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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

320 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
201Unrankedkubitmcp · observabilityQuery your data warehouse using natural language through Kubit's analytics platformNo signals yetNo one-command install · Source
202Unrankedplausible-analytics-mcp-servermcp · observabilityA read-only stdio-based MCP server that provides tools to query Plausible Analytics data, including listing sites, fetching statistics with…No signals yetNo one-command install · Source
203Unrankedtroystackmcp · observabilityReal-time precious metals market data and portfolio analytics covering gold, silver, and other metals.No signals yetNo one-command install · Source
204Unrankedolympus-bets-analytics-mcp-servermcp · observabilityPublic read-only MCP server exposing today's free sports-betting projections, track record, methodology, engine versions, and per-game model reads…No signals yetNo one-command install · Source
205Unrankedtech-stack-detector-mcpmcp · observabilityDetects what technologies (CMS, frameworks, analytics, etc.) a website uses by fingerprinting its HTTP response and markup, returning…No signals yetNo one-command install · Source
206Unrankedvskstudio-takt-mcpmcp · observabilityMCP server for querying privacy-friendly website analytics from a self-hosted Takt instance, supporting metrics like visitors, pageviews, realtime…No signals yetNo one-command install · Source
207Unrankedservarr-analytics-mcpmcp · observabilityProvides a structured data interface for Servarr apps (Sonarr, Radarr, Prowlarr) enabling health checks, analytics, simulations, backups, and guarded…No signals yetNo one-command install · Source
208Unrankedcsoai-org-csv-analytics-mcpmcp · observabilityAnalytics and statistical analysis tools for CSV data files.No signals yetNo one-command install · Source
209Unrankedsystem-brain-mcpmcp · observabilityRead-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models…No signals yetNo one-command install · Source
210Unrankedecho-aimcp · observabilityConnect your Echo AI assistants to MCP-compatible clients, enabling listing Echos, reading configuration and analytics, reviewing conversations…No signals yetNo one-command install · Source
211Unrankeddevicecloud-mcpmcp · observabilityTriage failing DeviceCloud runs by pulling failure evidence (screenshots, logs, analytics) into your editor so an AI assistant can diagnose and fix…No signals yetNo one-command install · Source
212Unrankedrubenglez-devicecloudmcp · observabilityQueries DeviceCloud test uploads, results, analytics, and artifacts for Maestro mobile testing workflows.No signals yetNo one-command install · Source
213Unrankedla-growth-machine-b2b-outreach-pipeline-analyticsmcp · observabilityAnalyze LinkedIn & email outreach campaigns, track pipeline performance, and review lead conversations for RevOps, Sales Managers, and SDR teams.No signals yetNo one-command install · Source
214Unrankedzora-analyticsmcp · observabilityEnables querying live Zora token data and analytics methodology through SQL and document retrieval tools, providing guarded access to on-chain holder…No signals yetNo one-command install · Source
215Unrankedwhooshly-mcpmcp · observabilityEnables creation of short links, dynamic QR codes, UTM templates, and hosted vCards with click/scan analytics through natural language conversations.No signals yetNo one-command install · Source
216Unrankedzgeoff-umami-mcpmcp · observabilityExposes Umami analytics (Cloud or self-hosted) as read-only tools for querying website stats, pageviews, metrics, and active visitors.No signals yetNo one-command install · Source
217Unrankedhr-agent-mcpmcp · observabilityAn MCP-based conversational HR agent that handles time tracking queries, policy lookups, adjustment approvals with human confirmation, and BigQuery…No signals yetNo one-command install · Source
218Unrankedenterprise-mcp-health-gatewaymcp · observabilityA runnable MVP for onboarding enterprise tenants and agents, exposing governed health capabilities through MCP, storing downstream credentials, and…No signals yetNo one-command install · Source
219Unrankeddetleng-bigquery-mcp-servermcp · observabilityEnables AI assistants to query trusted BigQuery analytics using curated Business Intelligence tools, providing secure, accurate business metrics and…No signals yetNo one-command install · Source
220Unrankedai-google-analytics-mcpmcp · observabilityProvisions Google Analytics 4 for local AI/web projects by creating properties and web data streams, injecting gtag snippets, and saving…No signals yetNo one-command install · Source
221Unrankedmcp-bing-webmastermcp · observabilityProvides secure, read-only access to Bing Webmaster Tools analytics and non-destructive URL submission for indexing, without destructive site…No signals yetNo one-command install · Source
