjia-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
1527Unrankedalligatorc0der-conkurrencemcp · observabilityStatistical consensus metrics measuring AI self-agreement across repeated responses.No signals yetNo one-command install · Source
1528Unrankeduserology-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
1529Unrankedcasper0301-meta-adsmcp · observabilityRead-only access to Meta/Facebook Ads data including spend, campaigns, ROAS, and daily metrics.No signals yetNo one-command install · Source
1530Unrankedbloghunch-mcp-servermcp · observabilityConnects AI assistants to Bloghunch publications for automating content creation, analytics, and distribution.No signals yetNo one-command install · Source
1531Unrankedaalexuser-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
1532Unrankedtmtabor-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
1533Unrankedmcp-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
1534Unrankedvzilvinskus-system-monitormcp · observabilityReal-time system resource monitoring providing CPU, memory, disk, and process visibility.No signals yetNo one-command install · Source
1535Unrankedagent-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
1536Unrankedmt5-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
1537Unrankedlaw-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
1538Unrankedatulbargotra-spring-jvm-diagnosticsmcp · observabilityDiagnoses performance problems in Java Spring Boot applications with JVM metrics and thread analysis.No signals yetNo one-command install · Source
1539Unrankedjosephtandle-google-analyticsmcp · observabilityQueries Google Analytics data including traffic, conversions, and audience metrics.No signals yetNo one-command install · Source
1540Unrankedjosephtandle-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
1541Unrankedshopify-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
1542Unrankedatlas-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
1543Unrankedcursor-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
1544Unrankeds10mcow-landbridgemcp · observabilityLand investment CRM integration for managing leads, properties, campaigns, and deal analytics.No signals yetNo one-command install · Source
1545Unrankedseayniclabs-soundingmcp · observabilityNetwork diagnostics tools — ping, traceroute, DNS, port scanning, and connectivity testing for AI assistants.No signals yetNo one-command install · Source
1546Unrankedsputnikx-marketmcp · observabilityEU trade analytics, product catalog, orders, and heating fuel calculator.No signals yetNo one-command install · Source
1547Unrankedspogborg-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
1548Unrankedidm-mcpmcp · observabilityEnables monitoring and control of IDM Navigator 2.0 heat pumps via Modbus TCP.No signals yetNo one-command install · Source
1549Unrankedplc-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
1550Unrankeddatadog-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
1551Unrankeddanywaygit-altfinsmcp · observabilityProvides crypto market analytics including screener data, technical analysis, OHLC history, news, and calendar events.No signals yetNo one-command install · Source
1552Unrankedshippost-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
1553Unrankedjunct-bot-synthetixmcp · observabilityHosted integration with Synthetix derivatives protocol for synthetic asset analytics via Junct platform.No signals yetNo one-command install · Source
1554Unrankedjunct-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
1555Unrankedjunct-bot-makermcp · observabilityHosted integration with Maker (MakerDAO) protocol for DAI stablecoin and vault analytics via Junct platform.No signals yetNo one-command install · Source
1556Unrankedjunct-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
1557Unrankedjunct-bot-gmxmcp · observabilityHosted integration with GMX DeFi protocol for vault operations and analytics via Junct platform.No signals yetNo one-command install · Source
1558Unrankedjunct-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
1559Unrankedjunct-bot-coinmarketcapmcp · observabilityAuto-generated MCP server for CoinMarketCap cryptocurrency data, metrics, and analytics.No signals yetNo one-command install · Source
1560Unrankedura-tools-agentracemcp · observabilityStructured observability for AI agents with session tracking, decision logging, and failure analysis.No signals yetNo one-command install · Source
1561Unrankedatvmcp · 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
1562Unrankedsitevitalsmcp · observabilityMonitor website health, uptime, SEO, security, and performance through conversational queries.No signals yetNo one-command install · Source
1563Unrankedsuitable-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
1564Unrankedhip4-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
1565Unrankedjobpilot-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
1566Unrankedidig-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
1567Unrankedmephistophelesbits-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
1568Unrankedsystem-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
1569Unrankedotelify-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
1570Unrankednccn-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
1571Unrankedvexlymcp · observabilityCross-service business analytics across Shopify, Meta Ads, Google Ads, and more.No signals yetNo one-command install · Source
1572Unrankedgh-aguantar-kafka-dataopsmcp · observabilityDataOps-focused Kafka monitoring with consumer lag diagnosis based on real operational experience.No signals yetNo one-command install · Source
1573Unrankedkafka-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
