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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
1601Unrankedghostintheshell-mcpmcp · observabilityA sandboxed, read-only MCP server that safely exposes system metrics, container diagnostics, and logs to AI agents with intelligent context…No signals yetNo one-command install · Source
1602Unrankedscreen-mcp-servermcp · observabilityGives AI coding assistants real-time screen capture capabilities with multi-monitor support, PDF text extraction, and answer logging.No signals yetNo one-command install · Source
1603Unrankedmcp-product-decision-copilotmcp · observabilityProvides Claude with tools to make Ship/Delay/Kill recommendations on feature requests using product metrics, roadmap, and OKRs.No signals yetNo one-command install · Source
1604Unrankedwarpmetricsmcp · observabilityQuery agent runs, API calls, costs, latency, and outcome statistics from Warpmetrics observability data.No signals yetNo one-command install · Source
1605Unrankedshopify-mcp-managermcp · observabilityEnables AI assistants like Cursor or Claude Desktop to fully manage a Shopify store using the Model Context Protocol, with tools for products, orders…No signals yetNo one-command install · Source
1606Unrankedmcp-logseqmcp · observabilityConnects MCP-compatible AI assistants to Logseq graphs, enabling block-first operations, block references, and context graph building.No signals yetNo one-command install · Source
1607Unrankedreqlogmcp · observabilityProvides AI coding agents with tools to query, search, and analyze persisted HTTP request logs, enabling efficient debugging without terminal noise.No signals yetNo one-command install · Source
1608Unrankedlogic-analyzer-ai-mcpmcp · observabilityEnables AI assistants to control Saleae Logic analyzers, capture and analyze digital/analog signals, and export data via MCP.No signals yetNo one-command install · Source
1609Unrankedikoskela-precision-desktopmcp · observabilityFixes DPI coordinate scaling for Windows desktop automation by calibrating and converting between physical and logical coordinate systems.No signals yetNo one-command install · Source
1610Unrankedfusionreactor-mcp-servermcp · observabilityEnables AI assistants to query FusionReactor Cloud metrics, logs, and alerts via MCP tools.No signals yetNo one-command install · Source
1611Unrankedrobotframework-mcpmcp · observabilityEnables generating Robot Framework test cases with SeleniumLibrary, creating page object models, and performing performance monitoring through natural…No signals yetNo one-command install · Source
1612Unrankedtransition-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
1613Unrankedxiaozhi-mcp-aggregatemcp · observabilityAggregates MCP tools for remote control, email, system monitoring, and web search, enabling AI to interact with external systems.No signals yetNo one-command install · Source
1614Unrankedmcp-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
1615Unrankedmintlinemcp · observabilityConnect to Mintline receipts, transactions, and spending analytics.No signals yetNo one-command install · Source
1616Unrankedga4-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
1617Unrankedhusain-zaidi-ros2mcp · observabilityControl ROS 2 robotic systems by publishing messages, calling services, and monitoring topics.No signals yetNo one-command install · Source
1618Unrankedrepack-logs-mcpmcp · observabilityAn MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants to query build logs, find errors, and monitor compilation status.No signals yetNo one-command install · Source
1619Unrankeddevops-mcp-servermcp · observabilityEnables read-only integration with GitHub, Jenkins, and Artifactory for DevOps monitoring, analysis, and troubleshooting. Provides repository…No signals yetNo one-command install · Source
1620Unrankedotel-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
1621Unrankedmcp-ml-monitormcp · observabilityMonitors ML models in production for data drift and performance degradation, providing automated alerts and retraining recommendations.No signals yetNo one-command install · Source
1622Unrankedmcp-sentrymcp · observabilityA Model Context Protocol server that enables retrieving and analyzing Sentry issues, including stacktraces and debugging information.No signals yetNo one-command install · Source
1623Unrankednewrelic-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
1624Unrankedasklokesh-powerbimcp · observabilityIntegrates with Power BI for business analytics and data visualization.No signals yetNo one-command install · Source
1625Unrankedbtrfs-snapper-mcpmcp · observabilityEnables management of BTRFS snapshots via Snapper and monitoring of BTRFS filesystem health through the Model Context Protocol.No signals yetNo one-command install · Source
