Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 69.489 | xcodetracemcpmcp · observability | Enables AI assistants to record, analyze, and compare Xcode Instruments traces, detect performance bottlenecks and regressions, and provide… | 44 stars | No one-command install · Source | |
| 302 | 69.392 | duolaamengweb3-solana-alpha-trackermcp · observability | Monitor Solana blockchain trading activity from key opinion leaders and custom watchlists, with entry scoring, cluster detection, and real-time… | 5 stars · 7 forks | No one-command install · Source | |
| 303 | 69.349 | sunfmin-go-debuggermcp · observability | Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code… | 11 stars · 4 forks | No one-command install · Source | |
| 304 | 69.000 | prajnaavidya-godot-peekmcp · observability | Bridges Godot game engine with real-time debugging capabilities including scene execution, log monitoring, stack trace analysis, and game control… | 12 stars · 3 forks | No one-command install · Source | |
| 304 | 69.000 | coralogix-mcp-servermcp · observability | A command-line tool for monitoring and analyzing Coralogix logs using the Model Control Protocol, providing tools to query and summarize log data. | 12 stars · 3 forks | No one-command install · Source | |
| 306 | 68.921 | edgedelta-edgedelta-mcp-servermcp · observability | Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines. | 9 stars · 6 forks | No one-command install · Source | |
| 306 | 68.921 | sv-paradexmcp · observability | Integrates with the Paradex perpetual futures trading platform, enabling market data retrieval, account management, order placement, and position… | 9 stars · 6 forks | No one-command install · Source | |
| 306 | 68.921 | kazuph-taskmanager21d7mcp · observability | Enables breaking down complex tasks into manageable steps with queue-based planning and execution, maintaining context across conversations through… | 9 stars · 6 forks | No one-command install · Source | |
| 306 | 68.921 | ikoreyoshii-netbrainmcp · observability | Manage network devices through SSH, Telnet, and SNMP protocols with support for configuration management, topology discovery, and real-time monitoring… | 9 stars · 6 forks | No one-command install · Source | |
| 310 | 68.715 | plonk-mcpmcp · observability | Mac window manager AI agents can drive: see every monitor and window, apply multi-monitor layouts in one call, save and relaunch whole workspaces… | 14 stars · 2 forks | No one-command install · Source | |
| 311 | 68.571 | google-supermcp · observability | Google Super App combines all Google services including Drive, Calendar, Gmail, Sheets, Analytics, Ads, and more, providing a unified platform for… | 4,730 installs | No commit datelisted | No one-command install · Source |
| 312 | 68.220 | agentify-sh-proxmoxmcp · observability | Integrates with Proxmox virtualization platform to monitor cluster health, manage VM and container lifecycles, execute commands within VMs via QEMU… | 10 stars · 4 forks | No one-command install · Source | |
| 313 | 68.063 | k8sautom8-garmin-connectmcp · observability | Comprehensive Garmin Connect integration with 72+ tools for fitness data, health metrics, and AI-powered training recommendations | 7 stars · 6 forks | No one-command install · Source | |
| 313 | 68.063 | lumile-mercadolibremcp · observability | Integrates with MercadoLibre's e-commerce platform to simplify product and seller data retrieval, enabling functions like price monitoring, inventory… | 7 stars · 6 forks | No one-command install · Source | |
| 313 | 68.063 | amitdeshmukh-stdoutmcp · observability | Lightweight server that captures and manages stdout logs from multiple processes through a named pipe system, maintaining a 100-entry log history and… | 7 stars · 6 forks | No one-command install · Source | |
| 316 | 68.021 | graphistry-gpu-visualizationmcp · observability | GPU-accelerated graph visualization and analytics for LLMs. | 11 stars · 3 forks | No one-command install · Source | |
| 316 | 68.021 | zalmotek-jetson-remote-monitormcp · observability | Enables natural language monitoring and control of NVIDIA Jetson boards over a network, providing remote diagnostics and hardware information without… | 11 stars · 3 forks | No one-command install · Source | |
| 316 | 68.021 | rakeshgangwar-formula-one-racing-datamcp · observability | Provides Formula One racing data through FastF1 Python library, enabling access to race calendars, event information, session results, driver… | 11 stars · 3 forks | No one-command install · Source | |
| 319 | 67.906 | graylog-mcpmcp · observability | Enables querying Graylog log management system for messages using natural language, supporting multiple instances and flexible search parameters. | 9 stars · 5 forks | No one-command install · Source | |
| 319 | 67.906 | kukapay-binance-alphamcp · observability | Tracks Binance Alpha trades in real-time by monitoring on-chain DEX router events and provides trading volume analysis and statistics to optimize… | 9 stars · 5 forks | No one-command install · Source | |
