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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
90122.557anomalyarmormcp · observabilityMCP server for AnomalyArmor data observability — monitor data quality, detect schema drift, and manage alerts from your AI assistant.1 starNo one-command install · Source
90122.557wardrowbe-mcpmcp · observabilityExposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language.1 starNo one-command install · Source
90122.557believe-sa-datadogmcp · observabilityIntegrates with Datadog's monitoring platform to provide access to metrics, logs, and observability data through API authentication for DevOps teams…1 starNo one-command install · Source
90122.557gh-ndoteddy-disaster-alert-centermcp · observabilityMonitor disaster alerts and analyze incidents with real-time streaming.1 starNo one-command install · Source
90122.557sergical-plausible-analyticsmcp · observabilityQueries traffic metrics, conversions, and time-period comparisons from Plausible Analytics.1 starNo one-command install · Source
90122.557lzfxp-java-debugmcp · observabilityEnables AI agents to debug Java applications via JVM with breakpoints, variable monitoring, stepping, and thread inspection.1 starNo one-command install · Source
90122.557mcp-cloudwatch-explorermcp · observabilityEnables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only via MCP, providing rapid health snapshots and triage without console…1 starNo one-command install · Source
90122.557frame-pulse-mcpmcp · observabilityProvides AI agents with real-time system monitoring and control for creative workstations, enabling thermal management and process prioritization to…1 starNo one-command install · Source
90122.557ai-architectmcp · observabilityAn autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic…1 starNo one-command install · Source
90122.557langfuse-trace-fetchermcp · observabilityFetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural…1 starNo one-command install · Source
90122.557llm-brand-monitormcp · observabilityTrack how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions.1 starNo one-command install · Source
90122.557mcp-delonghi-ecammcp · observabilityEnables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine…1 starNo one-command install · Source
90122.557joeybrar-agentsealmcp · observabilityVerifiable action logs for AI agents using SHA-256 hash chains to detect tampering.1 starNo one-command install · Source
90122.557claude-code-bridge-mcpmcp · observabilityalso listed as gh-rahuljava2807-claude-code-bridgeBridges Claude Code terminal sessions with Claude Chat by exposing session logs as tools, enabling seamless context transfer and two-way communication…1 starNo one-command install · Source
90122.557context-firstmcp · observabilityMaintains AI conversation coherence through context monitoring, conflict detection, and persistent memory across long interactions.1 starNo one-command install · Source
90122.557jeandelest-screen-capturemcp · observabilityLinux screen capture with monitor detection, timeline recording, and chunked session-based transfers for reliable large image delivery.1 starNo one-command install · Source
90122.557sentry-self-hosted-mcpmcp · observabilityMCP server for integrating self-hosted Sentry with AI assistants, enabling project and issue listing, issue details with stack traces, and event…1 starNo one-command install · Source
90122.557engageable-tech-analyticsmcp · observabilityalso listed as tech-engageable-analyticsUnified analytics engine connecting GA4, Mixpanel, and PostHog with natural language query support.1 starNo one-command install · Source
90122.557mi25-tuning-mcpmcp · observabilityManages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log…1 starNo one-command install · Source
90122.557rog0x-mcp-log-toolsmcp · observabilityA set of MCP tools for parsing, filtering, analyzing, formatting, and computing stats on logs in common formats (JSON, Apache/Nginx, syslog…1 starNo one-command install · Source
90122.557juanisidoro-securecode-mcpmcp · observabilitySecrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw…1 starNo one-command install · Source
90122.557mcp-log-analyzermcp · observabilityAnalyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine.1 starNo one-command install · Source
90122.557420247jake-session-forgemcp · observabilityPersistent session memory with decision logging and dead-end tracking for coding assistants.1 starNo one-command install · Source
90122.557syncause-debug-mcpmcp · observabilityEnables AI agents to query runtime debugging facts (stack traces, logs, function arguments) captured by Syncause, allowing them to fix root causes…1 starNo one-command install · Source
90122.557gh-heliosarchitect-wemsmcp · observabilityReal-time natural hazard monitoring: earthquakes, tsunamis, volcanoes, solar weather, and air quality.1 starNo one-command install · Source
90122.557saurabhsing21-depmapmcp · observabilityProvides read-only access to DepMap gene dependency data for searching gene symbols, computing dependency metrics, and identifying top cell-line…1 starNo one-command install · Source