1626Unrankedpm-kitmcp · observabilityIntegrates AI assistants with product management tools like Linear and Slack, providing specialized agents for discovery, strategy, prioritization…No signals yetNo one-command install · Source
1627Unrankedsentry-investigatormcp · observabilityAutomatically reads Sentry issues, investigates them by analyzing your Ruby codebase, explains why issues happened, and provides fix suggestions.No signals yetNo one-command install · Source
1628Unrankedtoutiao-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
1629Unrankedminecraft-server-mcpmcp · observabilityEnables AI assistants to interact with and manage Minecraft servers through a standardized interface, supporting server monitoring, player management…No signals yetNo one-command install · Source
1630Unrankedmetricduckmcp · observabilityFinancial data platform providing AI-native access to SEC filing metrics, company financials, and DCF analysis tools.No signals yetNo one-command install · Source
1631Unrankedsession-logger-mcpmcp · observabilityEnables saving LLM chat conversations to JSONL log files and querying them by session ID, user ID, keyword, or date range.No signals yetNo one-command install · Source
1632Unrankedmcp-o11ymcp · observabilityAn MCP server that demonstrates comprehensive observability with Sentry, OpenTelemetry, and Braintrust, providing tools for file, data, and HTTP…No signals yetNo one-command install · Source
1633Unrankednotification-testmcp · observabilityEnables testing real-time MCP notifications that appear as VS Code popups, demonstrating standalone log messages.No signals yetNo one-command install · Source
1634Unrankedbaseball-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
1635Unrankedclaudecode-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
1636Unrankedjosh-mantel-f1mcp · observabilityIntegrates with Formula 1 data through the FastF1 Python package to provide race schedules, session results, driver standings, constructor standings…No signals yetNo one-command install · Source
1637Unrankedlogictreemcp · observabilityEnables hierarchical problem analysis using logic trees with MECE validation, hypothesis generation, and feasibility assessment for structured…No signals yetNo one-command install · Source
1638Unrankedcontext-overflow-mcpmcp · observabilityIntegrates the Context Overflow Q\&A platform with Claude Code, enabling question posting, answering, voting, and platform health monitoring.No signals yetNo one-command install · Source
1639Unrankedtigo-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
1640Unrankedmcp-daily-change-logmcp · observabilityEnables managing daily change logs with automatic formatting, intelligent monitoring, and client-ready output, helping developers document work and…No signals yetNo one-command install · Source
1641Unrankedlogtime-summarizermcp · observabilityEnables AI assistants to analyze log time data from various sources to summarize project health, employee performance, and client status.No signals yetNo one-command install · Source
1642Unrankedposthog-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
1643Unrankedpbandreddy-blazemetermcp · observabilityIntegrates with BlazeMeter's performance testing platform to manage test runs, analyze performance data, and monitor application metrics across…No signals yetNo one-command install · Source
1644Unrankedlifejwang11-alphavantagemcp · observabilityBridges AlphaVantage's financial data ecosystem by providing real-time access to stock market, forex, cryptocurrency, and fundamental financial…No signals yetNo one-command install · Source
1645Unrankedi524-datadogmcp · observabilityProvides a bridge to the Datadog API, enabling metrics and logs retrieval for monitoring and observability workflows using TypeScript and Bun runtime.No signals yetNo one-command install · Source
1646Unrankedzzzccs123-sentrymcp · observabilityConnects AI models to Sentry error tracking service, enabling detailed retrieval and analysis of error reports including stack traces, event counts…No signals yetNo one-command install · Source
1647Unrankedactivity-log-mcp-servermcp · observabilityA persistent activity log server that allows MCP-compatible AI assistants to log events, decisions, and system logs over HTTP, with a built-in web…No signals yetNo commit datelisted No one-command install · Source
1648Unrankedadadvisormcp · observabilityQuery Meta Ads performance data including accounts, campaigns, ad sets, ads, metrics, and settings.No signals yetNo commit datelisted No one-command install · Source
1649Unrankedadweave-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
1650Unrankedagent-storemcp · observabilityMinimal agent telemetry store with OTLP/HTTP ingestion to Postgres and MCP streamable-http tools for querying logs, traces, and metrics.No signals yetNo commit datelisted No one-command install · Source
