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 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 504 | 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 | |
| 504 | 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 | |
| 504 | 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 | |
| 504 | 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 | |
| 508 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 509 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 | |
| 520 | 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 |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 531 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 544 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 43.275 | catchdomsmcp · observability | Search 40K+ expired domains from 12 auction platforms with SEO metrics and scores. | 4 stars | No one-command install · Source | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 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 | |
| 549 | 43.275 | jackie-shi-looking-glassmcp · observability | Provides network probing capabilities through distributed Looking Glass vantage points worldwide, enabling ping, traceroute, and BGP queries from… | 4 stars | No one-command install · Source | |
| 549 | 43.275 | mfreeman451-json-logsmcp · observability | Analyzes JSON log files from Python applications with tools for searching by level, module, function, and time ranges, aggregating data by various… | 4 stars | No one-command install · Source | |
| 575 | 42.840 | scorecardmcp · observability | Evaluate and optimize LLM systems with comprehensive testing and metrics | 3 forks | No one-command install · Source | |
| 575 | 42.840 | vunet-mcp-http-servermcp · observability | Connects AI assistants to live VuNet observability data, allowing querying metrics, browsing data models, and checking connection status. | 3 forks | No one-command install · Source | |
| 575 | 42.840 | mithung-vunet-mcp-servermcp · observability | Model Context Protocol (MCP) Server for Vunet vuSmartMaps - A multi-tenant observability platform integration. Query metrics, traces, logs, and data… | 3 forks | No one-command install · Source | |
| 575 | 42.840 | klauseduard-jiramcp · observability | Integrates with JIRA issue tracking systems to enable retrieving, searching, creating, and updating issues, listing projects, and logging work time… | 3 forks | No one-command install · Source | |
| 579 | 41.082 | odoo-pulsemcp · observability | An AI business analyst for your Odoo ERP. Ask one question, get one answer — numbers, highlights, risks, and a verdict (on-track / at-risk /… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | linklymcp · observability | URL shortening and link management platform with click tracking and analytics | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | cisco-cucm-mcpmcp · observability | MCP server for Cisco CUCM operational debugging — 61 tools covering logs, device inventory, performance monitoring, packet capture, call analysis… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | ldap-assistant-mcpmcp · observability | Enables troubleshooting of LDAP directory services through natural language queries, providing health diagnostics, replication status, performance… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | flashalphamcp · observability | Real-time options analytics including gamma exposure, greeks, volatility, and variance risk premium for US equities. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | listmonk-mcp-bridgemcp · observability | Enables AI agents to manage Listmonk email campaigns, subscribers, lists, and analytics through typed MCP tools with production safety features. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | alog-alog-mcpmcp · observability | AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | langfuse-mcp-pythonmcp · observability | A Model Context Protocol (MCP) server for comprehensive monitoring and observability of systems using Langfuse. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | marceausolutions-fitness-influencer-mcpmcp · observability | Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | kindly-software-kdbmcp · observability | AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | k8s-observability-mcpmcp · observability | Enables exploration of Kubernetes metrics, logs, traces, and service graph data via simple tools. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | maheidem-linkedin-mcpmcp · observability | Integrates with Claude to enable LinkedIn post creation, profile optimization, content generation, and analytics through natural language. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | secure-mcp-grpcmcp · observability | Provides a secure gRPC transport layer for the Model Context Protocol (MCP) with mutual TLS, token-based authentication, and fine-grained… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | ci-monitor-mcp-servermcp · observability | Monitors Jenkins CI builds in real-time, fetching build status and logs on failure to provide context for AI-assisted code fixes, enhancing developer… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | fablefang-ai-conversation-loggermcp · observability | Automatically captures and organizes AI conversations across multiple platforms, storing them in structured markdown format with intelligent project… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | ozgrozer-terminal-log-managermcp · observability | Retrieves and manages terminal logs from a specified directory, offering functionality to read recent entries and clear log contents for efficient… | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | thetabird-axiommcp · observability | Integrates with Axiom for executing APL queries and listing datasets, enabling log analysis, anomaly detection, and data-driven decision making. | 1 star · 2 forks | No one-command install · Source | |
| 579 | 41.082 | zzzhdw-kustomcp · observability | Integrates with Azure Data Explorer to enable read-only querying, table listing, and schema retrieval for large-scale telemetry data analysis. | 1 star · 2 forks | No one-command install · Source | |
| 597 | 40.816 | glassnodemcp · observability | Access institutional-grade on-chain cryptocurrency metrics and market data for Bitcoin, Ethereum, and DeFi. Compare multiple assets efficiently… | 2,357 installs | No commit datelisted | No one-command install · Source |
| 598 | 39.365 | partlemcp · observability | Search and discover products across a diverse marketplace of local stores. Access detailed information on specific items and store locations to… | 1,054 installs | No commit datelisted | No one-command install · Source |
| 599 | 38.412 | rough-logicmcp · observability | Always free field math and reference for the trades. | 3 stars | No one-command install · Source | |
| 599 | 38.412 | docker-mcpilotsmcp · observability | Enables AI agents to manage Docker containers through a secure MCP interface, supporting container lifecycle operations, log inspection, resource… | 3 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.