222Unrankedposthog-mcp-2mcp · observabilityEnables interaction with PostHog product analytics API, supporting project listing, event queries, insight analysis, feature flag management, and…No signals yetNo one-command install · Source
223Unrankedtiktok-organic-mcpmcp · observabilityEnables AI assistants to access TikTok organic analytics including video performance, engagement metrics, and profile insights via the TikTok…No signals yetNo one-command install · Source
224Unrankedhrishikesh-thakre-ai-workbenchmcp · observabilityGoose-compatible acceptance evidence tracking, validation gates, and analytics for AI workbench workflows.No signals yetNo one-command install · Source
225Unrankedchatwoot-mcpmcp · observabilityLocal Node/TypeScript MCP server for read-only Chatwoot analytics, providing tools to list accounts, scopes, cache sync status, and conversation…No signals yetNo one-command install · Source
226Unrankeddummy-nest-mcpmcp · observabilityA minimal MCP server built with NestJS to test PostHog MCP analytics integration, exposing mocked tools for trends and funnel analysis.No signals yetNo one-command install · Source
227Unrankedzoho-recruitmcp · observabilityEnables Claude to manage Zoho Recruit ATS operations including candidates, jobs, interviews, analytics, email, and AI-assist through natural language.No signals yetNo one-command install · Source
228Unrankeddelmain-ga4-mcpmcp · observabilityEnables querying Google Analytics 4 properties using natural language through MCP clients. Supports customizable reports with any dimensions and…No signals yetNo one-command install · Source
229Unrankedfindme-mcpmcp · observabilityEnables AI clients to create and manage FindMe Photo wedding galleries, upload photos from local files or URLs, and retrieve analytics and QR codes…No signals yetNo one-command install · Source
230Unrankedfindme-photomcp · observabilityCreate wedding galleries, upload photos, and pull analytics on FindMe Photo from any AI assistant.No signals yetNo one-command install · Source
231Unrankedsendbyte-mcpmcp · observabilityEnables AI agents to send emails and manage sending domains, templates, analytics, and content checks through the SendByte platform using the Model…No signals yetNo one-command install · Source
232Unrankedblizzard-wow-mcpmcp · observabilityAuction house analytics, market intelligence, crafting optimization, inventory valuation, farming routes, guild analytics, and token tracking — all…No signals yetNo one-command install · Source
233Unrankedkrystalviewmcp · observabilityProvides AI agents with access to website analytics, session replay data, friction scoring, conversion funnels, and anomaly detection from…No signals yetNo one-command install · Source
234Unrankedmcp-revelormcp · observabilityConnects AI assistants to Revelor e-shop analytics, search configuration, and recommendations, enabling both reading and optional writing for e-shop…No signals yetNo one-command install · Source
235Unrankedhholen-loddmcp · observabilityHeadless web analytics with 34 tools for traffic analysis, events, and funnel tracking.No signals yetNo one-command install · Source
236Unrankedmux-mcpmcp · observabilityEnables AI agents to interact with Mux video infrastructure, providing tools for fetching video assets, clipping videos into shorts, monitoring live…No signals yetNo one-command install · Source
237Unrankedfaaak2-telemetrydeckmcp · observabilityTelemetryDeck analytics API integration for querying app telemetry data with TQL.No signals yetNo one-command install · Source
238Unrankedchatlab-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
239Unrankedbbb-build-mascopemcp · observabilityQueries World MiniApp reviews and analytics with verified human ratings via World ID.No signals yetNo one-command install · Source
240Unrankedyoufiliatemcp · observabilityCreate and manage geo-targeted affiliate smart links and view YouTube analytics via Claude.No signals yetNo one-command install · Source
241Unrankedgdp-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
242Unrankedfoxtrove-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
243Unrankedprismismmcp · observabilityUpload files and get tracked, shareable links with analytics, email capture, and access control.No signals yetNo one-command install · Source
244Unrankedicjia-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
245Unrankeduserology-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
246Unrankedbloghunch-mcp-servermcp · observabilityConnects AI assistants to Bloghunch publications for automating content creation, analytics, and distribution.No signals yetNo one-command install · Source
247Unrankedagent-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
