Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 38.412 | whenlabs-whenmcp · observability | Developer toolkit bundling six tools for documentation drift detection, environment validation, port conflict resolution, and performance monitoring. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | jira-alerts-mcpmcp · observability | Enables interaction with Jira Service Management Operations alerts and on-call schedules, including searching alerts, reading notes and activity logs… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | zw008-vmware-storagemcp · observability | VMware vSphere storage management covering datastores, iSCSI configuration, and vSAN health monitoring. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | signalfusemcp · observability | Fused crypto trading signals combining sentiment analysis, macro regime classification, and market structure metrics. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | akshatnerella-arduinomcp · observability | Arduino CLI integration for board detection, sketch compilation, upload, serial monitoring, and pin references. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | dsh-plugin-xquantmcp · observability | Integrates xquant's quantitative research MCP into DeepSeek Harness, enabling querying of factors, strategy logic, and historical data with research… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | blacktwist-blacktwistmcp · observability | Social media management for Threads and Bluesky with post scheduling, analytics, and team collaboration. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | kenosinc-digilent-waveformsmcp · observability | Control Digilent WaveForms instruments including oscilloscope, AWG, and logic analyzer. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | ihalentmcp · observability | Turns Turkish public-tender result notices into structured records and provides analytics on firm history, discount distributions, and competition… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | jrelph-ripe-atlasmcp · observability | Integrates RIPE Atlas for creating and managing distributed internet network measurements including ping, traceroute, and DNS probes. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | bible-climcp · observability | Offline command-line toolkit for biblical study, allowing AI agents to access original-language texts, perform morphological searches… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | sourjya-tracepulsemcp · observabilityalso listed as tracepulse | Monitors dev server runtime output and parses errors into structured events for AI coding agents. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | zoom-searchmcp · observability | MCP search and evidence tool for AI agents. Rewrites queries, zooms into source domains, and returns sourced answers with metrics. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | us-all-unifimcp · observability | Community MCP integration for Ubiquiti UniFi, enabling AI agents to analyze network fleet health, anomaly detection, and cross-site analytics. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | mcp-ev-digital-twin-agentmcp · observability | An AI-powered EV Digital Twin platform for battery health monitoring, predictive maintenance, fleet analytics, and intelligent decision support using… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | appmetrica-mcpmcp · observability | MCP server for Yandex AppMetrica analytics, enabling Claude to access reports, raw event logs, crash data, and push notification campaigns. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | adif-mcpmcp · observabilityalso listed as qso-graph-adif | Provides safe, typed access to Amateur Radio logging data with ADIF validation, parsing, spec search, and geospatial utilities for Maidenhead… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | vmandic-search-consolemcp · observability | Read-only access to Google Search Console analytics and URL inspection tools. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | codex-sentry-mcpmcp · observability | Bridges OpenAI Codex with Sentry to automatically fetch, analyze, and fix errors using AI. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | wireboard-mcpmcp · observability | Enables LLM agents to query real-time and historical analytics from WireBoard, allowing natural language questions about visitors, events, and site… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | dolphprefect-pawsiftmcp · observability | Bridges Android Logcat output to AI assistants with intelligent filtering, hierarchical grouping, and surgical querying tools. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | localseodatamcp · observability | AI assistant access to 42 local SEO tools including SERP tracking, review monitoring, and keyword research. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | dragogargo-mcp-sysmonmcp · observability | Local system monitoring — CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | gh-pijusz-mailtrapmcp · observability | Comprehensive Mailtrap integration with 48 tools covering analytics, email logs, contacts, templates, sandbox testing, domains, and account… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | gamladz-surfa-analyticsmcp · observability | Queries Surfa Analytics traffic data using natural language for session metrics, event filtering, latency analysis, and performance insights. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | repl-mcpmcp · observability | Enables creation and management of persistent REPL sessions for various languages and shells, with web-based monitoring and session recovery… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | actions-pulsemcp · observabilityalso listed as actionspulse | Real-time GitHub Actions observability with DORA Metrics, Cost Analysis, and CI/CD Health dashboards. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | bcfmtolgahan-prometheusmcp · observability | Production-grade Prometheus integration providing specialized tools for monitoring operations, query execution, alert management, target monitoring… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | cncf-tech-advisor-mcpmcp · observability | Enables querying the CNCF landscape to search for projects, get detailed information, GitHub metrics, maturity status, and case studies for technology… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | aoutpost2-getoutpostmcp · observability | Access real-time Indian options market data and volatility analytics | 3 stars | No one-command install · Source | |
| 601 | 38.412 | arjunkrish7356-math-toolsmcp · observability | Provides six fundamental mathematical operations including addition, subtraction, multiplication, division, exponentiation, and logarithm calculation… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | pengcunfu-http-request-testingmcp · observability | Provides HTTP request testing capabilities with comprehensive method support and specialized raw request tools that preserve payloads for security… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | djeknet-firelinksmcp · observability | Integrates with Firelinks URL shortening platform to create and manage branded short links, configure custom domains with SSL, track detailed click… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | mcp-jenkins-intelligencemcp · observability | Enables natural language interfaces for complex Jenkins pipeline operations, including monitoring, analysis, and optimization through AI-powered… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | sanketskasar-hubspotmcp · observability | Integrates with HubSpot CRM to manage contacts, companies, deals, and associations while providing pipeline analysis and lead scoring capabilities… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | nstrayer-simple-commandsmcp · observability | Enables execution of predefined developer commands and management of long-running processes through JSON configuration with automatic daemon control… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | server-watch-mcpmcp · observability | A CLI wrapper that monitors and captures output from any running command and exposes it as an MCP server, providing tools to retrieve and search logs. | 3 stars | No one-command install · Source | |
| 601 | 38.412 | garmincnmcp · observability | Connects to Garmin Connect platform for Chinese users, enabling secure access to fitness tracking, health metrics, and activity data from Garmin… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | shubhamprajapati7748-zerodha-trademcp · observability | Integrates with Zerodha's trading platform to enable real-time stock trading operations including profile viewing, portfolio monitoring, and order… | 3 stars | No one-command install · Source | |
| 601 | 38.412 | isaacphi-filesystemmcp · observability | Exposes local filesystem as resources to Claude, enabling real-time browsing, reading, and monitoring of files with automatic change detection and… | 3 stars | No one-command install · Source | |
| 644 | 38.066 | datadog-mcp-servermcp · observability | A comprehensive read-only MCP server for Datadog, providing 117 tools to query logs, APM, metrics, monitors, dashboards, SLOs, and more, with zero… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | trainingpeaks-mcpmcp · observability | Enables querying workouts, fitness metrics (CTL/ATL/TSB), and power personal records from TrainingPeaks using natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | gh-njoerd114-kubecon-eu-2026mcp · observability | Agentic schedule planner and conference guide for KubeCon + CloudNativeCon Europe 2026 with live session data, party optimizer, and travel logistics. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | tradeparadex-paradexmcp · observability | Official integration with Paradex perpetual futures trading platform for market data, account management, order placement, vault operations, and… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | augustas11-antfeedmcp · observability | Analytics and transaction interface for the AntSeed P2P AI services network. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | prufamcp · observability | Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent +… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | measure-eventsmcp · observability | Privacy-first web analytics with pageviews, referrers, trends, and AI-powered insights. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | loglymcp · observability | Query Logly web analytics for traffic data, funnels, and real-time visitor counts from any MCP client. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | qso-graph-qrzmcp · observability | QRZ.com callsign lookups, DXCC resolution, and logbook queries with rate limiting. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | 98lukehall-renounmcp · observability | Structural risk telemetry for crypto markets, classifying regimes as bounded, active, or unstable with stability half-life predictions. | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | miratcan-simsarmcp · observability | Provides real-time cryptocurrency market data, technical indicators, sentiment metrics, futures data, and economic calendar events for trading… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | ya-metrics-mcpmcp · observability | MCP server for Yandex Metrika analytics, enabling AI assistants to access traffic, content, demographics, conversion, e-commerce, and drill-down… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | courtneyr-dev-wordpress-tracmcp · observability | Integrates with WordPress.org Trac instances across Core, Meta, Plugins, Themes, bbPress, BuddyPress, and GlotPress to search tickets, retrieve… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | consolecowboy0-iracing-telemetrymcp · observability | Integrates with iRacing SDK to provide real-time telemetry streaming, racing performance analysis, car spotting, lap evaluation, and contextual… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | waterticket-rhymix-cmsmcp · observability | Integrates with the Rhymix CMS platform to expose CMS functionality and custom business logic through streamable HTTP transport with automatic tool… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | gilberth-enhanced-homeassistantmcp · observability | Integrates with Home Assistant smart home platform to provide comprehensive device control, automation management, historical analysis, and system… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | savignano-vscode-simple-browsermcp · observability | Enables web interaction through VS Code's Simple Browser with tools for opening URLs, navigating pages, executing JavaScript, and monitoring console… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | javader-sentrymcp · observability | Connects to Sentry.io for error monitoring and debugging, enabling retrieval and analysis of specific issues or entire project lists with detailed… | 2 stars · 1 fork | No one-command install · Source | |
| 644 | 38.066 | bcharleson-cursor-sound-notificationsmcp · observability | Plays customizable audio notifications when code generation completes in the Cursor editor, eliminating the need to visually monitor for completions. | 2 stars · 1 fork | No one-command install · Source | |
| 663 | 37.460 | zarqmcp · observability | Evaluate crypto token safety with real-time trust scores and structural risk signals. Identify potential market distress and impending collapses to… | 958 installs | No commit datelisted | No one-command install · Source |
| 664 | 35.443 | gh-elliotjames-paschal-bellwether-metricsmcp · observability | Live prediction market data from Polymarket and Kalshi with VWAP pricing and reportability. | 2 forks | No one-command install · Source | |
| 664 | 35.443 | thruk-mcpmcp · observability | Enables natural language interaction with Thruk monitoring systems, allowing users to query hosts/services, schedule downtimes, acknowledge problems… | 2 forks | No one-command install · Source | |
| 664 | 35.443 | kpi-monitoring-mcp-servermcp · observability | MCP server providing data analytics tools for AI agents to load, clean, analyze data, generate charts and dashboards. | 2 forks | No one-command install · Source | |
| 664 | 35.443 | kyc-mcp-servermcp · observability | Comprehensive system diagnostics and monitoring server providing detailed hardware information, performance metrics, and optimization recommendations. | 2 forks | No one-command install · Source | |
| 664 | 35.443 | datadog-mcp-server-2mcp · observability | A Model Context Protocol (MCP) server that provides comprehensive Datadog monitoring capabilities, enabling Claude to manage CI/CD pipelines, analyze… | 2 forks | No one-command install · Source | |
| 664 | 35.443 | codyde-file-toolmcp · observability | Provides file system operations for reading, creating, and listing files on the local file system, with performance monitoring through Sentry… | 2 forks | No one-command install · Source | |
| 670 | 32.381 | shipping-ratesmcp · observability | Calculate and compare global shipping costs including detention, demurrage, and local port charges. Access real-time inland haulage rates and CFS fees… | 1,820 installs | No commit datelisted | No one-command install · Source |
| 671 | 32.223 | minecraft-admin-mcpmcp · observability | A lightweight, self-hosted MCP server that provides a small set of administration tools for a single Minecraft Java Edition server, including… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | kerbal-space-program-mcpmcp · observability | Enables building and flying rockets in Kerbal Space Program 1.x via MCP, providing editor, flight control, and real-time telemetry tools without… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | easypanel-mcp-servermcp · observability | MCP Server for full Easypanel control via Claude Code, Cursor, and Claude Desktop. Provides 37 tools for deploy, logs, env vars, domains, databases… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | geiserx-duplicacymcp · observability | Monitor Duplicacy backup status and Prometheus metrics via MCP. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | sequenzymcp · observability | Manage subscribers, campaigns, sequences, templates, and analytics for email marketing automation. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | marktplaats-mcpmcp · observability | Enables AI agents to search and monitor Dutch and Belgian classifieds (Marktplaats and 2dehands) for listings, seller profiles, and categories. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | berserk-mcpmcp · observability | Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | logic-analyzer-mcpmcp · observability | AI-driven USB logic analyzer control via FastMCP. Captures digital traces, decodes UART/I2C/SPI, and exports VCD for PulseView, supporting sigrok… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | codecanvas-mcpmcp · observability | Provides local static-analysis tools for Python that let coding agents trace call paths, branch guards, side effects, and change impact, producing… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | statearkmcp · observability | Saves the current state of a project — decisions, rejected approaches, open questions and the actual files — and hands it to any new chat, so you… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | solarnetworkmcp · observability | Enables AI agents to query live solar telemetry from public SolarNetwork sites, detect dated equipment faults with peer-relative analysis, and… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | lanchumcp · observability | A control panel and coordination system for AI agents, enabling scope control, real-time monitoring, and audit trails without requiring programming… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | humblebeeai-hubstaffmcp · observability | Access to Hubstaff time tracking, activity logs, and task management for teams. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | warrantedmcp · observability | Makes AI research agents accountable by giving every conclusion a traceable argument graph. Provides a persistent argument graph where claims require… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | mavlink-mcpmcp · observability | Connects AI agents to MAVLink drones (PX4, ArduPilot) via a capability layer with safety guardrails, enabling telemetry, flight control, and mission… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | rollimcp · observability | Social media search, expert discovery, and analytics across X, Reddit, YouTube, and more. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | selinemcp · observability | Privacy-focused website and product analytics with visitor journeys, funnels, revenue attribution, and churn detection. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | mcp-telemetrymcp · observability | Streams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | visor-mcpmcp · observability | Enables Claude Code to see and control a Meta Quest headset via ADB, providing tools for screenshots, logs, performance monitoring, app management… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | agentaudit-mcpmcp · observability | Provides an immutable, tamper-evident audit trail for AI agents, enabling event logging with cryptographic chaining, search, verification, and… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | code-wheel-drupal-toolsmcp · observability | Drupal module providing read-only analysis tools for site health monitoring, content management, configuration inspection, user administration, and… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | cceniam-robot-framework-logmcp · observability | Analyze Robot Framework test results from output.xml and output.json files with structured views. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | search-analyticsmcp · observability | Integrates Google Search Console and Google Analytics 4 data through unified tools for search analytics, traffic overviews, page performance analysis… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | huawei-lts-skillmcp · observability | Enables interaction with Huawei Cloud Log Tank Service (LTS) through natural language, supporting log group listing, log search, and other LTS… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | confirm-mcpmcp · observability | Provides a human-approval tool for MCP-compatible agents, pausing execution until a human approves or edits the action, with every decision logged. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | devops-agent-networkingmcp · observability | Enables DevOps Agent to troubleshoot VPC networking problems by running live probes (dig, nc, ping, traceroute) via SSM and querying VPC Flow Logs via… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | english-tutor-mcpmcp · observability | Enables English language practice by silently logging messages and providing reports on recurring grammar patterns without interrupting conversation. | 2 stars | No one-command install · Source | |
| 671 | 32.223 | patrickheneise-rivianmcp · observability | Integrates with Rivian's electric vehicle platform to monitor battery levels, track location, and control remote operations like door locks and… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | price-watchmcp · observability | A dated log of SaaS price changes across 494 tools: old price, new price and verification date for every move, plus category-level pulse and the… | 2 stars | No one-command install · Source | |
| 671 | 32.223 | us-all-datadogmcp · observability | Community MCP integration for Datadog, giving AI agents access to metrics, monitors, logs, APM, RUM, incidents, and CI/CD data. | 2 stars | 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.