| 321 | 67.900 | longbridgemcp · observability | Official Longbridge brokerage MCP for US and HK market data, trading, and portfolio analytics. | 13 stars · 2 forks | No one-command install · Source | |
| 321 | 67.900 | farzadnadiri-can-bus-simulatormcp · observability | Bridges CAN bus networks with virtual ECU simulation and DBC file decoding for automotive diagnostics, signal monitoring, and vehicle data analysis… | 13 stars · 2 forks | No one-command install · Source | |
| 321 | 67.900 | brenoepics-prometheusmcp · observability | Connects to Prometheus monitoring systems for instant and range queries, metric discovery, and metadata retrieval with built-in retries, caching, and… | 13 stars · 2 forks | No one-command install · Source | |
| 321 | 67.900 | kikuchy-pubdev-package-searchmcp · observability | Enables natural language search for Dart and Flutter packages on pub.dev, providing detailed package information, scores, and metrics through… | 13 stars · 2 forks | No one-command install · Source | |
| 325 | 67.778 | vmware-esxi-mcpmcp · observability | Enables management of VMware ESXi hosts and virtual machines through standardized MCP interfaces, supporting host operations, VM lifecycle, resource… | 17 stars · 1 fork | No one-command install · Source | |
| 326 | 67.544 | eclinchermcp · observability | Publish, schedule, moderate your social inbox, and pull analytics across every major network directly from any AI assistant, via Eclincher. | 6 stars · 6 forks | No one-command install · Source | |
| 326 | 67.544 | garmin-connect-mcpmcp · observability | A Model Context Protocol (MCP) server that provides comprehensive access to Garmin Connect data including sleep analytics, health metrics, activities… | 6 stars · 6 forks | No one-command install · Source | |
| 328 | 67.151 | yawamcp · observability | Self-hosted web analytics platform that exposes analytics data via the Model Context Protocol, enabling natural language queries about traffic, page… | 12 stars · 2 forks | No one-command install · Source | |
| 328 | 67.151 | vladyslavmykhailyshyn-prozorromcp · observability | Integrates with Ukraine's Prozorro government procurement system to search and analyze public tender data by entity codes, legal names, and date… | 12 stars · 2 forks | No one-command install · Source | |
| 328 | 67.151 | mundurragacl-amazon-connectmcp · observability | Integrates with Amazon Connect contact center services to manage configuration, cases, contacts, analytics, profiles, campaigns, and AI features with… | 12 stars · 2 forks | No one-command install · Source | |
| 331 | 66.893 | nextdns-mcpmcp · observability | Enables AI assistants to manage NextDNS profiles, settings, logs, analytics, and security configurations through 70+ operations via the Model Context… | 10 stars · 3 forks | No one-command install · Source | |
| 331 | 66.893 | stock-analyzer-mcpmcp · observability | 85 tools for Taiwan + US stock-market analysis — quotes, three major institutional flows, chip data, fundamentals, technical indicators, backtesting… | 10 stars · 3 forks | No one-command install · Source | |
| 331 | 66.893 | nba-stats-mcpmcp · observability | Provides comprehensive NBA statistics via Model Context Protocol, enabling queries for player stats, game scores, team info, and advanced analytics… | 10 stars · 3 forks | No one-command install · Source | |
| 331 | 66.893 | newrelic-mcpmcp · observability | A command-line tool for monitoring and analyzing New Relic application metrics using MCP. | 10 stars · 3 forks | No one-command install · Source | |
| 335 | 66.871 | anycontext-thingsboardmcp · observability | Connects AI to ThingsBoard IoT platforms for retrieving device telemetry data and attributes, enabling monitoring and analysis of IoT device… | 9 stars · 4 forks | No one-command install · Source | |
| 336 | 66.286 | algoliamcp · observability | Integrates with Algolia's search platform using the Go SDK to provide complete access to search operations, A/B testing, analytics, collections… | 28 stars | No commit datelisted | No one-command install · Source |
| 337 | 66.258 | tocharianou-elasticsearchmcp · observability | Integrates with Elasticsearch clusters (versions 5.x-9.x) for security-focused threat detection, anomaly analysis, incident investigation, and… | 8 stars · 5 forks | No one-command install · Source | |
| 337 | 66.258 | avimbu-plausible-analyticsmcp · observability | Connects to Plausible Analytics API to retrieve website metrics like visitors, pageviews, bounce rates, and conversion data across customizable date… | 8 stars · 5 forks | No one-command install · Source | |
| 339 | 66.172 | trainual-tiptap-collaborationmcp · observability | Integrates with Tiptap Collaboration services to manage collaborative documents through CRUD operations, real-time statistics monitoring, content… | 11 stars · 2 forks | No one-command install · Source | |
