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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,987 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
10122.557brightsitemcp · observabilityManage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP.1 starNo one-command install · Source
10222.557codinfy-agent-monitormcp · observabilityProvides real-time monitoring of AI agents, context, usage limits, workflows, files, Git, tests, builds, errors, secrets, and model-economy advice for…1 starNo one-command install · Source
10322.557google-ads-mcp-2mcp · observabilityEnables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets…1 starNo one-command install · Source
10422.557dbt-investigatormcp · observabilityEnables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident…1 starNo one-command install · Source
10522.557error2fixmcp · observabilityProvides coding agents with compressed failure context via MCP, reducing the need to parse full raw logs.1 starNo one-command install · Source
10622.557generic-erp-analytics-mcp-servermcp · observabilityRead-only MCP server for MongoDB ERP analytics with catalog-driven collection allowlist and safe find/aggregate tools.1 starNo one-command install · Source
10722.557ultramock-mcpmcp · observabilityEnables AI agents to create and configure product mockups on ultramock.io using your own logged-in subscription.1 starNo one-command install · Source
10822.557finchatmcp · observabilityEnables AI agents to manage personal finances through MCP tools for transaction management, spending analytics, and goal tracking.1 starNo one-command install · Source
10922.557uart-mcp-servermcp · observabilityEnables reading UART logs from Windows serial ports and sending text to the UART through MCP, with an optional Tkinter UI for local monitoring.1 starNo one-command install · Source
11022.557us-all-mlflowmcp · observabilityCommunity MCP integration for MLflow, enabling AI agents to access experiments, runs, registered models, and ML traces.1 starNo one-command install · Source
11122.557rocketchat-mcp-servermcp · observabilityA FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance…1 starNo one-command install · Source
11222.557social-media-manager-mcpmcp · observabilityEnables social media account management including content calendars, posting cadence, captions, hashtags, engagement strategies, metrics…1 starNo one-command install · Source
11322.557moe-mcpmcp · observabilityEnables querying a team of domain experts with automatic routing and traceable citations for accurate answers.1 starNo one-command install · Source
11422.557agent-vitalsmcp · observabilityLocal-first observability for AI agent stacks. Provides MCP tools for agents to check health, shadow configs, and burnout metrics proactively.1 starNo one-command install · Source
11522.557system-media-control-mcpmcp · observabilityEnables AI agents to monitor system resources and control media, brightness, volume, and other Windows PC functions through natural language commands.1 starNo one-command install · Source
11622.557kochava-for-advertisersmcp · observabilityMobile attribution and marketing analytics from Kochava — no prior account needed, sign up and query data within the session.1 starNo one-command install · Source
11722.557ebpf-mcp-tracermcp · observabilityEnables LLMs to safely write and run bpftrace scripts against the Linux kernel for observability, with explicit probe allowlists and execution…1 starNo one-command install · Source
11822.557system-monitormcp · observabilityA secure, read-only MCP server for AI-powered system monitoring. It provides real-time OS metrics, config discovery, and safe log tailing to enable…1 starNo one-command install · Source
11922.557leaf76-lazy-mobilemcp · observabilityLocal Android and iOS mobile automation with performance telemetry via ADB, simctl, devicectl, and WebDriverAgent.1 starNo one-command install · Source
12022.557amazfit-mcpmcp · observabilityEnables Claude to analyze training data from spreadsheets and Amazfit watches, providing insights on strength progression, running metrics, recovery…1 starNo one-command install · Source
12122.557yandex-marketing-mcpmcp · observabilityMCP server for managing Yandex Direct advertising, Yandex Metrica analytics, Wordstat keyword research, and Yandex Webmaster SEO tools, with…1 starNo one-command install · Source
12222.557copamind-mcpmcp · observabilityEnables interaction with the CopaMind platform via MCP, exposing read-only and write tools for querying match predictions, Monte Carlo simulations…1 starNo one-command install · Source
12322.557myfinance-mcpmcp · observabilityEnables personal finance management through natural language: log expenses, snap receipt photos, and import bank statements. Computes budgets, trends…1 starNo one-command install · Source
12422.557tethral-acrmcp · observabilityInteraction profile registry for AI agents to log interactions and query behavioral patterns across the network.1 starNo one-command install · Source
12522.557at-ris-mcpmcp · observabilityAustria's legal information system (RIS): federal & state law, case law, gazettes, change monitoring.1 starNo one-command install · Source
