Monitoring MCP Servers

AI-powered Architectural Decision Records (ADR) analysis server that provides architectural insights, technology stack detection, security checks, and TDD workflow enhancement for software development projects.

MCP server to search more than 5000+ AI agents and tools of various categories from [AI Agent Marketplace Index](http://www.deepnlp.org/store/ai-agent) and monitor traffic of AI Agents.

Let the AI manage complex plans with integrated task management and tracking tools. Supports STDIO, SSE and Streamable HTTP transports.

Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.

Async-first Python architecture, wrapping the official [python-arango driver](https://github.com/arangodb/python-arango) with graph management capabilities, content conversion utilities (JSON, Markdown, YAML and Table), backup/restore functionality, and graph analytics capabilities; the 33 MCP tools use strict [Pydantic](https://github.com/pydantic/pydantic) validation.

An MCP server for AWS Athena to run SQL queries on Glue Catalog.

An MCP server that interfaces with the BambooHR APIs, providing access to employee data, time tracking, and HR management features.

A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.

MCP server enabling AI agents and LLMs to manage, monitor, and query **[CockroachDB](https://www.cockroachlabs.com/)** using natural language.

Implements the complete [CoinMarketCap](https://coinmarketcap.com/) API for accessing cryptocurrency market data, exchange information, and other blockchain-related metrics.

Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.

Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.

MCP server for structured, iterative reasoning and thinking with flexible validation, confidence tracking, revision mechanisms, and branching support.

Leveraging Databricks Unity Catalog metadata, perform smart efficient SQL queries to solve Ad-hoc queries and explore data.

Datadog MCP Server for application tracing, monitoring, dashboard, incidents queries built on official datadog api.

Universal deployment tracker for AI assistants with live status badges and deployment monitoring.

An MCP server to integrate with [Descope](https://descope.com) to search audit logs, manage users, and more.

A mcp server that bridges Dune Analytics data to AI agents.

A comprehensive Model Context Protocol server for Electronic Design Automation tools, enabling AI assistants to synthesize Verilog with Yosys, simulate designs with Icarus Verilog, run complete ASIC flows with OpenLane, and view results with GTKWave and KLayout.

Advanced Facebook Ads MCP server with enhanced creative insights, multi-dimensional breakdowns, and comprehensive ad performance analytics.

A remote, dynamic MCP server with a unified API that connects to 1,000+ tools, actions, and workflows, featuring built-in authentication and monitoring.

Write down clean and better Flutter code from Figma design tokens and enrich nodes data in Flutter terminology.

A Claude Desktop MCP server that helps you track flights in real-time using Flightradar24 data.

A GDB/MI protocol server based on the MCP protocol, providing remote application debugging capabilities with AI assistants.

a Goal Tracker and Visualization Tool for personal and professional development.

An MCP server providing comprehensive Godot engine integration for project editing, debugging, and scene management.

Google Analytics MCP Server to bring data across 200+ dimensions & metrics for LLMs to analyse.

Access specialized web3 AI agents for blockchain analysis, smart contract security, token metrics, and blockchain interactions through the [Heurist Mesh network](https://github.com/heurist-network/heurist-agent-framework/tree/main/mesh).

A powerful MCP Server that enables AI assistants like Claude to interact with humans through intuitive GUI dialogs. This server bridges the gap between automated AI processes and human decision-making by providing real-time user input tools, choices, confirmations, and feedback mechanisms.

A cognitive reasoning tool that enables LLMs to engage in private, structured self-reflection and multi-step reasoning before generating responses, improving response quality and problem-solving capabilities.

itemit is Asset Tracking MCP that manage the inventory, monitoring and location tracking that powers over +300 organizations.

Integration with iTerm2 terminal emulator for macOS, enabling LLMs to execute and monitor terminal commands.

A comprehensive Model Context Protocol (MCP) server providing real-time weather data, air quality monitoring, forecasts, and astronomical information powered by Caiyun Weather API.

A Model Context Protocol (MCP) server for interacting with Kong Konnect APIs, allowing AI assistants to query and analyze Kong Gateway configurations, traffic, and analytics.

Simple unofficial MCP server to track time via Toggl API

A Model Context Protocol server for LLDB that provides LLM-driven debugging.

Golang based MCP Server to query logs from [Grafana Loki](https://github.com/grafana/loki).

Python based MCP Server for querying and analyzing logs from Grafana Loki with advanced filtering and authentication support.

Get the latest social metrics and posts for both current live social context as well as historical metrics in LLM and token optimized outputs. Ideal for automated trading / financial advisory.

Realtime platform for discovering trending MCP servers with momentum tracking, upvoting, and community discussions - like Product Hunt meets Reddit for MCP

Model Context Protocol (MCP) server for Apache Airflow API integration. Provides comprehensive tools for managing Airflow clusters including service operations, configuration management, status monitoring, and request tracking.

Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.

Golang-based Kubernetes server for MCP to browse pods and their logs, events, namespaces and more. Built to be extensible.

Professional OpenStack operations automation via MCP server. Specialized tools for cluster monitoring, instance management, volume control & network analysis. FastMCP + OpenStack SDK + Bearer auth. Claude Desktop ready. Perfect for DevOps & cloud automation.

Model Context Protocol (MCP) server for Apache Ambari API integration. This project provides tools for managing Hadoop clusters, including service operations, configuration management, status monitoring, and request tracking.

A Model Context Protocol server for YouTube operations, extracting video information and transcripts with intelligent fallback logic. Features comprehensive logging, error handling, and support for both auto-generated and manual transcripts.

A Model Context Protocol server that integrates with Metricool's social media analytics platform to retrieve performance metrics and schedule content across networks like Instagram, Facebook, Twitter, LinkedIn, TikTok and YouTube.

This MCP server provides tools and resources for AI assistants to manage n8n workflows and executions, including listing, creating, updating, and deleting workflows, as well as monitoring their execution status.

Unofficial MCP server for the National Cancer Institute's Genomic Data Commons (GDC), providing access to harmonized cancer genomic and clinical data for oncology research.

Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization.

An MCP server that tracks newly created liquidity pools on Pancake Swap.

MCP server for managing your podcasts, episodes, and analytics through the Podbean API. Allows for updating, adding, deleting podcasts, querying show description, notes, analytics, and more.

Interact with PostHog analytics, feature flags, error tracking and more with the official PostHog MCP server.

Query and analyze Prometheus - open-source monitoring system.

Browser automation and QA testing capabilities. This server integrates with [desplega.ai](https://desplega.ai) to offer automated testing, session monitoring, batch test execution, and intelligent test guidance using the AAA framework.

Interact with your crash reporting and real using monitoring data on your Raygun account

Search, run and manage machine learning models on Replicate through a simple tool-based interface. Browse models, create predictions, track their status, and handle generated images.

Comprehensive Salesforce integration with tools for querying records, executing Apex, managing fields/objects, and handling debug logs

An MCP server to integrate with SendGrid's API, enabling AI assistants (like Claude, ChatGPT, etc.) to send emails, manage templates, and track email statistics.

A simple MCP server to query Loki logs using logcli.

A production-ready Model Context Protocol server for SSH automation with background execution, file transfers, and comprehensive timeout protection. Features structured output, progress tracking, and enterprise-grade testing (87% coverage).

Domain/HTTPS/SSL domain registration information and SSL certificate monitoring capabilities. Query domain registration and expiration information, and SSL certificate information and validity status for any domain.

Connect to the Strava API to access activity data, athlete profiles, segments, and routes, enabling fitness tracking and analysis with Claude.

The MCP (Multi-Channel Protocol) System Health Monitoring is a robust, real-time monitoring solution designed to provide comprehensive health metrics and alerts for remote Linux servers.

A powerful, cross-platform system management and monitoring tool for Windows, Linux, and macOS.

A Telegram API bridge that manages user data, dialogs, messages, drafts, read status, and more for seamless interactions.

An MCP server to query traces/spans from [Grafana Tempo](https://github.com/grafana/tempo).

his MCP server enables LLMs to interact with Teradata databases. This MCP Server support tools and prompts for multi task data analytics

A Model Context Protocol server that enables AI assistants to query Tideways performance monitoring data and provide conversational performance insights for PHP applications.

An MCP server for interacting with TikTok advertising platforms for campaign management, performance analytics, audience targeting, creative management, and custom reporting.

🌍 Real-time earthquake monitoring from Thai Meteorological Department. Features magnitude filtering, location-based search (Thai/English), today's events tracking, dangerous earthquake alerts, and comprehensive statistics. Covers regional and global seismic activities.

Chat with all of your organization's managed APIs and perform other API lifecycle operations, managing tokens, users, analytics, and more.

An MCP server that tracks newly created liquidity pools on Uniswap across nine blockchain networks.

An MCP server that enables LLMs to interact with Unity Catalog AI, supporting CRUD operations on Unity Catalog Functions and executing them as MCP tools.

Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.

`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.

An MCP server that enables LLMs to interact with Unity3d Game Engine, supporting access to a variety of the Unit's Editor engine tools (e.g. Console Logs, Test Runner logs, Editor functions, hierarchy state, etc) and executing them as MCP tools or gather them as resources.

WildFly MCP server that enables LLM to interact with running WildFly servers (retrieve metrics, logs, invoke operations, ...).

A Model Context Protocol (MCP) server implementation for JetBrains YouTrack, allowing AI assistants to interact with YouTrack issue tracking system.

Comprehensive YouTube API integration for video management, Shorts creation, and analytics.