| 339 | 66.172 | mcp-appstore-connectmcp · observability | Enables AI assistants to manage Apple App Store Connect operations including app management, TestFlight, analytics, reviews, subscriptions, and more… | 11 stars · 2 forks | No one-command install · Source | |
| 341 | 66.032 | mcp-nightscoutmcp · observability | Connects AI assistants to Nightscout for real-time glucose monitoring, analysis, and treatment logging, enabling natural language interaction with CGM… | 4 stars · 6 forks | No one-command install · Source | |
| 342 | 65.543 | windows-admin-mcpmcp · observability | An MCP server that enables AI assistants to manage, monitor, and diagnose Windows systems through 42 tools across 8 modules, including services, event… | 9 stars · 3 forks | No one-command install · Source | |
| 342 | 65.543 | utapyngo-sentry-mcp-rsmcp · observability | Fast and minimal Sentry MCP server written in Rust | 9 stars · 3 forks | No one-command install · Source | |
| 344 | 65.138 | gcorroto-asterisk-s2smcp · observability | Integrates with Asterisk phone systems to enable outbound call operations, conversation monitoring, call history retrieval, and telephony system… | 7 stars · 5 forks | No one-command install · Source | |
| 345 | 65.043 | largefilemcp · observability | Navigate, search, and edit large codebases, logs, and data files that exceed AI context limits. | 10 stars · 2 forks | No one-command install · Source | |
| 345 | 65.043 | adityamparikh-solrmcp · observability | Integrates with Apache Solr to provide search, indexing, and collection management capabilities including advanced filtering, faceting, pagination… | 10 stars · 2 forks | No one-command install · Source | |
| 345 | 65.043 | joodascode-slopwatchmcp · observability | Tracks implementation claims versus actual delivery by monitoring file content changes, verifying code modifications through content analysis, and… | 10 stars · 2 forks | No one-command install · Source | |
| 348 | 64.707 | masondelan-selvedgemcp · observability | Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then… | 23 stars | No one-command install · Source | |
| 349 | 64.619 | plausible-mcpmcp · observability | Enables querying Plausible Analytics data for website statistics, traffic, engagement, and conversions through natural language, with support for… | 6 stars · 5 forks | No one-command install · Source | |
| 349 | 64.619 | leftspin-xcode-diagnosticsmcp · observability | Extracts and parses Xcode build errors and warnings from DerivedData logs, providing structured diagnostic information with file paths, line numbers… | 6 stars · 5 forks | No one-command install · Source | |
| 351 | 63.952 | alexifeng-chat-loggermcp · observability | Saves chat conversations as formatted Markdown files with timestamps and role information for record-keeping and analysis. | 5 stars · 5 forks | No one-command install · Source | |
| 352 | 63.942 | cursor-background-composermcp · observability | Integrates with Cursor's Background Composer functionality to create, manage, and monitor automated coding tasks with support for task descriptions… | 21 stars | No commit datelisted | No one-command install · Source |
| 353 | 63.896 | meta-ads-manager-mcpmcp · observability | Enables users to create, manage, and monitor Meta (Facebook/Instagram) ad campaigns directly from Claude using natural language. | 8 stars · 3 forks | No one-command install · Source | |
| 353 | 63.896 | grafana-fastmcp-servermcp · observability | Enables MCP-compatible agents to interact with Grafana instances for searching, creating, and updating dashboards, exploring logs via Loki, querying… | 8 stars · 3 forks | No one-command install · Source | |
| 353 | 63.896 | mezmo-mcpmcp · observability | Mezmo MCP is a remote MCP server that connects AI assistants and IDE chat to Mezmo so you can run advanced root-cause analysis, discover pipelines… | 8 stars · 3 forks | No one-command install · Source | |
| 353 | 63.896 | rds-mcpmcp · observability | Enables monitoring and analysis of Amazon RDS (MySQL, PostgreSQL) instances, metrics, and slow query logs via natural language. | 8 stars · 3 forks | No one-command install · Source | |
| 353 | 63.896 | ecs-mcpmcp · observability | Monitor and analyze AWS ECS services, including service status, CloudWatch metrics, and load balancer integration. | 8 stars · 3 forks | No one-command install · Source | |
| 358 | 63.694 | openobserve-mcp-servermcp · observability | Enables querying logs, traces, and metrics from multiple OpenObserve instances via MCP tools, with parallel execution, batching, and caching. | 9 stars · 2 forks | No one-command install · Source | |
| 358 | 63.694 | augmented-nature-bioontologymcp · observability | Integrates with BioPortal's API to search, annotate, and explore over 1,200 biological ontologies including medical terminologies like NCIT, DOID, and… | 9 stars · 2 forks | No one-command install · Source | |
