Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 52.135 | okxmcp · observability | Integrates with OKX cryptocurrency exchange to provide read-only access to account portfolios, trading positions, order history, and account summaries… | 4 stars · 2 forks | No one-command install · Source | |
| 501 | 52.135 | unifi-mcp-server-2mcp · observability | Enables MCP-capable clients to interact with UniFi Site Manager and UniFi Dream Machine telemetry, providing tools for client details, ISP metrics… | 4 stars · 2 forks | No one-command install · Source | |
| 501 | 52.135 | mcp-slurmmcp · observability | Enables AI assistants to manage SLURM HPC clusters via SSH. Supports job submission, resource monitoring, queue management, and file operations. | 4 stars · 2 forks | No one-command install · Source | |
| 501 | 52.135 | ibrookssdx-opensearchmcp · observability | Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring… | 4 stars · 2 forks | No one-command install · Source | |
| 505 | 51.401 | taniwhaai-araimcp · observability | Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules… | 7 stars | No one-command install · Source | |
| 505 | 51.401 | convalyticsmcp · observability | Read-only analytics for Convex apps, queryable from Claude, Cursor, and other AI clients. | 7 stars | No one-command install · Source | |
| 505 | 51.401 | eyalm321-zerniomcp · observability | Connects to the Zernio social media management platform with 273 tools covering posts, analytics, inbox management, and advertising across 14+ social… | 7 stars | No one-command install · Source | |
| 505 | 51.401 | chronos-protocolmcp · observability | Provides time intelligence, persistent memory, and activity logging with timezone management, elapsed time calculation, and configurable reminders for… | 7 stars | No one-command install · Source | |
| 509 | 50.895 | masonchow-source-map-parsermcp · observability | Maps minified JavaScript stack traces back to original source code locations for efficient production error debugging. | 2 stars · 3 forks | No one-command install · Source | |
| 509 | 50.895 | bitscorp-adjustmcp · observability | Integrates with Adjust API to enable natural language queries for marketing analytics data, including campaign performance metrics and reports without… | 2 stars · 3 forks | No one-command install · Source | |
| 509 | 50.895 | jetbalsa-opensearch-analyticsmcp · observability | Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and… | 2 stars · 3 forks | No one-command install · Source | |
| 512 | 49.325 | yangfch3-unity-editormcp · observability | Controls a running Unity Editor instance from AI agents with 16+ built-in tools for console logs, PlayMode control, GameObject inspection, build… | 6 stars | No one-command install · Source | |
| 512 | 49.325 | brain-osmcp · observability | Persistent operational state for AI agents. Decisions, plans, priorities, and patterns that survive across sessions. Not conversation logs; structured… | 6 stars | No one-command install · Source | |
| 512 | 49.325 | talap-creator-claude-token-savermcp · observability | Monitors Claude.ai subscription usage in real time with tools for session burn-rate forecasting, per-task cost measurement, and cache hit rate… | 6 stars | No one-command install · Source | |
| 512 | 49.325 | finemcpmcp · observability | A production-grade Go framework for building MCP servers and clients with 16 middleware, 5 transports, and OpenTelemetry support. | 6 stars | No one-command install · Source | |
| 512 | 49.325 | socialitymcp · observability | Social media analytics platform providing AI agents access to post insights, competitor benchmarking, and audience data across channels. | 6 stars | No one-command install · Source | |
| 512 | 49.325 | biocross-displaybuddymcp · observabilityalso listed as displaybuddy-mcp | Controls Mac external monitors via DisplayBuddy for brightness, contrast, volume, input source, presets, and display sync. | 6 stars | No one-command install · Source | |
| 512 | 49.325 | mariosss-local-logsmcp · observability | Provides real-time log file monitoring and analysis with automated directory detection, cross-platform streaming, error tracking, and text search… | 6 stars | No one-command install · Source | |
| 520 | 49.118 | startupbros-renphomcp · observability | Connects to Renpho smart scales to retrieve body composition data including weight, BMI, body fat percentage, muscle mass, and water content with… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | behrensd-mcp-firewallmcp · observabilityalso listed as behrensd-mcpwall | Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | zhangmingjun-huarui-codesysmcp · observability | Automates CODESYS PLC programming IDE through AI-driven project management, code authoring, and runtime monitoring. | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | mcp-datadog-servermcp · observability | Enables AI assistants to interact with Datadog APIs for querying metrics, logs, events, monitors, and APM traces. | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | dzikrihilman-kanbanmcp · observability | Full-stack kanban project management with drag-and-drop board, dashboard analytics, sub-tasks, labels, comments, and 13 MCP tools for AI agent… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | timorleiderman-opticmcp · observability | Connects USB cameras, IP