Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1301 | Unranked | appraisal-tracker-mcpmcp · observability | Enables tracking annual performance appraisal by logging professional achievements as structured Markdown notes to an Obsidian vault through natural… | No signals yet | No one-command install · Source | |
| 1302 | Unranked | stackwitnessmcp · observability | Let agents read and manage your org’s independent monitors, incidents, status pages, and alerts (honest measured state, no false greens). | No signals yet | No one-command install · Source | |
| 1303 | Unranked | deal-watchermcp · observability | Enables monitoring Amazon.sa product prices with Telegram alerts, using a two-step approval process for tracking products. | No signals yet | No one-command install · Source | |
| 1304 | Unranked | monitoring-mcp-servermcp · observability | A read-only MCP server for AWS observability that provides tools to monitor EC2, EKS, RDS, ElastiCache Redis, and CloudWatch. | No signals yet | No one-command install · Source | |
| 1305 | Unranked | tech-stack-detector-mcpmcp · observability | Detects what technologies (CMS, frameworks, analytics, etc.) a website uses by fingerprinting its HTTP response and markup, returning… | No signals yet | No one-command install · Source | |
| 1306 | Unranked | devusb-mcpmcp · observability | Enables AI agents to control USB power for embedded development boards via Yepkit YKUSH hubs, allowing power switching, monitoring, and power-cycling… | No signals yet | No one-command install · Source | |
| 1307 | Unranked | dtu-hpcmcp · observability | Connects MCP-capable agents to the DTU Computing Center cluster for submitting, monitoring, and chaining LSF jobs without shell access. | No signals yet | No one-command install · Source | |
| 1308 | Unranked | hive-mcp-miningmcp · observability | Provides Tether MOS telemetry (read-only) and Boltz BTC↔USDC atomic swap broker, enabling querying MOS sites, payouts, Bitcoin fee advice, and… | No signals yet | No one-command install · Source | |
| 1309 | Unranked | srotzin-hive-miningmcp · observability | Provides Tether MOS telemetry, Bitcoin mempool fee intelligence, and Boltz BTC-to-USDC atomic swap brokering. | No signals yet | No one-command install · Source | |
| 1310 | Unranked | paperopsmcp · observability | An observability control plane for Paper's MCP that acts as a passive proxy to meter, attribute, and live-stream every tool call with budgets and a… | No signals yet | No one-command install · Source | |
| 1311 | Unranked | vskstudio-takt-mcpmcp · observability | MCP server for querying privacy-friendly website analytics from a self-hosted Takt instance, supporting metrics like visitors, pageviews, realtime… | No signals yet | No one-command install · Source | |
| 1312 | Unranked | agent-observability-mcpmcp · observability | MCP server for AI agent observability, providing trace and span logging, search, latency/tokens/cost metrics, and anomaly detection using an in-memory… | No signals yet | No one-command install · Source | |
| 1313 | Unranked | servarr-analytics-mcpmcp · observability | Provides a structured data interface for Servarr apps (Sonarr, Radarr, Prowlarr) enabling health checks, analytics, simulations, backups, and guarded… | No signals yet | No one-command install · Source | |
| 1314 | Unranked | csoai-org-csv-analytics-mcpmcp · observability | Analytics and statistical analysis tools for CSV data files. | No signals yet | No one-command install · Source | |
| 1315 | Unranked | webhook-ai-mcpmcp · observability | Webhook management and debugging. Validate signatures, log events, replay, and analyze webhook traffic. | No signals yet | No one-command install · Source | |
| 1316 | Unranked | requirement-trace-checkermcp · observability | Enables users to analyze project materials and build traceability from requirements to coverage, identifying gaps. | No signals yet | No one-command install · Source | |
| 1317 | Unranked | server-admin-mcpmcp · observability | Enables remote administration of a Debian stage server over SSH, including monitoring, Docker Compose, PostgreSQL, logs, Nginx, firewall, and… | No signals yet | No one-command install · Source | |
| 1318 | Unranked | sonarr-radarr-mcpmcp · observability | Enables AI assistants to manage TV shows and movies via Sonarr and Radarr, including searching, adding, and monitoring downloads. | No signals yet | No one-command install · Source | |
| 1319 | Unranked | system-brain-mcpmcp · observability | Read-only MCP tools for coding agents to audit deployment targets, detect fabricated code, review backlog, database schema, analytics, ML models… | No signals yet | No one-command install · Source | |
| 1320 | Unranked | protocol-0mcp · observability | Enables AI assistants to autonomously perform site reliability engineering including monitoring, root-cause analysis, impact assessment, and… | No signals yet | No one-command install · Source | |