| 358 | 63.694 | plotly-mcp-cursormcp · observability | Enables creating Plotly charts from natural language in Cursor, supporting a wide variety of trace types with full customization. | 9 stars · 2 forks | No one-command install · Source | |
| 358 | 63.694 | mcp-lcu-servermcp · observability | Enables interaction with Linux system operations via MCP, including CPU, memory, processes, storage, filesystem, hardware, network, monitoring, and… | 9 stars · 2 forks | No one-command install · Source | |
| 362 | 63.439 | kunihiros-patsnapmcp · observability | Integrates with PatSnap's patent analytics API to provide structured access to patent trends, competitive intelligence, and innovation research… | 7 stars · 4 forks | No one-command install · Source | |
| 363 | 63.401 | autario-data-analytics-platformmcp · observability | Access 2,300+ verified public datasets from World Bank, IMF, Eurostat, OECD, WHO, FRED, and more. Search, query, and publish data visualizations with… | 5,089 installs | No commit datelisted | No one-command install · Source |
| 364 | 63.368 | rc-enginemcp · observability | An AI-native product development pipeline that guides users from idea to shipping with structured research, architecture, build, validation, and… | 1 star · 7 forks | No one-command install · Source | |
| 365 | 63.155 | quantoraclemcp · observability | Calculate options pricing, derivatives metrics, and risk management analytics. | 11 stars · 1 fork | No one-command install · Source | |
| 365 | 63.155 | antseer-openweb3datamcp · observability | Web3 data platform providing 100+ real-time on-chain analytics tools for DeFi, CeFi, TradFi, and crypto market intelligence. | 11 stars · 1 fork | No one-command install · Source | |
| 367 | 62.472 | console-stream-mcpmcp · observability | Enables AI coding agents to access live console logs, errors, and network requests from web applications via a local WebSocket connection, without… | 18 stars | No one-command install · Source | |
| 368 | 62.111 | sifflet-mcpmcp · observability | Enables data observability operations with the Sifflet platform. Supports exploring assets, monitors, incidents, generating monitor-as-code YAML from… | 7 stars · 3 forks | No one-command install · Source | |
| 368 | 62.111 | sapientpants-deepsourcemcp · observability | Integrates with DeepSource's code quality platform to provide access to project metrics, issues, and analysis results for monitoring and… | 7 stars · 3 forks | No one-command install · Source | |
| 368 | 62.111 | sequential-thinking-ultramcp · observability | Enhances reasoning capabilities through Sequential Thinking Ultra system with quality metrics, bias detection, and multi-mode analysis patterns… | 7 stars · 3 forks | No one-command install · Source | |
| 368 | 62.111 | gabbo01-zeekmcp · observability | Provides a bridge between Zeek network security monitor and language models for executing PCAP file analysis, log parsing, and converting tabular… | 7 stars · 3 forks | No one-command install · Source | |
| 368 | 62.111 | moonbirdai-amplitude-analyticsmcp · observability | Track analytics events in Amplitude, supporting custom events, page views, user properties, and revenue tracking. | 7 stars · 3 forks | No one-command install · Source | |
| 368 | 62.111 | solana-defi-analytics-mcp-servermcp · observability | Provides comprehensive analytics and insights for Solana wallets and their DeFi activities, including transaction tracking, DeFi position monitoring… | 7 stars · 3 forks | No one-command install · Source | |
| 374 | 62.046 | download-mcpmcp · observability | Enables AI models to manage file downloads with multi-threading, progress monitoring, and task control through standardized MCP interfaces. | 8 stars · 2 forks | No one-command install · Source | |
| 375 | 62.026 | swanlab-mcpmcp · observability | Enables read-only access to SwanLab workspaces, projects, runs, and metrics through the Model Context Protocol. | 10 stars · 1 fork | No one-command install · Source | |
| 375 | 62.026 | paulsmith-tailscale-network-monitormcp · observability | Provides read-only access to your Tailscale network for monitoring connected devices, checking network status, running diagnostics, and querying exit… | 10 stars · 1 fork | No one-command install · Source | |
| 377 | 61.934 | rollinggo-hotel-mcpmcp · observability | Enables AI agents to search, compare, and book hotels worldwide through natural language, with real-time pricing and availability, plus price… | 17 stars | No one-command install · Source | |
| 378 | 61.362 | pranavj17-graylogmcp · observability | Search Graylog logs by timestamps, filter by streams, and debug production issues. | 6 stars · 4 forks | No one-command install · Source | |
| 378 | 61.362 | nimblebraininc-folkmcp · observability | Integrates with Folk CRM for contact and company management, note-taking, reminder scheduling, and interaction logging with optimized token usage. | 6 stars · 4 forks | No one-command install · Source | |