1574Unrankedkarrito-mcpmcp · observabilityMCP server for Karrito - the digital catalog builder for WhatsApp sellers in LATAM, enabling AI assistants to manage store operations like products…No signals yetNo one-command install · Source
1575Unrankedmcp-lazy-proxymcp · observabilityReduces MCP tool schema token overhead by lazy-loading and caching schemas, with response compression and verifiable savings metrics.No signals yetNo one-command install · Source
1576Unrankedobservability-mcpmcp · observabilityMCP server that enables AI assistants to query Grafana/Loki logs and Thanos/Prometheus metrics directly from MCP-compatible clients like Cursor or…No signals yetNo one-command install · Source
1577Unrankedobserve-instrument-mcpmcp · observabilityAn MCP server that automatically instruments Python AI agents with the ioa-observe-sdk, adding OpenTelemetry-based tracing, metrics, and logs with…No signals yetNo one-command install · Source
1578Unrankedgstreamer-logs-mcpmcp · observabilityEnables agents to efficiently explore and query GStreamer debug logs by loading files, applying filters (path, category, time range, level, object…No signals yetNo one-command install · Source
1579Unrankedyarikyar-hulymcp · observabilityHuly project management integration with issue tracking, time logging, and custom fields.No signals yetNo one-command install · Source
1580Unrankedf1-mcpmcp · observabilityAn MCP server that provides 118+ Formula 1 analytics tools, enabling race analysis, driver comparisons, telemetry exploration, and strategy simulation…No signals yetNo one-command install · Source
1581Unrankedpoco-mcp-servicemcp · observabilityIndependent MCP service module for Poco, providing analytics and management tools such as daily usage analysis and service introspection.No signals yetNo one-command install · Source
1582Unrankedlog-reducermcp · observabilityReduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique…No signals yetNo one-command install · Source
1583Unrankedsentinel-mcpmcp · observabilityTurns Claude into an autonomous SOC analyst by ingesting security logs, detecting anomalies with ML, correlating events, mapping to MITRE ATT&CK, and…No signals yetNo one-command install · Source
1584Unrankedblocklensmcp · observabilityBitcoin on-chain analytics with 127 metrics covering valuation, profitability, coin days, ETF flows, and cycle performance.No signals yetNo one-command install · Source
1585Unrankedblocklens-mcp-servermcp · observabilityMCP server for Blocklens Bitcoin on-chain analytics, providing AI agents access to 127 on-chain metrics and chart rendering.No signals yetNo one-command install · Source
1586Unrankedverse-diagnostics-mcpmcp · observabilityParses UEFN Verse build diagnostics from UnrealEditorFortnite.log and exposes structured error data to MCP clients.No signals yetNo one-command install · Source
1587Unrankedwritiomcp · observabilityLinkedIn-native content creation, scheduling, and analytics.No signals yetNo one-command install · Source
1588Unrankedanvil-mcp-servermcp · observabilityEnables AI assistants to manage Sable AI voice agents, journeys, knowledge bases, deployments, and analytics through natural language, plus…No signals yetNo one-command install · Source
1589Unrankedunreal-editor-mcpmcp · observabilityProvides build diagnostics and editor log tools for Unreal Engine AI development, enabling Live Coding builds, parsing compile errors…No signals yetNo one-command install · Source
1590Unrankedpensiatamcp · observabilityBulgarian pension fund analytics with NAV data, performance metrics, rankings, and benchmarks.No signals yetNo one-command install · Source
1591Unrankedai-usage-metrics-mcpmcp · observabilityA MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and…No signals yetNo one-command install · Source
1592Unrankedvc-replan-mcpmcp · observabilityEnables multi-dimensional architecture review of technical solutions with web intelligence and knowledge base auto-sedimentation, acting as a logical…No signals yetNo one-command install · Source
1593Unrankedlaunchd-mcpmcp · observabilityManage macOS launchd jobs from MCP tools with support for Python-script tasks, scheduling, logs, and lifecycle management.No signals yetNo one-command install · Source
1594Unrankedcomputer-use-enginemcp · observabilitySafety middleware for AI computer use agents that monitors, enforces policies, and provides guardrails to enable safe desktop interaction.No signals yetNo one-command install · Source
1595Unrankedused-temponmcp · observabilityEnables logging time to Tempo (Jira time tracker) via natural language in Claude Desktop or OpenCode.No signals yetNo one-command install · Source
1596Unrankedincident-timeline-mcp-servermcp · observabilityExtracts structured incident analysis from raw communication logs, classifying events by NIST SP 800-61 phases with severity assessment and responder…No signals yetNo one-command install · Source
1597Unrankedconnectivity-diagnosticsmcp · observabilityEnables AI assistants to perform real network diagnostics on the local machine, including ping, traceroute, DNS lookups, TLS checks, and more.No signals yetNo one-command install · Source
1598Unrankedmcp-log-collectormcp · observabilityEnables remote log collection from Linux machines via HTTP/HTTPS, allowing clients like Claude Desktop to access and analyze system logs securely.No signals yetNo one-command install · Source
1599Unrankedchristerso-celestial-nodemcp · observabilityProvides real-time space data including ISS tracking, rocket launches, crew in space, Mars weather, star catalogs, and near-Earth asteroid monitoring.No signals yetNo one-command install · Source
1600Unrankedjafforgehq-google-analyticsmcp · observabilityIntegrates Google Analytics 4 and Google Search Console for unified SEO and traffic analysis with natural language querying.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