cameras, and screen capture to enable image analysis, object detection, QR/barcode decoding, and real-time visual monitoring… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | dhenenjay-axion-earth-enginemcp · observability | Integrates with Google Earth Engine to provide geospatial analysis and satellite imagery processing with NDVI/NDWI calculations, crop classification… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | cyanheads-surveymcp · observability | Conduct dynamic conversational surveys with conditional logic and structured data collection | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | aem-dev-mcp-servermcp · observability | Enables AI agents to manage Adobe Experience Manager instances, including OSGi bundle and component operations, configuration CRUD, health monitoring… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | crazyrabbitltc-brexmcp · observability | Provides secure access to Brex financial platform data, enabling account information retrieval, transaction analysis, and budget monitoring through… | 4 stars · 1 fork | No one-command install · Source | |
| 520 | 49.118 | cabra-lat-tuya-smart-homemcp · observability | Integrates with Tuya smart home devices using tinytuya, enabling control and monitoring for home automation scenarios like voice commands and energy… | 4 stars · 1 fork | No one-command install · Source | |
| 532 | 48.479 | wyre-technology-auvikmcp · observability | Auvik network monitoring management via MCP — devices, alerts, statistics, and billing tools. | 1 star · 3 forks | No one-command install · Source | |
| 532 | 48.479 | atlasmcp · observability | YAML-defined semantic layer for analytics that lets AI agents query data sources with governed business logic. | 1 star · 3 forks | No one-command install · Source | |
| 532 | 48.479 | babybuddy-mcpmcp · observability | Connect AI assistants to your Baby Buddy instance to log and query feedings, sleep, diaper changes, and more. | 1 star · 3 forks | No one-command install · Source | |
| 532 | 48.479 | radiumgu-alibaba-cloud-opsmcp · observability | Integrates with Alibaba Cloud services to manage ECS instances, OSS storage buckets, OOS automation workflows, and CloudMonitor metrics with enhanced… | 1 star · 3 forks | No one-command install · Source | |
| 536 | 48.150 | ptp-mcp-servermcp · observability | Monitors and analyzes Precision Time Protocol (PTP) systems in OpenShift clusters, enabling configuration analysis, real-time log monitoring, and… | 4 forks | No one-command install · Source | |
| 537 | 47.273 | partymola-monzomcp · observability | Provides read-only access to Monzo banking data including accounts, transactions, and spending analytics. | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | gymcam-analyticsmcp · observability | Enables AI agents to query gym analytics—class attendance, trainer performance, and revenue insights—from existing CCTV camera feeds without new… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | log-logn-langfuse-mcp-javamcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, scores, datasets, schema, observations and manage prompts. Full observability toolkit for… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | dmontgomery40-birdnet-pimcp · observability | Integrates BirdNet-Pi's bird detection capabilities with a JSON-RPC interface, enabling retrieval and analysis of acoustic monitoring data for… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | guardianshieldmcp · observability | Universal AI security layer for code scanning, PII detection, prompt injection defense, secret detection, dependency auditing, and audit logging. | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | tududimcp · observability | Integrates with tududi task management system for task lifecycle management, project organization, and productivity analytics. | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | aws-cloudguardmcpmcp · observability | An intelligent AWS monitoring and incident response solution using Anthropic's Model Context Protocol (MCP). Enables users to monitor AWS resources… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | shouting-langfusemcp · observability | Connects AI models to Langfuse analytics workspaces, enabling access to LLM performance metrics by time range for monitoring and analysis. | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | trackiomcp · observability | Automatically monkey-patches Gradio applications to expose trackio experiment tracking data, enabling query access to machine learning projects, runs… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | shadow-cljs-build-monitormcp · observability | Monitors ClojureScript builds in real-time, providing detailed status information including compilation status, warnings, errors, and file-specific… | 3 stars · 2 forks | No one-command install · Source | |
| 537 | 47.273 | miguelg719-home-assistantmcp · observability | Integrates Home Assistant devices and automation into workflows, enabling control and monitoring of smart home systems like lighting, climate, and… | 3 stars · 2 forks | No one-command install · Source | |
| 548 | 46.654 | majinbuu0x9-marrowmcp · observability | AI memory and decision intelligence system with auto-logging, performance tracking, and workflow templates. | 5 stars | No one-command install · Source | |