1651Unrankedagentlens-mcp-servermcp · observabilityEnables AI agents to access observability and evaluation data, including run history, span traces, LLM-as-judge evaluation results, and regression…No signals yetNo commit datelisted No one-command install · Source
1652Unrankedairopsmcp · observabilityProvides programmatic access to AirOps's AEO platform for monitoring brand visibility across AI search, analyzing competitors, generating reports, and…No signals yetNo commit datelisted No one-command install · Source
1653Unrankedalbermm-phos-analyticsmcp · observabilitySales analytics with ML forecasting, customer segmentation, and trend analysis.No signals yetNo commit datelisted No one-command install · Source
1654Unrankedalbermm-piranha-visionmcp · observabilityReal-time market surveillance with news scanning, risk alerts, and economic monitoring.No signals yetNo commit datelisted No one-command install · Source
1655Unrankedaltavizmcp · observabilityEnables monitoring and managing multi-platform media buying accounts via natural language, detecting anomalies like creative fatigue and spend spikes…No signals yetNo commit datelisted No one-command install · Source
1656Unrankedamplitudemcp · 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
1657Unrankedantren-r-mcpmcp · observabilityEnables interaction with simulated fitness data (activity history, wellness, pain logging, coaching rules) via MCP protocol, allowing Claude Desktop…No signals yetNo commit datelisted No one-command install · Source
1658Unrankedapex-500-mcp-cloudmcp · observabilityHosted platform providing 25 tools covering crypto, web search, text processing, math, and monitoring with tiered pricing.No signals yetNo commit datelisted No one-command install · Source
1659Unrankedapple-search-ads-mcpmcp · observabilityCampaign analytics and bid management for Apple Search Ads.No signals yetNo commit datelisted No one-command install · Source
1660Unrankedappsflyermcp · observabilityMarketing attribution and campaign analytics platformNo signals yetNo commit datelisted No one-command install · Source
1661Unrankedatomadic-fusemcp · observabilityPolyglot compiler for the agent economy that harvests logic atoms from codebases and discovers product chains.No signals yetNo commit datelisted No one-command install · Source
1662Unrankedaviman1109-garminmcp · observabilityMulti-account Garmin Connect integration providing access to fitness data, activities, and health metrics.No signals yetNo commit datelisted No one-command install · Source
1663Unrankedavrodotter-nutrition-maxingmcp · observabilityLog food intake and track daily nutrition macros using natural language input, synced to Notion.No signals yetNo commit datelisted No one-command install · Source
1664Unrankedazure-log-analytics-mcpmcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1665Unrankedbeneatmcp · observabilityOn-chain risk enforcement and behavioral analytics for autonomous trading agents on Solana.No signals yetNo commit datelisted No one-command install · Source
1666Unrankedcalmseomcp · observabilitySEO platform exposing Search Console data, live SERPs, keyword metrics, and on-page audits to AI agents via MCP.No signals yetNo commit datelisted No one-command install · Source
1667Unrankedcalories-clubmcp · observabilityAI-powered calorie tracking with photo recognition, barcode scanning, and voice logging.No signals yetNo commit datelisted No one-command install · Source
1668Unrankedcandiceaimcp · observabilityIntegrates with Candice AI's document intelligence platform to provide verifiable, citation-backed outputs with source-level traceability and…No signals yetNo commit datelisted No one-command install · Source
1669Unrankedcasecraftmcp · 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
1670Unrankedcatchintentmcp · observabilityAI-native social listening for monitoring buying signals and running GTM workflows.No signals yetNo commit datelisted No one-command install · Source
1671Unrankedcatchmetricsmcp · observabilityReal user monitoring platform for web performance analytics and Core Web Vitals trackingNo signals yetNo commit datelisted No one-command install · Source
1672Unrankedccv2-logs-mcpmcp · observabilityEnables AI agents to search and analyze SAP Commerce Cloud (CCv2) runtime logs via OpenSearch Dashboards using a session cookie, providing read-only…No signals yetNo commit datelisted No one-command install · Source
1673Unrankedclausiusmcp · observabilityAn MCP server for monitoring and managing multi-cluster Slurm GPU jobs, enabling AI agents to execute commands, check allocations, and explore logs…No signals yetNo commit datelisted No one-command install · Source
1674Unrankedclootrackmcp · 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
1675Unrankedcloudflare-logpushmcp · observabilityEnables AI assistants to retrieve and manage Cloudflare Logpush jobs across multiple accounts, providing tools for monitoring and troubleshooting log…No signals yetNo commit datelisted No one-command install · Source