90122.557dowangoo-trendradarmcp · observabilityMonitors RSS feeds and analyzes content to generate trend reports with automated data collection, configurable scheduling, and real-time…1 starNo one-command install · Source
90122.557epydios-policy-gatewaymcp · observabilityBoundary-enforced policy gateway for tool execution with allow/deny rules, step-up approval workflows, and audit logging.1 starNo one-command install · Source
90122.557shahraj91-log-analysismcp · observabilityAnalyzes log files with level aggregation, error clustering, and graph generation using deterministic signal extraction.1 starNo one-command install · Source
90122.557ismailkerimov-math-logicmcp · observabilityProvides verified symbolic math and formal logic solvers including arithmetic evaluation, equation solving, calculus, and SAT/tautology checking with…1 starNo one-command install · Source
90122.557expense-trackermcp · observabilityEnables natural language expense logging, parsing amounts, currencies, and dates, and storing entries in an Excel file.1 starNo one-command install · Source
90122.557corvusmcp · observabilitySolana DeFi Intelligence MCP server enabling natural language queries for wallet analytics, DeFi positions, protocol metrics, and token prices.1 starNo one-command install · Source
90122.557kenpom-mcpmcp · observabilityProvides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language.1 starNo one-command install · Source
90122.557tommytang2414-n8nmcp · observabilityIntegrates with n8n workflow automation platform for secure workflow management, execution control, and health monitoring with enterprise security…1 starNo one-command install · Source
90122.557zutrixmcp · observabilitySEO platform integration for rank tracking, keyword research, competitor analysis, backlink monitoring, and site audits.1 starNo one-command install · Source
90122.557deepvlab-analytics-mcp-servermcp · observabilityEnables querying DeepVLab account statistics and model usage analytics, including login, user profile, usage analytics, and cost calculation.1 starNo one-command install · Source
90122.557kaewz-manga-n8n-monitoringmcp · observabilityMonitors n8n workflow automation health by analyzing execution history, tracking KPIs like success rates and timing data, and providing detailed error…1 starNo one-command install · Source
90122.557gh-drivenrajat-f1mcp · observabilityAccess Formula 1 race data, telemetry, lap times, standings, and analytics via FastF1.1 starNo one-command install · Source
90122.557yujaeyun-learnlogmcp · observabilityLogs learning prompts to help users develop metacognitive awareness of their knowledge gaps and learning patterns1 starNo one-command install · Source
90122.557ram-prices-mcp-servermcp · observabilityCaches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics…1 starNo one-command install · Source
90122.557aby0-reading-companionmcp · observabilityA 4-stage reading companion that guides users through structured interviews to discover preferences, generates curated book recommendations with…1 starNo one-command install · Source
90122.557robinhood-mcpmcp · observabilityEnables AI models to manage Robinhood portfolios, execute trades, and run automated trading bots with stop-loss/take-profit monitoring.1 starNo one-command install · Source
90122.557pulsynmcp · observabilityIntegrates with Pulsyn smart ring devices for health metrics.1 starNo one-command install · Source
90122.557james116blue-journaldmcp · observabilityQuery systemd journal logs with natural language datetime support1 starNo one-command install · Source
90122.557ai-analystmcp · observabilityEnables natural language data queries with statistical rigor and a semantic layer, supporting 23+ analytical tools for product analytics.1 starNo one-command install · Source
90122.557nothans-weights-and-measuresmcp · observabilityProvides accurate unit conversions and reference tables across weight, length, and volume measurement systems including Avoirdupois, Troy…1 starNo one-command install · Source
90122.557mcp-travismcp · observabilityEnables users to manage Travis CI builds, view logs, compare builds, and get insights through natural language.1 starNo one-command install · Source
90122.557xelber-newrelicmcp · observabilityIntegrates with New Relic's NerdGraph API to provide direct access to log data through custom NRQL queries, keyword-based searches, and recent log…1 starNo one-command install · Source
90122.557airflow-mcpmcp · observabilityEnables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures.1 starNo one-command install · Source
90122.557mirithebest-workatomcp · observabilityIntegrates with Workato automation platform API to provide read-only access for retrieving and analyzing integration workflows, recipes, connections…1 starNo one-command install · Source
90122.557cornmankl-whatsapp-business-botmcp · observabilityAutomates WhatsApp Business messaging with AI-powered chat responses, broadcast management, scheduled messages, auto-responses, chat flows, group…1 starNo one-command install · Source