| 548 | 46.654 | powerlabmcp · observability | Turn a PowerLab homelab/enterprise host into a structured, agent-driven surface for catalog browsing, app management, system observability, and… | 5 stars | No one-command install · Source | |
| 548 | 46.654 | cbyrohl-nasa-adsmcp · observability | Provides access to NASA's Astrophysics Data System for searching papers, traversing citation graphs, exporting bibliographies, computing metrics, and… | 5 stars | No one-command install · Source | |
| 548 | 46.654 | salwks-mcp-techtrendmcp · observability | Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style… | 5 stars | No one-command install · Source | |
| 548 | 46.654 | cmd0s-esp32-ai-loopmcp · observability | Closes the ESP32 firmware development loop — compile, flash, and monitor device output autonomously via 11 tools for serial port management and… | 5 stars | No one-command install · Source | |
| 548 | 46.654 | ddc-ci-control-bridgemcp · observabilityalso listed as defozo-ddc-ci-control-bridge | Enables AI agents to control monitor settings (brightness, contrast, input source) via DDC/CI protocol, with support for MQTT integration. | 5 stars | No one-command install · Source | |
| 548 | 46.654 | jkelleman-semantic-metrics-modeling-assistantmcp · observabilityalso listed as semantic-metrics-modeling-assistant | Helps data teams define, validate, and visualize business metrics with built-in trust scoring and observability features. | 5 stars | No one-command install · Source | |
| 548 | 46.654 | charliefng-cloudwatchmcp · observability | Provides direct access to AWS CloudWatch resources for monitoring application health, investigating logs, and analyzing metrics through tools for… | 5 stars | No one-command install · Source | |
| 548 | 46.654 | clado-ai-linkedinmcp · observability | Integrates with LinkedIn through Clado AI platform to provide professional data enrichment, contact discovery, profile scraping, and engagement… | 5 stars | No commit datelisted | No one-command install · Source |
| 559 | 44.256 | aspark-graphmcp · observability | A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | conariummcp · observability | Self-hosted governance layer between an AI assistant and your data: allow/deny policy, deterministic PII masking, row caps, and a hash-chained audit… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | thinkneo-control-planemcp · observabilityalso listed as thinkneoai-mcp-server | Enterprise AI governance control plane with spend tracking, guardrails, policy enforcement, and compliance monitoring. | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | oluwatunmise-olat-mcp-server-logs-sievemcp · observability | Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | specleftmcp · observability | Python intent tracing that maps specs to pytest tests and monitors implementation progress. | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | digital-defiance-processmcp · observability | Enterprise-grade process management with resource monitoring and security boundaries | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | reactotron-mcpmcp · observability | Acts as a proxy between your app and Reactotron, enabling AI assistants to read logs, inspect state, monitor network requests, and trigger custom… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | asafdafna-rizemcp · observability | Integrates with Rize.io's automatic time tracking platform to manage clients, projects, and tasks while logging time entries and analyzing… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | philogicae-rqbitmcp · observability | Integrates with the rqbit BitTorrent client to enable torrent management operations including adding torrents via magnet links, monitoring download… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | pgiffy-usgs-watermcp · observability | Integrates with USGS water data services to provide real-time and historical water measurements, flood monitoring, and geospatial queries for… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | honeycombmcp · observability | Provides a direct TypeScript-based interface for interacting with Honeycomb's observability API, enabling developers to query, create, and manage… | 3 stars · 1 fork | No one-command install · Source | |
| 559 | 44.256 | bracketbot-multi-robot-controlmcp · observability | Enables simultaneous control of multiple robots through a unified interface for movement, sound playback, camera access, and status monitoring with… | 3 stars · 1 fork | No one-command install · Source | |
| 572 | 43.498 | zw008-vmware-ariamcp · observability | VMware Aria Operations monitoring with metrics, alerts, capacity, and anomaly detection tools. | 2 stars · 2 forks | No one-command install · Source | |
| 572 | 43.498 | unwindmcp · observability | A security layer for AI agents that monitors, checks, and records every action, providing a trust light, timeline, rewind, and ghost mode for testing… | 2 stars · 2 forks | No one-command install · Source | |
| 572 | 43.498 | bridge-metrics-mcpmcp · observabilityalso listed as kukapay-bridge-metrics | Provides real-time cross-chain bridge metrics, enabling AI agents to analyze liquidity, transaction flows, and performance across blockchain networks. | 2 stars · 2 forks | No one-command install · Source | |