| 378 | 61.362 | hubblevision-solanamcp · observability | Provides a bridge to Solana blockchain data through natural language queries, enabling analytics searches, chart generation, and image downloads for… | 6 stars · 4 forks | No one-command install · Source | |
| 381 | 60.852 | respan-mcp-servermcp · observability | Enables AI assistants to access and manage Respan logs, traces, customers, and prompts for monitoring and management. | 1 star · 6 forks | No one-command install · Source | |
| 382 | 60.684 | laggyzee-genesys-cloudmcp · observability | Read-only access to Genesys Cloud contact center data with tools for queue metrics, agent analytics, conversation records, speech analysis, and… | 15 stars | No one-command install · Source | |
| 383 | 60.677 | livetapmcp · observability | LiveTap connects live data streams (MQTT, WebSocket, file tailing) to AI coding agents, enabling real-time monitoring and alerting through natural… | 9 stars · 1 fork | No one-command install · Source | |
| 383 | 60.677 | pilotops-mcpmcp · observability | Enables AI-driven incident response by connecting Claude to monitoring tools like Prometheus, Grafana, Loki, PagerDuty, and Slack for automated… | 9 stars · 1 fork | No one-command install · Source | |
| 383 | 60.677 | wot-mcpmcp · observability | Bridges Web of Things (WoT) devices to AI assistants via MCP, enabling discovery, monitoring, and control of IoT devices through natural language. | 9 stars · 1 fork | No one-command install · Source | |
| 383 | 60.677 | querypie-database-access-controlmcp · observability | Provides a secure interface for monitoring and managing privileged database access, enabling administrators to review logs, detect security anomalies… | 9 stars · 1 fork | No one-command install · Source | |
| 383 | 60.677 | sparkplug-mcp-servermcp · observability | Enables natural language interaction with industrial IoT devices using Sparkplug B, allowing users to query real-time data, analyze historical… | 9 stars · 1 fork | No one-command install · Source | |
| 388 | 60.262 | iris-evalmcp · observability | Agent evaluation and observability with trace logging, quality scoring, and cost tracking. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | mackerel-mcp-servermcp · observability | Enables interaction with the Mackerel monitoring platform, providing tools to manage alerts, hosts, dashboards, services, monitors, and traces. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | sisensemcp · observability | Query Sisense analytics dashboards and retrieve actionable business intelligence insights. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | shensi8312-blogburstmcp · observability | Autonomous AI social media marketing agent for content generation, auto-pilot publishing, and analytics across 9 platforms. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | tailpipe-mcpmcp · observability | Connects AI assistants to cloud and SaaS logs via Tailpipe, enabling natural language querying and analysis of log data. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | kommomcpmcp · observability | AI-powered CRM assistant for Kommo/amoCRM that provides natural language management via Telegram bot and MCP protocol, enabling analytics, entity… | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | yerbymatey-opentronsmcp · observability | Integrates with Opentrons laboratory robots to enable natural language control of protocol upload, run management, hardware operations, and system… | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | humio-mcpmcp · observability | A Model Context Protocol (MCP) server implementation for Humio, enabling integration with Humio's logging and analytics platform. | 7 stars · 2 forks | No one-command install · Source | |
| 388 | 60.262 | jonafly-rednotemcp · observability | Provides a bridge to Xiaohongshu (Red Note) social media platform for retrieving note details, analyzing trends, and monitoring content without manual… | 7 stars · 2 forks | No one-command install · Source | |
| 397 | 60.035 | antonio-mello-ai-pfsensemcp · observability | Manage pfSense firewalls through AI assistants with rules, DHCP, DNS, and monitoring tools. | 6 stars · 3 forks | No one-command install · Source | |
| 397 | 60.035 | football-data-mcpmcp · observability | Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team… | 6 stars · 3 forks | No one-command install · Source | |
| 397 | 60.035 | vfcastr-zabbixmcp · observability | Zabbix 7.0 LTS monitoring integration with CRUD operations across all major entities. | 6 stars · 3 forks | No one-command install · Source | |
| 397 | 60.035 | laveeshb-azure-logic-appsmcp · observability | Debug workflows, manage runs, and author Azure Logic Apps configurations. | 6 stars · 3 forks | 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.