90122.557towry-commandermcp · observabilityProvides background process management capabilities through PMDaemon integration, enabling execution, monitoring, and control of long-running…1 starNo one-command install · Source
90122.557henrymclane09-salesforce-atlassian-supabasemcp · observabilityIntegrates Salesforce CRM, Atlassian Jira/Confluence, and Supabase to enable unified CRUD operations across customer data, issue tracking, knowledge…1 starNo one-command install · Source
90122.557fashionzzz-code-line-countermcp · observabilityTracks code line counts across different file types with persistent timestamped storage, enabling developers to monitor codebase growth and project…1 starNo one-command install · Source
90122.557android-device-mcpmcp · observabilityProvides comprehensive Android device management capabilities through ADB, including device management, app management, file operations, and system…1 starNo one-command install · Source
90122.557eunsang284-epicsmcp · observabilityProvides direct access to EPICS Process Variables for monitoring and controlling scientific facilities, industrial automation, and laboratory…1 starNo one-command install · Source
90122.557appleton-eufy-robovacmcp · observabilityIntegrates with Eufy RoboVac devices through local network discovery to provide complete vacuum control including cleaning operations, configuration…1 starNo one-command install · Source
90122.557acurastmcp · observabilityProvides a bridge to the Acurast decentralized computing platform for deploying scripts and monitoring processor performance metrics across…1 starNo one-command install · Source
90122.557mashhurs-logstashmcp · observabilityIntegrates with Logstash instances to provide real-time monitoring, performance analysis, and debugging capabilities including JVM memory tracking…1 starNo one-command install · Source
90122.557logscribe-mcpmcp · observabilityHandles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files.1 starNo one-command install · Source
90122.557anurag-dhamala-os-infomcp · observabilityProvides real-time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for…1 starNo one-command install · Source
90122.557streen9-terminalmcp · observabilityProvides a secure interface for executing commands, managing processes, and retrieving outputs in terminal or PowerShell environments, with robust…1 starNo one-command install · Source
90122.557google-analytics-4-admin-mcpmcp · observabilityManages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol.1 starNo one-command install · Source
90122.557oalles-agentic-system-monitoring-ragmcp · observabilitySpring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate…1 starNo one-command install · Source
90122.557gblack686-n8n-workflow-summarizermcp · observabilityTransforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual…1 starNo one-command install · Source
90122.557doronaviguy-ethereum-address-monitormcp · observabilityProvides real-time Ethereum address monitoring across multiple blockchain networks using Server-Sent Events, enabling continuous tracking of on-chain…1 starNo one-command install · Source
90122.557ci1tmcp · observabilityPrediction stability engine for detecting model drift, ghost predictions, and fleet monitoring.1 starNo commit datelisted No one-command install · Source
90122.557one-ea-monolith-blogmcp · observabilityManage Monolith blog platform content with 30 tools covering posts, comments, media, analytics, and backups.1 starNo commit datelisted No one-command install · Source
90122.557sntl-depin-oracle-mcpmcp · observabilityEnables access to DePIN RF telemetry, spatial heuristics, and threat intelligence through metered MCP tools with per-record spend caps and on-chain…1 starNo commit datelisted No one-command install · Source
90122.557xkumakichi-veridictmcp · observabilityRuntime verification layer that monitors tool execution and provides trust judgments based on success rate metrics.1 starNo commit datelisted No one-command install · Source
97321.587ai-compliance-monitormcp · observabilityai-compliance-monitor458 installsNo commit datelisted No one-command install · Source
97420.136spain-legalmcp · observabilitySpain immigration, residency, NIE/TIE, and tax MCP for agents from Legal Fournier, https://legalfournier.com/. Helps screen visa and residence routes…1,065 installsNo commit datelisted No one-command install · Source
97518.503trustrails-uk-electronics-product-findermcp · observabilitySearch and compare 26,000+ UK electronics products across multiple retailers including AO. Get real-time prices, stock availability, and price…1,017 installsNo commit datelisted No one-command install · Source
97614.693domain-insightsmcp · observabilityAnalyze domain infrastructure by performing comprehensive DNS, WHOIS, and security audits. Identify technology stacks, track SSL validity, and verify…768 installsNo commit datelisted No one-command install · Source
97710.068bmkg-mcpmcp · observabilityAccess real-time weather forecasts and climate data across Indonesia. Stay informed about recent seismic activity and natural disasters with official…566 installsNo commit datelisted No one-command install · Source