12622.5572051project-cryptoweathermcp · observabilityIntegrates with CryptoWeather's Bitcoin price prediction API to provide current trading signals, performance metrics, recommendations, and methodology…1 starNo one-command install · Source
12722.557shadow-monitor-mcpmcp · observabilityEnables AI agents to inspect Shadow Monitor capture files locally, with tools to load bundles, find errors, search network requests, and replay user…1 starNo one-command install · Source
12822.557yandex-metrika-mcp-2mcp · observabilityEnables AI assistants to retrieve comprehensive analytics data from Yandex Metrika accounts, including traffic, content, e-commerce, and user…1 starNo one-command install · Source
12922.557make-com-mcp-connectormcp · observabilityEnables managing Make.com scenarios through natural language, including listing, running, activating, deactivating, and monitoring.1 starNo one-command install · Source
13022.557shugomcp · observabilityA minimal guardrails framework for AI agents, acting as an MCP proxy to enforce policies, approvals, and audit logging on tool calls.1 starNo one-command install · Source
13122.557gh-pijusz-google-adsmcp · observabilityQuery Google Ads campaigns, keywords, assets, and performance metrics with 39 tools including GAQL queries and write operations.1 starNo one-command install · Source
13222.557ot-aiops-energymcp · observabilityGoverned, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with…1 starNo one-command install · Source
13322.557cursor-usage-mcpmcp · observabilityMonitors your Cursor usage and provides a conserve flag to the agent, helping you manage request quota by batching questions, preferring defaults, and…1 starNo one-command install · Source
13422.557apple-podcasts-mcpmcp · observabilityOwner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode…1 starNo one-command install · Source
13522.557bottrademcp · observabilityBotTrade is a historical-market benchmark for autonomous trading agents, enabling backtesting and evaluation through MCP or Python with standardized…1 starNo one-command install · Source
13622.557langfuse-mcp-extendedmcp · observabilityComprehensive MCP server for Langfuse, enabling AI assistants to access and manage traces, observations, scores, datasets, and sessions for…1 starNo one-command install · Source
13722.557mcp-cat-logo-bioqu-mica-clmcp · observabilityExposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural language queries for product compatibility, pricing, and stock…1 starNo one-command install · Source
13822.557trader-journal-mcpmcp · observabilityProvides AI-powered trading analytics and coaching by analyzing historical trades to identify strategies, emotional patterns, and behavioral mistakes…1 starNo one-command install · Source
13922.557parsee-mcpmcp · observabilityMCP server that enables AI assistants to interact with the PARSE app for collecting and monitoring products on Ozon and Wildberries, with tools for…1 starNo one-command install · Source
14022.557portalmcp · observabilityEnables interaction with long-running interactive programs such as SSH, GDB, and REPLs. Provides tools to start, monitor, control, read/write I/O for…1 starNo one-command install · Source
14122.557vfat-metrics-mcpmcp · observabilityEnables querying public vfat Metrics position data by EVM address, providing structured access to current positions, NFT lifecycle actions, historical…1 starNo one-command install · Source
14222.557readability-claudemcp · observabilityEnables Claude to analyze and improve readability of text using local deterministic metrics like Flesch Reading Ease and lexical diversity, without…1 starNo one-command install · Source
14322.557ppe-compliance-mcpmcp · observabilityEnables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and…1 starNo one-command install · Source
14422.557mcp-jvm-diagnosticsmcp · observabilityEnables AI assistants to analyze JVM thread dumps and GC logs, detecting deadlocks, lock contention, and GC pressure, without requiring a JVM runtime.1 starNo one-command install · Source
14522.557mshegolev-jaegermcp · observabilitySearch Jaeger distributed traces, inspect spans, and map service dependencies with read-only access.1 starNo one-command install · Source
14622.557genesys-mcp-servermcp · observabilityA read-only MCP server that exposes Genesys Cloud queue lookup, analytics aggregates, and conversation search tools, enabling natural language queries…1 starNo one-command install · Source
14722.557enterprise-agent-labmcp · observabilityEnables controlled AI-agent access to enterprise-shaped tools with a deny-by-default gated write path, human approval, dry-run execution, and…1 starNo one-command install · Source
14822.557logicmcp-servermcp · observabilityEnables traceable requirement discovery, technical alignment, and ISO-aligned process checking through deterministic MCP tools and resources, without…1 starNo one-command install · Source
14922.557codex-protocol-guardianmcp · observabilityValidates governance evidence for Codex development tasks, enforcing requirements alignment, single-active-subject candidates, executable…1 starNo one-command install · Source
