Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 60.035 | logicapps-mcpmcp · observability | Enables managing and debugging Azure Logic Apps through natural language, with tools for listing, debugging, creating, updating, and deleting… | 6 stars · 3 forks | No one-command install · Source | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 401 | 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 | |
| 406 | 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 | |
| 406 | 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 | |
| 406 | 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 | |
| 406 | 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 | |
| 411 | 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 | |
| 411 | 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 | |
| 411 | 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 |
| 414 | 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 | |
| 414 | 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 | |
| 414 | 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 | |
| 414 | 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 | |
| 414 | 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 | |
| 420 | 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 | |
| 420 | 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 | |
| 420 | 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 | |
| 420 | 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 | |
| 424 | 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 | |
| 425 | 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 | |
| 425 | 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 | |
| 425 | 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 | |
| 425 | 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 | |
| 425 | 58.185 | jakenuts-solarwinds-observability-logsmcp · observability | Integrates with SolarWinds Observability logs, providing tools for searching, visualizing, and analyzing log data with advanced filtering options and… | 6 stars · 2 forks | No one-command install · Source | |
| 430 | 57.754 | mackenly-fathom-analyticsmcp · observability | Integrates with Fathom Analytics to retrieve account information, manage sites, track events, generate reports, and monitor real-time visitor data… | 3 stars · 4 forks | No one-command install · Source | |
| 431 | 57.729 | opencode-cc-toolmcp · observability | Enables Claude Code to dispatch opencode CLI tasks as background processes with immediate task handle return, status polling, and result retrieval… | 7 forks | No one-command install · Source | |
| 432 | 57.364 | tantiope-datadogmcp · observability | Full Datadog API access for monitors, logs, metrics, traces, dashboards, and observability workflows | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | incu6us-loki-mcp-servermcp · observability | An MCP server for querying Grafana Loki directly with a discovery-first workflow — labels, values, series, and LogQL queries without requiring… | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | vtlk-tradingview-pinescript-backtestmcp · observability | Runs TradingView PineScript strategy backtests and returns performance metrics. | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | rize-io-mcp-servermcp · observability | Integrates Rize.io's time tracking and productivity analytics with AI assistants via the Model Context Protocol, enabling natural language queries… | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | veonua-smartthingsmcp · observability | Integrates with Samsung SmartThings platform to control smart home devices, monitor real-time status, and analyze historical sensor data with… | 5 stars · 3 forks | No one-command install · Source | |
| 432 | 57.364 | moonbirdai-mixpanel-analyticsmcp · observability | Track analytics events in Mixpanel, supporting custom events, page views, user profiles, and signups. | 5 stars · 3 forks | No one-command install · Source | |
| 438 | 57.245 | mcp-analyticsmcp · observability | Professional statistical analysis and machine learning tools with interactive HTML visualizations | 7 stars · 1 fork | No one-command install · Source | |
| 438 | 57.245 | daobrewai-wellnessmcp · observability | Monitor biometric stress from Apple Watch and Oura Ring and trigger therapeutic breathing music sessions during coding. | 7 stars · 1 fork | No one-command install · Source | |
| 438 | 57.245 | nodeblue-ignition-studio-bridgemcp · observability | Correlates Ignition SCADA OPC tags with Studio 5000 PLC ladder logic to trace signals end-to-end across industrial automation systems. | 7 stars · 1 fork | No one-command install · Source | |
| 438 | 57.245 | aplaceforallmystuff-tailscalemcp · observability | Provides read-only access to Tailscale network management for monitoring device status, tracking client updates, and generating network statistics… | 7 stars · 1 fork | No one-command install · Source | |
| 438 | 57.245 | yamaru-hardware-probemcp · observability | Expert system hardware probe and performance diagnostic engine for AI, Gaming, and High-Performance workflows. Provides deep system insights such as… | 7 stars · 1 fork | No one-command install · Source | |
| 438 | 57.245 | vignaesh01-dataverse-devtoolsmcp · observability | Integrates with Microsoft Power Platform Dataverse environments to provide user administration, security role management, entity metadata exploration… | 7 stars · 1 fork | No one-command install · Source | |
| 444 | 56.206 | hesreallyhim-isitdownmcp · observability | Integrates with isitdownrightnow.com to check website status, providing real-time availability information and last known downtime for monitoring and… | 2 stars · 4 forks | No one-command install · Source | |
| 445 | 56.183 | bt-panel-mcp-servermcp · observability | This MCP server enables AI assistants to interact with a BT Panel server through natural language, allowing users to query logs, manage websites, and… | 10 stars | No one-command install · Source | |