| 1321 | Unranked | echo-aimcp · observability | Connect your Echo AI assistants to MCP-compatible clients, enabling listing Echos, reading configuration and analytics, reviewing conversations… | No signals yet | No one-command install · Source | |
| 1322 | Unranked | tracedeltamcp · observability | Enables AI agents and engineers to create and reuse source-verifiable evidence capsules for incident investigations over SigNoz telemetry, reducing… | No signals yet | No one-command install · Source | |
| 1323 | Unranked | devicecloud-mcpmcp · observability | Triage failing DeviceCloud runs by pulling failure evidence (screenshots, logs, analytics) into your editor so an AI assistant can diagnose and fix… | No signals yet | No one-command install · Source | |
| 1324 | Unranked | rubenglez-devicecloudmcp · observability | Queries DeviceCloud test uploads, results, analytics, and artifacts for Maestro mobile testing workflows. | No signals yet | No one-command install · Source | |
| 1325 | Unranked | agentic-misp-mcpmcp · observability | Gives AI agents analyst-oriented workflows for MISP threat intelligence, including IOC search, pivot, event summarization, report generation, and… | No signals yet | No one-command install · Source | |
| 1326 | Unranked | fortigate-mcpmcp · observability | Enables read-only querying and diagnostics of Fortigate firewalls via SSH, providing security analysis, traffic monitoring, and configuration… | No signals yet | No one-command install · Source | |
| 1327 | Unranked | loommuxmcp · observability | Enables interactive Python execution with a persistent IPython kernel through MCP, retaining namespace state and providing structured output logs for… | No signals yet | No one-command install · Source | |
| 1328 | Unranked | abaqus-mcp-servermcp · observability | Enables Claude Code to interact with Abaqus FEM software for model generation, job submission, log monitoring, and result extraction from ODB files. | No signals yet | No one-command install · Source | |
| 1329 | Unranked | mcp-compliance-routermcp · observability | Screens text for PHI/PII, classifies it, redacts sensitive content, and routes it to approved model tiers based on a declarative policy, with built-in… | No signals yet | No one-command install · Source | |
| 1330 | Unranked | la-growth-machine-b2b-outreach-pipeline-analyticsmcp · observability | Analyze LinkedIn & email outreach campaigns, track pipeline performance, and review lead conversations for RevOps, Sales Managers, and SDR teams. | No signals yet | No one-command install · Source | |
| 1331 | Unranked | ruckus-mcpmcp · observability | Enables monitoring and management of Ruckus Unleashed WiFi controllers, including APs, clients, WLANs, and system events. | No signals yet | No one-command install · Source | |
| 1332 | Unranked | logsafemcp · observability | Enables debugging by querying and tailing local log sessions via tools like list_sessions, query_events, and tail_session. | No signals yet | No one-command install · Source | |
| 1333 | Unranked | codex-worker-runtimemcp · observability | Enables Codex to delegate bounded work to external LLMs through role-based MCP tools, with worker health checks and audit logging. | No signals yet | No one-command install · Source | |
| 1334 | Unranked | customer-service-mcp-servermcp · observability | A FastMCP server for e-commerce customer service, providing secure read/write access to customers, orders, and support tickets with audit logging and… | No signals yet | No one-command install · Source | |
| 1335 | Unranked | sapphire-wellness-mcpmcp · observability | Exposes health metrics (activity, blood pressure, glucose, heart rate, sleep, SpO2) from the Sapphire Wellness App to AI assistants via the Model… | No signals yet | No one-command install · Source | |
| 1336 | Unranked | defenseops-aerospace-mcp-platformmcp · observability | Provides aerospace fleet telemetry monitoring, Mil-Spec RAG search, fleet maintenance queries, sandboxed mission log exports, and tactical alert… | No signals yet | No one-command install · Source | |
| 1337 | Unranked | mcp-hayabusa-2mcp · observability | Enables scanning Windows EVTX event log files with Hayabusa, returning structured detection results through an MCP tool. | No signals yet | No one-command install · Source | |
| 1338 | Unranked | aetherservemcp · observability | An operations layer for MCP servers that adds metrics, health checks, rate limiting, structured logging, and lifecycle hooks. | No signals yet | No one-command install · Source | |
| 1339 | Unranked | coldchain-mcpmcp · observability | Enables AI agents to analyze cold-chain sensor data locally, detecting threshold breaches, anomalies, and segmenting journeys from… | No signals yet | No one-command install · Source | |
| 1340 | Unranked | seo-stack-mcpmcp · observability | The complete open-source SEO data stack for AI agents, integrating Google Search Console, Google Analytics 4, Bing Webmaster Tools, and Microsoft… | No signals yet | No one-command install · Source | |