9788.888data-wallet-verificationmcp · observabilityDiscover supported verification scopes and the claims they provide. Initiate and monitor data wallet verification flows to securely receive redacted…288 installsNo commit datelisted No one-command install · Source
9792.721vlayermcp · observabilityHIPAA compliance scanner for healthcare software. Automatically detect PHI exposure, encryption gaps, audit logging issues, and access control…368 installsNo commit datelisted No one-command install · Source
980Unrankedpipeworx-defillamamcp · observabilityDeFi analytics data via the DefiLlama API — TVL, protocol stats, and chain metrics.No signals yetNo one-command install · Source
981Unrankeddynatrace-saas-mcp-servermcp · observabilityEnables LLM agents to query Dynatrace SaaS for observability data (logs, metrics, traces, entities, problems, vulnerabilities) and manage…No signals yetNo one-command install · Source
982Unrankedsap-rca-mcp-servermcp · observabilityEnables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL…No signals yetNo one-command install · Source
983Unrankedagent-observabilitymcp · observabilityMCP server exposing AI agent observability tools: list, inspect, and deterministically replay recorded agent execution traces for debugging failures.No signals yetNo one-command install · Source
984Unrankedmidjourney-mcpmcp · observabilityEnables Midjourney image generation via PiAPI with daily cost caps, audit logs, and SSRF-safe image URL inputs.No signals yetNo one-command install · Source
985Unrankedvmd-mcpmcp · observabilityDrive VMD headlessly from any MCP client to analyze structures and trajectories, and ray-trace publication-quality images with no display.No signals yetNo one-command install · Source
986Unrankedadelaidasofia-lumamcp · observabilityLu.ma events MCP with draft-and-confirm safety, audit logging, and prompt-injection scrubbing.No signals yetNo one-command install · Source
987Unrankedpikaivan-convradarmcp · observabilityGoogle Analytics 4 conversion funnel analysis and traffic quality diagnostics for AI assistants.No signals yetNo one-command install · Source
988Unrankedgoogle-play-console-mcpmcp · observabilityEnables managing releases, monitoring Android vitals, analyzing earnings and search terms, optimizing ASO, and preflighting store assets through…No signals yetNo one-command install · Source
989Unrankedsyamaner-roastpilotmcp · observabilityControls coffee roasting sessions through local MCP tools and exports roast logs.No signals yetNo one-command install · Source
990Unrankedmorselmcp · observabilityEnables logging food meals by letting AI assistants analyze food photos and write structured meal data via MCP tools to a shared store, which can then…No signals yetNo one-command install · Source
991Unrankedyoutube-studio-mcpmcp · observabilityAn MCP server for auditing and improving a YouTube channel's discoverability by providing read-only access to channel catalog, analytics metrics…No signals yetNo one-command install · Source
992Unranked1clickreport-mcp-servermcp · observabilityProvides 40 MCP tools to connect AI assistants like Claude to marketing platforms (Google Ads, Meta Ads, GA4, Search Console, Stripe) for reading…No signals yetNo one-command install · Source
993Unrankedbaiakidle-mcpmcp · observabilityEnables monitoring and interaction with the BaiakIdle game page from MCP-compatible clients, allowing DOM inspection, event capture, and packet…No signals yetNo one-command install · Source
994Unrankedworksnaps-mcpmcp · observabilityEnables logging offline time and managing Worksnaps projects/tasks from Cursor chat via natural language.No signals yetNo one-command install · Source
995Unrankedmcp-vpsobsmcp · observabilityEnables read-only observability of a Linux host via MCP, exposing allowlisted systemd, docker, nginx, logs, disk, and cert info without shell access.No signals yetNo one-command install · Source
996Unrankedrezzedai-cachebashmcp · observabilityCoordination layer for AI coding agents with task queues, relay messaging, session monitoring, and mobile alerts.No signals yetNo one-command install · Source
997Unrankedlog-reflect-mcpmcp · observabilityCaptures and retrieves Markdown records for a personal recording system, enabling journaling, input tracking, search, and date-range review.No signals yetNo one-command install · Source
998Unrankedxrpldashboard-mcpmcp · observabilityRead-only XRP Ledger analytics — signed snapshots, AMM pools, token volume, whale activity, NFT tracking. Proof-annotated. Public beta 2026-09.No signals yetNo one-command install · Source
999Unrankedeuroleague-analytics-mcpmcp · observabilityMCP server for querying validated EuroLeague and EuroCup basketball analytics, including possession-based metrics, four factors, and lineup-level…No signals yetNo one-command install · Source
1000Unrankedtovadry954-aliyun-slsmcp · observabilityQueries Alibaba Cloud Simple Log Service logs using natural language.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