| 445 | 56.183 | us-all-androidmcp · observability | Community MCP integration for Android via ADB, enabling AI agents to control devices, inspect apps, stream logcat, and debug. | 10 stars | No one-command install · Source | |
| 447 | 55.515 | livekit-agent-simulatormcp · observability | Dials any LiveKit voice agent with an AI simulated caller and records a full forensic behavior log. | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | rhoai-observability-mcpmcp · observability | Provides AI assistants with direct access to Red Hat OpenShift AI observability data, enabling querying of Prometheus metrics, Alertmanager alerts… | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | gh-h004888-terminal-process-managermcp · observability | Terminal process management with log capture and control. | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | shige152-autogomcp · observability | Expose AutoGo SDK and ADB workflows to AI assistants for running projects, managing device connections, and reading logs and screen nodes. | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | tmg009-ibm-maximomcp · observability | Comprehensive integration with IBM Maximo Application Suite 9.x covering work orders, assets, inventory, service requests, purchase orders, preventive… | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | milofax-xert-mcpmcp · observability | MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA… | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | awlx-kentikmcp · observability | Integrates with the Kentik network observability platform to query flow data, manage devices and interfaces, monitor synthetic tests, and analyze… | 5 stars · 2 forks | No one-command install · Source | |
| 447 | 55.515 | leee62-sentry-issuesmcp · observability | Integrates with Sentry error tracking to retrieve detailed event and issue data for analyzing application exceptions and errors in development… | 5 stars · 2 forks | No one-command install · Source | |
| 455 | 55.238 | statistics-canadamcp · observability | Access comprehensive Canadian socio-economic datasets and time series data directly. Search for specific data cubes, retrieve detailed metadata, and… | 2,667 installs | No commit datelisted | No one-command install · Source |
| 456 | 55.168 | schplitt-cumulocity-iotmcp · observability | Integrates with Software AG's Cumulocity IoT platform for device management, time-series data analysis, and operational monitoring. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | mikusnuz-umamimcp · observability | Integrates with Umami Analytics API v2 to provide comprehensive website statistics, visitor tracking, event management, custom reports, team… | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | indigo-protocolmcp · observability | Exposes Indigo Protocol iAsset prices, CDP analytics, stability pool data, staking positions, governance, and DEX operations on the Cardano… | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | areso-safe-sshmcp · observability | Executes curated read-only diagnostic commands over SSH for safe remote system monitoring. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | bettyguo-mcp-jupytermcp · observability | Exposes live Jupyter kernel state — variables, dataframe summaries, plots, and tracebacks — to AI coding agents through MCP tools. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | woyaxnini-ozon-sellermcp · observability | Manage Ozon marketplace seller accounts including products, pricing, orders, analytics, and finance reports. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | tinker-lgd2026-tencent-clsmcp · observability | Tencent Cloud Log Service integration with 37 observability tools. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | ozba-redalertmcp · observability | Monitor Israel's emergency alert system with real-time rocket alerts and shelter information. | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | meritocra-corootmcp · observability | Integrates with the Coroot observability platform for incident management, health monitoring, and AI-powered root cause analysis | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | xirichuyi-system-monitormcp · observability | Provides real-time system metrics and performance data through Go-based tools that monitor CPU usage, memory statistics, disk information, network… | 6 stars · 1 fork | No one-command install · Source | |
| 456 | 55.168 | dknell-system-infomcp · observability | Provides real-time system monitoring capabilities through psutil, enabling access to CPU usage, memory statistics, disk information, network status… | 6 stars · 1 fork | No one-command install · Source | |
| 467 | 54.833 | steepmcp · observability | Analytics platform that connects marketing data sources with AI-powered insights and automated report generation. | 9 stars | No one-command install · Source | |
| 467 | 54.833 | jcorderop02-packet-tracermcp · observabilityalso listed as packet-tracer-mcp | Configure Cisco Packet Tracer 9 simulations with live IOS, OSPF, BGP, NAT, VLAN, and wireless commands. | 9 stars | No one-command install · Source | |
| 470 | 53.985 | lexfrei-lokimcp · observability | Integrates with Grafana Loki log aggregation. | 4 stars · 3 forks | No one-command install · Source | |
| 470 | 53.985 | ejcho623-agent-breadcrumbsmcp · observability | Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks. | 4 stars · 3 forks | No one-command install · Source | |
| 470 | 53.985 | epics-process-variable-bridgemcp · observability | Provides a bridge between AI and EPICS process variables, enabling real-time monitoring and control of industrial systems through tools for getting… | 4 stars · 3 forks | No one-command install · Source | |
| 473 | 53.605 | amalgix-document-intelligencemcp · observability | Cross-model evidence pipeline for financial filing and contract intelligence. Two core paid workflows — analyze_public_filing (SEC 10-K/10-Q/20-F… | 3,322 installs | No commit datelisted | No one-command install · Source |
| 474 | 53.186 | openpitch-mcpmcp · observability | Enables natural-language queries about AI startup metrics like ARR and funding, with sourced, confidence-scored answers and contradiction detection. | 8 stars | No one-command install · Source | |