| 1341 | Unranked | nike-runclub-mcpmcp · observability | Provides read-only access to your Nike Run Club running activities, including listing runs and retrieving detailed metrics like distance, pace, and… | No signals yet | No one-command install · Source | |
| 1342 | Unranked | zora-analyticsmcp · observability | Enables querying live Zora token data and analytics methodology through SQL and document retrieval tools, providing guarded access to on-chain holder… | No signals yet | No one-command install · Source | |
| 1343 | Unranked | whooshly-mcpmcp · observability | Enables creation of short links, dynamic QR codes, UTM templates, and hosted vCards with click/scan analytics through natural language conversations. | No signals yet | No one-command install · Source | |
| 1344 | Unranked | garmin-raw-mcpmcp · observability | Provides raw Garmin Connect data access for training analysis, enabling retrieval of activity summaries, lap data, time-series streams, comments with… | No signals yet | No one-command install · Source | |
| 1345 | Unranked | zgeoff-umami-mcpmcp · observability | Exposes Umami analytics (Cloud or self-hosted) as read-only tools for querying website stats, pageviews, metrics, and active visitors. | No signals yet | No one-command install · Source | |
| 1346 | Unranked | hayabusa-mcpmcp · observability | Enables Windows Event Log (EVTX) analysis by wrapping Hayabusa, exposing scan and rule retrieval tools. | No signals yet | No one-command install · Source | |
| 1347 | Unranked | ros-llm-integration-bridgemcp · observability | Enables large language models to interact with ROS robots seamlessly, allowing natural language control, real-time sensor monitoring, and autonomous… | No signals yet | No one-command install · Source | |
| 1348 | Unranked | noteagentmcp · observability | Connects AI coding agents to Apple Notes, enabling note management, code snippet capture, and developer workflow logging directly from the terminal. | No signals yet | No one-command install · Source | |
| 1349 | Unranked | atheris-mcpmcp · observability | Enables agents to autonomously route traffic through real 4G/5G mobile and residential IPs by country, with tools to check live proxy stock, obtain… | No signals yet | No one-command install · Source | |
| 1350 | Unranked | hr-agent-mcpmcp · observability | An MCP-based conversational HR agent that handles time tracking queries, policy lookups, adjustment approvals with human confirmation, and BigQuery… | No signals yet | No one-command install · Source | |
| 1351 | Unranked | io-github-lonexreb-retractguardmcp · observability | Provides MCP tools to check reference lists for retracted or problematic citations, retrieve nuanced editorial statuses with evidence, and monitor… | No signals yet | No one-command install · Source | |
| 1352 | Unranked | ad-review-log-mcpmcp · observability | Acts as a persistent log of ad creative reviews. Stores each review's ad name, funnel stage, score, media link, and full review text so agents can… | No signals yet | No one-command install · Source | |
| 1353 | Unranked | yazio-mcpmcp · observability | Enables querying Yazio food logs including meals, daily summaries, and nutrition totals through MCP tools. | No signals yet | No one-command install · Source | |
| 1354 | Unranked | ml-lifecycle-mcpmcp · observability | Exposes a time series forecasting model as an MCP tool with built-in audit logging for every call, enabling trustworthy autonomous forecasting. | No signals yet | No one-command install · Source | |
| 1355 | Unranked | elk-log-query-mcpmcp · observability | Enables querying and searching logs from Kibana (ELK stack) via MCP, with support for project-based data views, trace ID correlation, and log… | No signals yet | No one-command install · Source | |
| 1356 | Unranked | siglent-mcpmcp · observability | Control a Siglent SPD1305X (or SPD1000X series) programmable DC power supply from Claude Code over Ethernet using SCPI commands, with safety limits… | No signals yet | No one-command install · Source | |
| 1357 | Unranked | firedbg-mcpmcp · observability | Enables discovery, execution, indexing, and querying of Rust program traces using FireDBG, scoped to a single Cargo workspace. | No signals yet | No one-command install · Source | |
| 1358 | Unranked | workoutguide-mcpmcp · observability | Enables workout tracking and coaching within Claude conversations, managing exercise configs, logs, streaks, and health metrics via an MCP server with… | No signals yet | No one-command install · Source | |
| 1359 | Unranked | newsletter-growth-mcpmcp · observability | Provides tools for newsletter growth loops, welcome sequences, subject line audits, list metric interpretation, and monetization readiness based on… | No signals yet | No one-command install · Source | |