15022.557mrgulshanyadav-misarblogmcp · observabilityPublish posts, manage drafts, generate AI cover images, and pull analytics from Misar.Blog.1 starNo one-command install · Source
15122.557misarblog-mcpmcp · observabilityEnables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics.1 starNo one-command install · Source
15222.557quickbooks-desktop-mcpmcp · observabilityProvides safe, structured access to a local QuickBooks Desktop company file for reading and writing transactions, with automatic undo logging.1 starNo one-command install · Source
15322.557enzoemir1-shopopsmcp · observabilityAI e-commerce operations for inventory management, pricing, segmentation, and analytics.1 starNo one-command install · Source
15422.557ai-incident-monitoring-rca-mcp-servermcp · observabilityProvides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous…1 starNo one-command install · Source
15522.557uptybotsmcp · observabilityOfficial UptyBots integration for managing uptime monitors, incidents, and performance statistics.1 starNo one-command install · Source
15622.557orcalayer-mcpmcp · observabilityEnables smart-money whale and market analytics for Polymarket, including leaderboards, wallet profiles, positions, market clusters, and alerts…1 starNo one-command install · Source
15722.557rainbird-mcpmcp · observabilityEnables natural-language control and monitoring of Rain Bird ESP-TM2 irrigation controllers over a local LAN, including starting zones, running…1 starNo one-command install · Source
15822.557gneyal-branch-monkeymcp · observabilityIntegrates with Branch Monkey Cloud for task management, team collaboration, and project tracking with automatic prompt logging1 starNo one-command install · Source
15922.557korea-scholarship-mcpmcp · observabilityExposes KCI and OAK Korean bibliographic services as MCP tools for searching, harvesting, and retrieving articles, references, and journal metrics.1 starNo one-command install · Source
16022.557claude-replaymcp · observabilityEnables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights.1 starNo one-command install · Source
16122.557nevent-mcpmcp · observabilityEnables natural language interaction with Nevent's live-event marketing platform, including campaigns, analytics, paid ads, segments, and short URLs…1 starNo one-command install · Source
16222.557windows-context-mcpmcp · observabilityEnables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and…1 starNo one-command install · Source
16322.557traceorb-mcpmcp · observabilityEnables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication.1 starNo one-command install · Source
16422.5579botmcp · observabilityAutomate and manage WhatsApp groups, communities, and channels with scheduling, moderation, analytics, and more.1 starNo one-command install · Source
16522.557mharnett-google-gscmcp · observabilityProvides MCP access to Google Search Console for search analytics, URL inspection, and site management.1 starNo one-command install · Source
16622.557anypoint-connectmcp · observabilityCLI + MCP toolkit for Anypoint Platform that enables deploying applications, tailing logs, pulling metrics, and managing API specs with production…1 starNo one-command install · Source
16722.557claude-fleet-monitormcp · observabilityEnables Claude Code sessions to query fleet status, focus terminals, and manage sessions programmatically via MCP tools.1 starNo one-command install · Source
16822.557mat-as-context-mcpmcp · observabilityA thin, local, read-only MCP gateway that exposes governed context documents and producer manifests as logical resources, enabling AI clients to…1 starNo one-command install · Source
16922.557circuitarium-mcpmcp · observabilityLocal electronics tools for MCP-capable assistants, enabling static analysis of CRUMB save files and Logisim-evolution projects, including net…1 starNo one-command install · Source
17022.557actian-docs-mcpmcp · observabilityEnables natural-language queries across Actian product documentation, GA4 content analytics, and Jenkins CI build status.1 starNo one-command install · Source
17122.557mcp-google-businessmcp · observabilityEnables managing Google Business Profiles through natural language: list locations, reply to reviews, create local posts, and fetch performance…1 starNo one-command install · Source
17222.557youtube-trends-mcpmcp · observabilityEnables AI assistants to query YouTube search trends, including rising topics, growth metrics, and historical search demand, using natural language.1 starNo one-command install · Source
17322.557podman-mcpmcp · observabilityEnables management of Podman containers, pods, images, and compose stacks via natural language, with support for container stats, logs, exec, health…1 starNo one-command install · Source
17422.557nolane-habitatmcp · observabilityProvides coding agents with a durable, revision-aware project workspace for semantic context, governed source changes, verification, task checkpoints…1 starNo one-command install · Source
17522.557coval-mcp-servermcp · observabilityEnables AI assistants to interact with Coval's evaluation platform for launching and monitoring evaluation runs, managing agents and test sets, and…1 starNo one-command install · Source