248Unrankedjosephtandle-google-analyticsmcp · observabilityQueries Google Analytics data including traffic, conversions, and audience metrics.No signals yetNo one-command install · Source
249Unrankedjosephtandle-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
250Unrankedshippost-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
251Unrankedjunct-bot-synthetixmcp · observabilityHosted integration with Synthetix derivatives protocol for synthetic asset analytics via Junct platform.No signals yetNo one-command install · Source
252Unrankedjunct-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
253Unrankedjunct-bot-makermcp · observabilityHosted integration with Maker (MakerDAO) protocol for DAI stablecoin and vault analytics via Junct platform.No signals yetNo one-command install · Source
254Unrankedjunct-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
255Unrankedkarrito-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
256Unrankedf1-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
257Unrankedpoco-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
258Unrankedblocklensmcp · observabilityBitcoin on-chain analytics with 127 metrics covering valuation, profitability, coin days, ETF flows, and cycle performance.No signals yetNo one-command install · Source
259Unrankedblocklens-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
260Unrankedwritiomcp · observabilityLinkedIn-native content creation, scheduling, and analytics.No signals yetNo one-command install · Source
261Unrankedanvil-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
262Unrankedpensiatamcp · observabilityBulgarian pension fund analytics with NAV data, performance metrics, rankings, and benchmarks.No signals yetNo one-command install · Source
263Unrankedtransition-mcpmcp · observabilityAI-powered coaching for runners, cyclists, swimmers, and triathletes, enabling personalized workouts, training plan adaptation, performance analytics…No signals yetNo one-command install · Source
264Unrankedmcp-log-analyticsmcp · observabilityExposes Azure Log Analytics workspace data with tools for querying AuditLogs and AzureActivity tables, supporting custom KQL queries, time range…No signals yetNo one-command install · Source
265Unrankedmintlinemcp · observabilityConnect to Mintline receipts, transactions, and spending analytics.No signals yetNo one-command install · Source
266Unrankedga4-vizmcp · observabilityEnables interactive Google Analytics 4 visualizations inside Claude conversations, supporting ad-hoc queries with line, bar, pie charts and data…No signals yetNo one-command install · Source
267Unrankednewrelic-mcp-servermcp · observabilityProvides New Relic observability tools for AI assistants, enabling discovery, data access, alerting, incident response, and performance analytics via…No signals yetNo one-command install · Source
268Unrankedasklokesh-powerbimcp · observabilityIntegrates with Power BI for business analytics and data visualization.No signals yetNo one-command install · Source
269Unrankedtoutiao-mcp-servermcp · observabilityEnables automated content management for Toutiao (今日头条), including login, article/micro-post publishing, analytics, and multi-platform compatibility…No signals yetNo one-command install · Source
270Unrankedbaseball-stats-mcp-servermcp · observabilityProvides comprehensive baseball analytics through 32 tools covering pitching, batting, defensive metrics, and visualizations via the Model Context…No signals yetNo one-command install · Source
271Unrankedclaudecode-session-notes-mcp-servermcp · observabilityEnables comprehensive collection and analysis of ClaudeCode development sessions, including agent tracking, tool usage analytics, and performance…No signals yetNo one-command install · Source
272Unrankedtigo-energy-mcp-servermcp · observabilityA Model Context Protocol (MCP) server that provides comprehensive access to Tigo Energy solar system data and analytics. It enables AI assistants to…No signals yetNo one-command install · Source
273Unrankedposthog-universal-mcp-servermcp · observabilityEnables interaction with Posthog through a standardized MCP interface, providing access to Posthog's tools and services for analytics and product…No signals yetNo one-command install · Source
274Unrankedadweave-meta-adsmcp · observabilityMeta Ads management platform with 47 tools for campaigns, creatives, audiences, and performance analytics via AdWeave.No signals yetNo commit datelisted No one-command install · Source
275Unrankedalbermm-phos-analyticsmcp · observabilitySales analytics with ML forecasting, customer segmentation, and trend analysis.No signals yetNo commit datelisted No one-command install · Source
276Unrankedamplitudemcp · observabilityIntegrates with Amplitude analytics platform to provide direct access to product data, experiments, user behavior metrics, dashboards, and feature…No signals yetNo commit datelisted No one-command install · Source