| 1360 | Unranked | mcp-tespitmcp · observability | Enables AI assistants to monitor real-time CPU, RAM, and disk usage on the local machine. | No signals yet | No one-command install · Source | |
| 1361 | Unranked | enterprise-mcp-health-gatewaymcp · observability | A runnable MVP for onboarding enterprise tenants and agents, exposing governed health capabilities through MCP, storing downstream credentials, and… | No signals yet | No one-command install · Source | |
| 1362 | Unranked | dem-terrain-analysismcp · observability | AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow… | No signals yet | No one-command install · Source | |
| 1363 | Unranked | mcp-hayabusamcp · observability | Enables an LLM client to scan Windows event log files (EVTX) for suspicious activity using Hayabusa, and browse its detection rules directly in… | No signals yet | No one-command install · Source | |
| 1364 | Unranked | kuma-mcpmcp · observability | Enables managing Uptime Kuma monitors and groups via CSV-driven sync, with MCP-style commands for inventory synchronization, preview, and status… | No signals yet | No one-command install · Source | |
| 1365 | Unranked | cloudwatch-mcp-agentmcp · observability | Enables natural language queries for AWS CloudWatch logs, metrics, and alarms via an LLM agent with MCP tools. | No signals yet | No one-command install · Source | |
| 1366 | Unranked | care-mate-ai-mcpmcp · observability | Enables AI-driven post-discharge patient monitoring and care coordination through tools for symptom triage, recovery tracking, exercise… | No signals yet | No one-command install · Source | |
| 1367 | Unranked | emotion-mcpmcp · observability | Provides a dynamic emotion simulation system for AI character roleplay, based on Freudian psychodynamics, that analyzes dialogue content via LLM to… | No signals yet | No one-command install · Source | |
| 1368 | Unranked | cascademcp · observability | Enables autonomous agents to manage tasks in a pull-based work queue with strategic goal alignment, real-time monitoring, and cross-project… | No signals yet | No one-command install · Source | |
| 1369 | Unranked | jmpy-memcp · observability | URL shortener, QR codes, and 70+ marketing analytics tools accessible via MCP. | No signals yet | No one-command install · Source | |
| 1370 | Unranked | detleng-bigquery-mcp-servermcp · observability | Enables AI assistants to query trusted BigQuery analytics using curated Business Intelligence tools, providing secure, accurate business metrics and… | No signals yet | No one-command install · Source | |
| 1371 | Unranked | sebi-compliance-mcp-systemmcp · observability | A deterministic regulatory compliance evaluation system for SEBI Research Analyst regulations, exposing MCP tools to check compliance, get applicable… | No signals yet | No one-command install · Source | |
| 1372 | Unranked | centaurimcpmcp · observability | Enables safe, controlled remote operation of the Elegoo Centauri Carbon 3D printer with real-time monitoring, file management, and print control via… | No signals yet | No one-command install · Source | |
| 1373 | Unranked | powerbi-health-mcpmcp · observability | An AI-powered Power BI dataset health monitor that connects Claude to a simulated Power BI tenant for running health checks, diagnosing failures, and… | No signals yet | No one-command install · Source | |
| 1374 | Unranked | brokermcp · observability | Enables AI agents to securely perform privileged actions like creating GitHub issues by minting short-lived, single-purpose tokens on demand, with… | No signals yet | No one-command install · Source | |
| 1375 | Unranked | packet-tracer-mcp-servermcp · observability | Enables AI models to generate, validate, and deploy network topologies directly into Cisco Packet Tracer from natural-language prompts. | No signals yet | No one-command install · Source | |
| 1376 | Unranked | netsuite-ai-connectormcp · observability | Governed MCP bridge that lets AI clients query live ERP data via SuiteQL, saved searches, and records, with role-based permissions and full audit… | No signals yet | No one-command install · Source | |
| 1377 | Unranked | plainweavemcp · observability | Enables tracing code entities through requirements to strategic goals, surfacing orphan code and allowing query of intent via graph primitives like… | No signals yet | No one-command install · Source | |
| 1378 | Unranked | macrofactor-mcpmcp · observability | Enables Claude.ai to read your MacroFactor nutrition data and log food back into MacroFactor. | No signals yet | No one-command install · Source | |
| 1379 | Unranked | syscontrol-mcpmcp · observability | Enables Claude Desktop to monitor and control your computer system with 90+ real-time tools covering CPU, RAM, GPU, disk, network, processes, and… | No signals yet | No one-command install · Source | |
| 1380 | Unranked | wallet-analytics-mcpmcp · observability | Fetches and parses on-chain swap transactions from blockchain wallets for LLM-based analysis, supporting Solana with DEX detection and token… | No signals yet | No one-command install · Source | |