| 572 | 43.498 | fredmcp · observability | Provides access to Federal Reserve Economic Data for searching, retrieving, and analyzing economic indicators with specialized tools for comparing… | 2 stars · 2 forks | No one-command install · Source | |
| 577 | 43.275 | jobdmcp · observability | jobd is a self-hostable, GPU-aware job broker that queues and routes shell commands across your own machines — picking workers by available VRAM and… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | sandraschi-tailscalemcp · observability | Integrates with Tailscale networks to provide device management, traffic monitoring, file transfers via Taildrop, MagicDNS configuration, and security… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | zw008-vmware-nsx-securitymcp · observability | VMware NSX security management with DFW policies, security groups, Traceflow, and IDPS tools. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | execution-proofsmcp · observability | Verifies AI agent completion claims by checking that claimed output files exist and are fresh, acting as a lightweight physical telemetry gate. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | jungle-grid-mcp-servermcp · observability | MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | quanticsoul4772-analyticalmcp · observability | Enhances structured problem-solving and analytical reasoning with tools for research verification, statistical analysis, logical reasoning, and… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | airbyte-mcpmcp · observability | Enables interaction with an Airbyte instance through natural language, supporting workspaces, sources, destinations, connections, jobs, logs, tags… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | linductor-alkaid-academic-searchmcp · observability | Searches Semantic Scholar, arXiv, and OpenAlex for academic papers with citation metrics and impact factors. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | openhab-semantic-mcpmcp · observability | Enables semantic control and monitoring of openHAB smart home items through natural language, supporting commands, queries, and time-based monitoring… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | rapid7-mcpmcp · observability | Enables AI assistants to interact with Rapid7 InsightIDR SIEM for investigating incidents, searching logs with LEQL, managing alerts and assets… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | automenta-logicmcp · observability | First-order logic reasoning with theorem proving, model finding, and syntax validation using Tau-Prolog. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | catchdomsmcp · observability | Search 40K+ expired domains from 12 auction platforms with SEO metrics and scores. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | v0idhrt-mcp-telegrammcp · observability | Remote control Claude Code sessions via Telegram with tool approval gating, task monitoring, and bidirectional file transfer. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | alimuratkuslu-byok-observability-mcpmcp · observability | Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | m2ai-dyson-sphere-programmcp · observability | Provides real-time factory optimization for Dyson Sphere Program through live production metrics collection and analysis, detecting bottlenecks… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | bpolania-bulwarkmcp · observability | AI agent governance with content scanning, audit logs, policy evaluation, and session management. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | mcp-instanamcp · observability | Enables seamless interaction with the IBM Instana observability platform, allowing access to real-time observability data directly within development… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | thenodon-parseablemcp · observability | Integrates with Parseable log analytics platform for querying log streams, executing SQL queries with time-based filtering, and retrieving schema… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | kdesch5000-observiummcp · observability | Provides read-only access to Observium CE network monitoring data for querying device status, port traffic, sensor readings, alerts, and historical… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | gh-rbfinch-hindsightmcp · observability | Development history analysis for AI-assisted coding: git logs, test results, and Copilot data. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | be-student-project-industrial-iot-monitoringmcp · observability | Industrial IoT monitoring system combining OPC UA simulation, LSTM autoencoder anomaly detection, and local LLM explanations for real-time equipment… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | philogicae-sequential-thinkingmcp · observability | Provides a lightweight meta-cognition tool that enables structured, step-by-step problem-solving through thought logging, progress tracking, and… | 4 stars | No one-command install · Source | |
| 577 | 43.275 | git-memory-mcp-servermcp · observability | Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability. | 4 stars | No one-command install · Source | |
| 577 | 43.275 | dewanshparashar-arbitrummcp · observability | Provides natural language access to Arbitrum blockchain networks including core chains and Orbit chains, enabling batch posting monitoring, assertion… | 4 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.