277Unrankedanalytics-trackingskill · observabilityWhen the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google…No signals yetNo commit datelisted armory install analytics-tracking --cli claude
278Unrankedapple-search-ads-mcpmcp · observabilityCampaign analytics and bid management for Apple Search Ads.No signals yetNo commit datelisted No one-command install · Source
279Unrankedazure-log-analytics-mcpmcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
280Unrankedcasecraftmcp · observabilityEnables spoken consulting case interview practice through Claude, providing real-time cases, grading on structure, analytics, judgment, and…No signals yetNo commit datelisted No one-command install · Source
281Unrankedcatchmetricsmcp · observabilityReal user monitoring platform for web performance analytics and Core Web Vitals trackingNo signals yetNo commit datelisted No one-command install · Source
282Unrankedclootrackmcp · observabilityAI-powered customer feedback analytics platform that surfaces themes, sentiment, and business risks from reviews, surveys, and calls.No signals yetNo commit datelisted No one-command install · Source
283Unrankedcontext-monitorrules · observabilityReal-time Claude Code context usage monitor with visual progress bars, color-coded alerts, session analytics (cost, duration, lines changed), and…No signals yetNo commit datelisted armory install context-monitor --cli claude
284Unrankedconvai-analyticsmcp · observabilityAnalytics and telemetry access for Convai sessions, including latency, reliability, usage, and provider metrics.No signals yetNo commit datelisted No one-command install · Source
285Unrankeddata-analyst-2subagent · observabilityUse this agent when you need quantitative analysis, statistical insights, or data-driven research. This includes analyzing numerical data, identifying…No signals yetNo commit datelisted armory install data-analyst-2 --cli claude
286Unrankeddata-scientist-2skill · observabilityExpert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and…No signals yetNo commit datelisted armory install data-scientist-2 --cli claude
287Unrankeddune-analytics-mcpmcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
288Unrankededholofy-eyepupmcp · observabilityAgentic visitor analytics with five tools for CRO and session analysis.No signals yetNo commit datelisted No one-command install · Source
289Unrankedenable-telemetryrules · observabilityEnable Claude Code telemetry for usage analytics and improvements.No signals yetNo commit datelisted armory install enable-telemetry --cli claude
290Unrankedgame-analytics-integrationworkflow · observabilityUse PROACTIVELY to implement game analytics systems with player behavior tracking, performance monitoring, and business intelligence integrationNo signals yetNo commit datelisted armory install game-analytics-integration --cli claude
291Unrankedgarmin-mcp-triathlonmcp · observabilityEnables triathlon coaches and athletes to interact with Garmin Connect, including retrieving health/activity data, building and uploading structured…No signals yetNo commit datelisted No one-command install · Source
292Unrankedglyphicmcp · observabilityIntegrates with the Glyphic sales intelligence platform to access call recordings, transcripts, deal insights, and conversational analytics.No signals yetNo commit datelisted No one-command install · Source
293Unrankedgoogle-analyticsskill · observabilityAnalyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user…No signals yetNo commit datelisted armory install google-analytics --cli claude
294Unrankedlanlanmcp · observabilityBuild and manage hosted websites through chat with snapshots, forms, and analytics.No signals yetNo commit datelisted No one-command install · Source
295Unrankedlightdashmcp · observabilityQuery metrics, dimensions, and execute analytics queries through Lightdash's semantic layer.No signals yetNo commit datelisted No one-command install · Source
296Unrankedmcp-analytics-middlewaremcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
297Unrankedmilestone-trackerworkflow · observabilityTrack and analyze project milestone progress with predictive analyticsNo signals yetNo commit datelisted armory install milestone-tracker --cli claude
298Unrankedmixpanelmcp · observabilityQuery product analytics data, funnels, retention, and session replays through natural languageNo signals yetNo commit datelisted No one-command install · Source
299Unrankedmonte-carlo-datamcp · observabilityData observability and data quality MCP tools for monitoring, triaging, and troubleshooting data pipelines.No signals yetNo commit datelisted No one-command install · Source
300Unrankednicosommi-sac-toolsmcp · observabilityManages SAP Analytics Cloud resources including stories, data imports, users, and audit logs.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