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 | 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 | |
| 301 | 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 | |
| 303 | 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 | |
| 303 | 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 | |
| 303 | 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 | |
| 303 | 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 | |
| 307 | 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 | |
| 308 | 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 |
| 309 | 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 | |
| 309 | 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 | |
| 311 | 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 | |
| 311 | 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 | |
| 313 | 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 | |
| 314 | 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 | |
| 314 | 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 | |
| 316 | 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 | |
| 317 | 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 | |
| 317 | 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 | |
| 317 | 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 | |
| 320 | 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 | |
| 321 | 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 | |
| 321 | 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 | |
| 323 | 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 | |
| 324 | 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 |
| 325 | 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 | |
| 325 | 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 | |
| 325 | 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 | |
| 325 | 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 | |
| 325 | 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 | |
| 330 | 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 | |
| 330 | 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 | |
| 330 | 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 | |
| 330 | 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 | |
| 334 | 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 | |
| 335 | 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 |
| 336 | 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 | |
| 337 | 63.155 | quantoraclemcp · observability | Calculate options pricing, derivatives metrics, and risk management analytics. | 11 stars · 1 fork | No one-command install · Source | |
| 337 | 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 | |
| 339 | 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 | |
| 340 | 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 | |
| 340 | 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 | |
| 340 | 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 | |
| 340 | 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 | |
| 340 | 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 | |
| 340 | 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 | |
| 346 | 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 | |
| 347 | 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 | |
| 347 | 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 | |
| 349 | 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 | |
| 350 | 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 | |
| 350 | 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 | |
| 350 | 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 | |
| 353 | 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 | |
| 354 | 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 | |
| 355 | 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 | |
| 355 | 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 | |
| 355 | 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 | |
| 355 | 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 | |
| 355 | 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 | |
| 360 | 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 | |
| 360 | 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 | |
| 360 | 60.262 | sisensemcp · observability | Query Sisense analytics dashboards and retrieve actionable business intelligence insights. | 7 stars · 2 forks | No one-command install · Source | |
| 360 | 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 | |
| 360 | 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 | |
| 360 | 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 | |
| 360 | 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 | |
| 360 | 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 | |
| 360 | 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 | |
| 369 | 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 | |
| 369 | 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 | |
| 369 | 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 | |
| 369 | 60.035 | laveeshb-azure-logic-appsmcp · observabilityalso listed as logicapps-mcp | Debug workflows, manage runs, and author Azure Logic Apps configurations. | 6 stars · 3 forks | No one-command install · Source | |
| 369 | 60.035 | phuongrealmax-code-guardianmcp · observability | AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated… | 6 stars · 3 forks | No one-command install · Source | |
| 369 | 60.035 | mcp-glitchtipmcp · observability | Integrates GlitchTip error monitoring with AI assistants, enabling them to fetch, analyze, and debug issues from your GlitchTip instance. | 6 stars · 3 forks | No one-command install · Source | |
| 369 | 60.035 | lyuboslavlyubenov-analyze-soliditymcp · observability | Analyzes Solidity smart contracts through AST parsing to trace function execution flows, variable interactions, state changes, and external contract… | 6 stars · 3 forks | No one-command install · Source | |