| 474 | 53.186 | pushengage-mcpmcp · observability | Send and schedule push notifications across web and mobile app subscribers, build segments and audience groups, and read campaign analytics from your… | 8 stars | No one-command install · Source | |
| 476 | 52.498 | coinversaamcp · observability | Provides crypto trading intelligence with Hyperliquid wallet analytics, cohort analysis, and live market data. | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | fr0ster-sap-cloud-almmcp · observability | Provides AI agents access to SAP Cloud ALM through 54 tools spanning features, tasks, test cases, documents, projects, hierarchy, analytics, logs, and… | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | philogicae-transmissionmcp · observability | Integrates with Transmission BitTorrent client for torrent management including session control, file operations, queue management, and download… | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | willtheodore-intervals-icumcp · observability | Integrates with Intervals.icu training data for querying activities, managing workouts, and tracking fitness metrics. | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | rod-trent-kqlmcp · observability | Enables querying and analysis using Kusto Query Language (KQL) for Azure Monitor, Sentinel, and other Microsoft data services. | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | feishu-enhance-mcpmcp · observabilityalso listed as gh-jiaxinghit-feishu-enhance | Enables real-time Feishu message monitoring, sending, file upload to cloud documents, and supports async and scheduled tasks via MCP. | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | logic-lmmcp · observability | Enhances language models with formal logical reasoning capabilities by translating natural language problems to Answer Set Programming code, executing… | 5 stars · 1 fork | No one-command install · Source | |
| 476 | 52.498 | sedwardstx-log-analyzermcp · observability | Analyzes Windows Event Logs, ETL files, structured logs, and unstructured text through specialized parsers with caching, providing real-time system… | 5 stars · 1 fork | No one-command install · Source | |
| 485 | 52.443 | leval-ai-grafanamcp · observability | Integrates with Grafana's complete ecosystem to provide dashboard management, Prometheus/Loki queries, incident response, alerting, OnCall schedules… | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | mwg-logan-central-memorymcp · observability | Persistent knowledge graph storage through Azure Functions and Table Storage with workspace isolation, entity management, and temporal event tracking | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | httplab-airbrakemcp · observability | Integrates with Airbrake's error tracking platform for monitoring application errors, retrieving detailed error information with backtraces, and… | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | graliomcp · observability | Access 3+ million SaaS reviews, detailed pricing data, alternatives, ratings, funding information, growth metrics, user sentiment analysis, and… | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | ziyadmir-nba-player-statsmcp · observability | Provides detailed NBA player statistics from basketball-reference.com through 23 specialized tools covering career stats, season comparisons, advanced… | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | taskjp-systemd-coredumpmcp · observability | Provides a bridge to systemd-coredump functionality for accessing, managing, and analyzing system core dumps in Linux environments, including listing… | 3 stars · 3 forks | No one-command install · Source | |
| 485 | 52.443 | jboothomas-pure-storage-flashblademcp · observability | Integrates with Pure Storage FlashBlade arrays to enable real-time monitoring, troubleshooting, and resource management. | 3 stars · 3 forks | No one-command install · Source | |
| 492 | 52.135 | stuchapin909-open-eagle-eyemcp · observability | Live snapshots from approximately 29,000 public cameras across 11 countries for traffic, weather, and scenic monitoring. | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | bmdhodl-agentguard47mcp · observability | Read-only MCP server for inspecting AgentGuard47 runtime safety framework traces, alerts, costs, and usage metrics. | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | theyahia-chestnyznakmcp · observability | Product marking verification and lookup via the Russian Chestniy ZNAK traceability system. | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | zed-axiommcp · observability | Integrates with Axiom's log management platform to query and analyze log data directly within Zed, enabling developers to investigate application logs… | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | ardupilot-mcpmcp · observability | Enables natural language analysis of ArduPilot flight logs (.bin files) via AI chat apps like Claude Desktop, Cursor, and VS Code, providing… | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | synology-mcp-servermcp · observability | Monitor and manage a Synology DSM 7 NAS from any MCP client — and build live dashboards right inside the chat. | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | tracecat-mcp-communitymcp · observability | Enables AI assistants to fully control a Tracecat SOAR platform instance through natural language, managing workflows, actions, cases, secrets… | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | mcp-ros2-logsmcp · observability | Enables AI agents to analyze ROS2 log files across multiple nodes by merging them into a unified timeline and providing smart query tools, without… | 4 stars · 2 forks | No one-command install · Source | |
| 492 | 52.135 | chrischotw-databricksmcp · observability | Read-only Databricks workspace access for SQL querying, job management, pipeline monitoring, and Unity Catalog metadata browsing. | 4 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.