17622.557devhelmmcp · observabilityAI coding assistant integration for DevHelm uptime monitoring, incident management, and alerting.1 starNo one-command install · Source
17722.557mcp-microsoft-adsmcp · observabilityEnables AI assistants to manage Microsoft Advertising accounts, including campaigns, ad groups, keywords, audiences, and reporting, with safety-first…1 starNo one-command install · Source
17822.557rooquizmcp · observabilityCreate and manage quizzes, question banks, and translations; capture and manage leads, respondents, and bookings; and pull stats and funnel analytics…1 starNo one-command install · Source
17922.557sap-mcp-command-centermcp · observabilityEnables querying three synthetic SAP systems (ERP, S/4HANA, BW) for master data, transactions, and analytics via natural language or MCP tools, with a…1 starNo one-command install · Source
18022.557sequentum-mcpmcp · observabilityConnects AI assistants to Sequentum for managing web scraping agents, including agent creation, run automation, scheduling, and analytics. Provides…1 starNo one-command install · Source
18122.557your-ko-k8s-romcp · observabilityRead-only Kubernetes cluster access with resource inspection, logs, events, metrics, and secret masking.1 starNo one-command install · Source
18222.557mcp-debeziummcp · observabilityEnables monitoring and managing Debezium/Kafka Connect CDC connectors, including status, configuration, lifecycle operations, and security controls…1 starNo one-command install · Source
18322.557chaining-mcp-servermcp · observabilityA unified MCP server for enterprise tool chaining, route optimization, sequential thinking, time management, monitoring, analytics, security, and…1 starNo one-command install · Source
18423.374macrat-aydmcp · observabilityIntegrates with Ayd to enable service monitoring, status checks, and log retrieval for enhanced operational visibility and incident response.1 forkNo one-command install · Source
18523.374tokikokoko-uuid-genmcp · observabilityGenerates unique UUIDs through a lightweight Deno-based tool interface with comprehensive logging and error handling capabilities1 forkNo one-command install · Source
18623.374abhinav-system-resource-monitormcp · observabilityProvides real-time system monitoring metrics including CPU, memory, disk, network, battery, and internet speed through both comprehensive snapshots…1 forkNo one-command install · Source
18723.374georgeck-hn-companionmcp · observabilityAnalyzes and processes Hacker News discussions, extracting key insights from comment hierarchies based on engagement metrics for efficient thread…1 forkNo one-command install · Source
18823.374ignissionmcp · observabilityTikTok video analytics and content strategy tools1 forkNo one-command install · Source
18923.374google-cloud-mcpmcp · observabilityEnables management of Google Cloud services including BigQuery, Cloud Logging, Cloud Storage, and Compute Engine via MCP tools.1 forkNo one-command install · Source
19023.374asklokesh-tableaumcp · observabilityIntegrates with Tableau for data visualization and analytics platform connectivity.1 forkNo one-command install · Source
19123.374chu2bard-termlinkmcp · observabilitySecure terminal and filesystem access with configurable command filtering, file operations, and system monitoring.1 forkNo one-command install · Source
19223.374strava-claudemcp · observabilityExposes a single tool for Claude to fetch recent Strava activities, including detailed metrics and lap breakdowns, for automatic training summaries.1 forkNo one-command install · Source
19323.374eruditepay-blockchain-intelligencemcp · observabilityBlockchain analytics tools covering token prices, whale tracking, DeFi, and wallets across multiple networks.1 forkNo one-command install · Source
19423.374mcp-rpmcp · observabilityEnables AI assistants to interact with ReportPortal, covering launches, test items, logs, dashboards, widgets, filters, projects, users, and…1 forkNo one-command install · Source
19523.374icici-mcpmcp · observabilityEnables trading Indian stocks on ICICI Direct through natural conversation with any MCP-compatible AI assistant, featuring automated TOTP login and…1 forkNo one-command install · Source
19623.374thrivestackmcp · observabilityPLG CRM analytics with account engagement, MAU/MTU, and sales lead data.1 forkNo one-command install · Source
19723.374agentic-observability-mcpmcp · observabilityProvides unified AI agent observability including tracing, cost tracking, performance monitoring, anomaly detection, and audit trails via MCP.1 forkNo one-command install · Source
19823.374mesutoezdil-gpumcp · observabilityMonitors GPU metrics via nvidia-smi including VRAM usage, utilization, and temperature.1 forkNo one-command install · Source
19923.374mlintangmz2765-scholarmcp · observabilityProvides structured access to Scopus, OpenAlex, and Unpaywall for AI-driven academic paper discovery, citation tracking, author analytics, and PDF…1 forkNo one-command install · Source
20023.374gh-dbsectrainer-agent-trace-inspectormcp · observabilityLocal-first observability for agent workflows with tool call tracing, token cost estimation, trace comparison, and exportable HTML dashboards.1 forkNo 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