| 1381 | Unranked | iclips-mcp-bridgemcp · observability | Connects iClips project data to Claude for agency capacity planning, exposing tools to monitor daily demand vs. capacity, stalled jobs, cascading… | No signals yet | No one-command install · Source | |
| 1382 | Unranked | ansim-dolbom-assistantmcp · observability | Enables caregivers to log daily care activities and generate draft notification reports for the elderly, with automatic safety constraints to prevent… | No signals yet | No one-command install · Source | |
| 1383 | Unranked | es-error-lensmcp · observability | Enables LLM agents to search and analyze Elasticsearch logs for errors, detect recurring patterns, analyze error-rate trends, and retrieve full trace… | No signals yet | No one-command install · Source | |
| 1384 | Unranked | careops-mcpmcp · observability | Enables Claude to query and manage home-care operations including clients, visits, and compliance, with schema-validated write tools and a… | No signals yet | No one-command install · Source | |
| 1385 | Unranked | anyrouter-spawn-agentmcp · observability | MCP fallback that launches and monitors local codex exec agents when native sub agents are unavailable. | No signals yet | No one-command install · Source | |
| 1386 | Unranked | griptonite-mcpmcp · observability | Enables users to interact with the Griptonite indoor climbing app, allowing them to log climbs, browse routes and grades, and retrieve activity feeds… | No signals yet | No one-command install · Source | |
| 1387 | Unranked | reasoning-tracesmcp · observability | Adds a deep_reasoning tool that consults stronger reasoning models (e.g., DeepSeek R1) to produce full reasoning traces for complex problems, helping… | No signals yet | No one-command install · Source | |
| 1388 | Unranked | obsidian-second-brain-mcpmcp · observability | Enables AI agents to store and retrieve project context, bugs, decisions, and session logs by reading and appending markdown files in a local Obsidian… | No signals yet | No one-command install · Source | |
| 1389 | Unranked | bookmeter-mcpmcp · observability | Provides tools to search books by keyword, retrieve books by author, and compute reading statistics from a local Bookmeter reading log. | No signals yet | No one-command install · Source | |
| 1390 | Unranked | mcp-terminal-monitormcp · observability | Enables AI agents to monitor Docker containers, system resources, ports, and logs in real-time. | No signals yet | No one-command install · Source | |
| 1391 | Unranked | kadammcp · observability | Manage Kadam advertising campaigns, creatives, audiences, and analytics via AI assistants. | No signals yet | No one-command install · Source | |
| 1392 | Unranked | ai-google-analytics-mcpmcp · observability | Provisions Google Analytics 4 for local AI/web projects by creating properties and web data streams, injecting gtag snippets, and saving… | No signals yet | No one-command install · Source | |
| 1393 | Unranked | namu-watchermcp · observability | Enables monitoring of Namu Wiki real-time search trends, including top keywords, explanations, historical data, and velocity detection. | No signals yet | No one-command install · Source | |
| 1394 | Unranked | self-improvemcp · observability | Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md… | No signals yet | No one-command install · Source | |
| 1395 | Unranked | diagnosis-servicemcp · observability | Enables business services to push error logs and generate diagnostic reports using MCP tools for log searching, code querying, and report generation. | No signals yet | No one-command install · Source | |
| 1396 | Unranked | devpanel-mcp-servermcp · observability | A local MCP server for managing SaaS projects with planning, operations, and secrets, designed to work with Claude Code via stdio. It provides tools… | No signals yet | No one-command install · Source | |
| 1397 | Unranked | kakao-keyword-ads-mcpmcp · observability | Enables querying and analysis of Kakao Keyword Ads data, including campaigns, ad groups, keywords, and performance reports. Supports 21 read-only… | No signals yet | No one-command install · Source | |
| 1398 | Unranked | rootcausemcp · observability | Enables debugging by analyzing bug reports, tracebacks, or code snippets to retrieve similar historical fixes and generate JSON answers with root… | No signals yet | No one-command install · Source | |
| 1399 | Unranked | log-ai-optimizermcp · observability | Compresses log files into templates and statistics using Drain3, and exposes them to AI assistants via an MCP server for efficient log monitoring and… | No signals yet | No one-command install · Source | |
| 1400 | Unranked | iwatch-mcpmcp · observability | Enables real-time Apple Watch heart rate monitoring via MCP tools, reading data from macOS HealthKit. | No signals yet | 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.