| 369 | 60.035 | drdroidlab-grafanamcp · observability | Integrates with Grafana's monitoring platform to query metrics via PromQL, search logs through Loki, execute dashboard panels with template variables… | 6 stars · 3 forks | No one-command install · Source | |
| 378 | 59.814 | agentic-ledgermcp · observability | Lets agents query their own usage ledger captured by the Agentic Ledger proxy: sessions with full call traces, costs, loop runs, and stuck-loop flags… | 5 stars · 4 forks | No one-command install · Source | |
| 378 | 59.814 | cuongdev-codepipelinemcp · observability | Enables AI assistants to manage and monitor AWS CodePipeline services through natural language commands, providing tools for pipeline execution… | 5 stars · 4 forks | No one-command install · Source | |
| 378 | 59.814 | fleet-mcpmcp · observabilityalso listed as simplyminimal-fleet | Enables AI assistants to interact with Fleet Device Management for device management, security monitoring, and compliance enforcement through the… | 5 stars · 4 forks | No one-command install · Source | |
| 378 | 59.814 | pebbletek-cribl-streammcp · observability | Integrates with Cribl Stream deployments to enable management of configurations, pipelines, sources, and system metrics for DevOps teams and data… | 5 stars · 4 forks | No one-command install · Source | |
| 383 | 59.040 | spanlens-mcpmcp · observability | MCP-native LLM observability. Query your Spanlens traces, stats, cost anomalies, and savings from Cursor, Claude Desktop, or any MCP client. Open… | 13 stars | No one-command install · Source | |
| 383 | 59.040 | carloshpdoc-memory-detectivemcp · observability | iOS memory leak detection and performance profiling via MCP — analyzes memgraph cycles, .trace files, and SourceKit-LSP for fix suggestions. | 13 stars | No one-command install · Source | |
| 383 | 59.040 | xiaolai-writers-aidmcp · observability | Manuscript analysis with semantic search, readability metrics, structure validation, terminology consistency checking, and duplicate content detection… | 13 stars | No commit datelisted | No one-command install · Source |
| 386 | 59.029 | etw-mcpmcp · observabilityalso listed as nijosmsft-wpr-trace-analyzer | Enables AI assistants to analyze Windows WPR/ETW traces (.etl files) using natural language queries, with features like auto-summary, CPU sampling… | 8 stars · 1 fork | No one-command install · Source | |
| 386 | 59.029 | aplaceforallmystuff-piholemcp · observability | Manage DNS blocking, monitor traffic stats, and control whitelist/blacklist for Pi-hole v6 | 8 stars · 1 fork | No one-command install · Source | |
| 386 | 59.029 | gh-darshjoshi-pitwall-f1mcp · observability | Provides real-time and historical Formula 1 telemetry, race results, strategy data, and visual plots from 75 years of racing history. | 8 stars · 1 fork | No one-command install · Source | |
| 386 | 59.029 | lwtlong-ai-dev-analyticsmcp · observability | An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules. | 8 stars · 1 fork | No one-command install · Source | |
| 386 | 59.029 | pratham-mishra04-trailmcp · observability | Capture stdout and stderr from any process into per-session JSONL files and expose those logs to AI coding agents for real-time debugging assistance. | 8 stars · 1 fork | No one-command install · Source | |
| 392 | 58.969 | kiranreddi-sentinel-dvmcp · observability | Security-first access to SystemVerilog/UVM/cocotb verification intelligence with 14 specialized tools for test analysis, coverage metrics, assertion… | 4 stars · 4 forks | No one-command install · Source | |
| 392 | 58.969 | firesh-sslmonmcp · observability | Monitors SSL certificates and domain registrations with real-time certificate validation and WHOIS lookups to track expiration dates, registrar… | 4 stars · 4 forks | No one-command install · Source | |
| 392 | 58.969 | tilt-mcp-servermcp · observability | Enables LLMs and AI assistants to interact with Tilt development environments, providing tools to list resources, fetch logs, and monitor status. | 4 stars · 4 forks | No one-command install · Source | |
| 392 | 58.969 | ansible-aapmcp · observability | Enables LLMs to discover and launch Ansible job templates on Ansible Automation Platform, monitor job status, and retrieve outputs. | 4 stars · 4 forks | No one-command install · Source | |
| 396 | 58.290 | muninmcp · observability | An open-source, headless HubSpot alternative that exposes CRM, conversations, CMS, knowledge base, outreach, and analytics as MCP tools for AI agents… | 12 stars | No one-command install · Source | |
| 397 | 58.185 | yyordanov-tradu-stock-scannermcp · observability | Real-time stock and cryptocurrency market data with technical analysis, options flow, and insider trading monitoring. | 6 stars · 2 forks | No one-command install · Source | |
| 397 | 58.185 | ue-audio-mcpmcp · observability | Enables AI-powered game audio creation for Unreal Engine 5.7, integrating Wwise, MetaSounds, and Blueprint through MCP tools to generate DSP graphs… | 6 stars · 2 forks | No one-command install · Source | |
| 397 | 58.185 | appnova-app-store-connect-mcpmcp · observability | Enables managing your iOS app's entire lifecycle with natural language through App Store Connect, offering 48 tools across 14 categories for ASO… | 6 stars · 2 forks | No one-command install · Source | |
| 397 | 58.185 | gensecai-sonicwallmcp · observability | Integrates with SonicWall firewalls to provide natural language log analysis, threat detection, connection searching, and security statistics with… | 6 stars · 2 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.