1676Unrankedcloudflare-observabilitymcp · observabilityMCP server — Cloudflare observability/logs.No signals yetNo commit datelisted No one-command install · Source
1677Unrankedcloudflare-workers-observabilitymcp · observabilityUnderstand how your Worker projects are performing via logs, traces, and other data sources.No signals yetNo commit datelisted No one-command install · Source
1678Unrankedcloudwatch-logs-mcpmcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1679Unrankedcloudwatch-mcp-servermcp · observabilityEnables an AI assistant to read and query Amazon CloudWatch metrics, logs, and alarms through read-only MCP tools.No signals yetNo commit datelisted No one-command install · Source
1680Unrankedcochaincomplex-tractatus-thinkingmcp · observabilityApplies Wittgenstein's Tractus method to break down complex concepts into logical structures, revealing hidden dependencies and multiplicative…No signals yetNo commit datelisted No one-command install · Source
1681Unrankedcodex-manager-mcpmcp · observabilityManages local Codex CLI sessions from Claude Code, enabling starting, monitoring, messaging, stopping, and adopting codex tasks.No signals yetNo commit datelisted No one-command install · Source
1682Unrankedcollabos-tomsfairemcp · observabilityControls Logitech CollabOS conference room hardware locally from AI coding tools.No signals yetNo commit datelisted No one-command install · Source
1683Unrankedcolophon-group-jobseekmcp · observabilityJob posting monitoring system for company career pages.No signals yetNo commit datelisted No one-command install · Source
1684Unrankedconvai-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
1685Unrankeddataslayermcp · observabilityReporting tool for your online PPC/SEM marketing metrics in Google Sheets and Google Data Studio from Adwords, Analytics, Facebook and Microsoft…No signals yetNo commit datelisted No one-command install · Source
1686Unrankeddune-analytics-mcpmcp · observabilityListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1687Unrankeddynatrace-mcp-servermcp · observabilityManage and interact with the Dynatrace Platform for real-time observability and monitoring.No signals yetNo commit datelisted No one-command install · Source
1688Unrankededholofy-eyepupmcp · observabilityAgentic visitor analytics with five tools for CRO and session analysis.No signals yetNo commit datelisted No one-command install · Source
1689Unrankedemtailabs-xray-visionmcp · observabilityAI-powered codebase analysis with call graphs, security scanning, dead code detection, and complexity metrics.No signals yetNo commit datelisted No one-command install · Source
1690Unrankedes-mcpmcp · observabilityEnables querying Elasticsearch logs from AI assistants using natural language, with optional SSH tunnel support.No signals yetNo commit datelisted No one-command install · Source
1691Unrankedethanjyx-openbrandmcp · observabilityExtracts brand assets including logos, colors, backdrop images, and brand names from any website URL.No signals yetNo commit datelisted No one-command install · Source
1692Unrankedfabriciodf-prometheusmcp · observabilityIntegrates with Prometheus monitoring systems to execute PromQL queries, discover metrics, retrieve metadata, and analyze scrape targets for…No signals yetNo commit datelisted No one-command install · Source
1693Unrankedfast-award-screener-mcpmcp · observabilityScreens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls.No signals yetNo commit datelisted No one-command install · Source
1694Unrankedfeedmob-singular-reportingmcp · observabilityEnables marketers to create, monitor, and download customized Singular marketing analytics reports with campaign performance metrics across different…No signals yetNo commit datelisted No one-command install · Source
1695Unrankedforinvestmcp · observabilityFinancial data and analytics for Turkish BIST and international markets via AI agents.No signals yetNo commit datelisted No one-command install · Source
1696Unrankedfoxhoundmcp · observabilityAI agent observability platform providing tracing, evaluation, and debugging tools for MCP clients.No signals yetNo commit datelisted No one-command install · Source
1697Unrankedfutureagimcp · observabilityBuild, test, monitor, and improve AI applications with evaluation, observability, and synthetic data generation.No signals yetNo commit datelisted No one-command install · Source
1698Unrankedfuzzy-semantic-audit-mcpmcp · observabilityA high-precision logical vulnerability auditing tool that uses MCP and CodeGraph for automated 0-day discovery and verification in multi-language…No signals yetNo commit datelisted No one-command install · Source
1699Unrankedgarmin-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
1700Unrankedglyphicmcp · 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

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