Monitoring & Observability MCP Servers

Give your coding agent the full DevTools toolbox: traces, network, console, heap snapshots and Lighthouse.

Dashboards, Prometheus and Loki queries, incidents and alerts — observability by conversation.

Errors with full context — stack traces, issue triage and AI-powered root-cause analysis from Sentry's server.

Enables enhanced web research capabilities for large language models through intelligent search queuing and advanced content extraction.

Automates browser interactions and enables Large Language Models (LLMs) to interact with web pages through Playwright and Chrome DevTools Protocol

Guides tool usage by providing recommendations for MCP tools at each problem-solving stage.

Integrates with Gmail APIs to enable programmatic email reading, sending, and management.

Connects Prometheus metrics and data to Claude via the Model Context Protocol (MCP).

Enables LLMs to interact with web pages by providing browser automation capabilities, including screenshot capture and JavaScript execution.

Extracts and analyzes errors and warnings from Xcode build logs for integration with AI assistants.

Integrates Claude AI capabilities with Plane project management for enhanced automation and collaboration.

Facilitates interaction with Model Context Protocol by providing a JavaScript SDK for defining server prompts, resources, and tools.

Enables LLMs to control web browsers through a standardized JSON-RPC interface for automation and analysis.

Scrapes websites and extracts structured data using Firecrawl's APIs.

Integrates AI models with Jira through a standardized Model Context Protocol interface.

Enables Claude to interact with Xano databases through the Xano Metadata API.

Automates browser interactions for LLMs using Puppeteer and the Model Context Protocol.

A unified API gateway for integrating multiple etherscan-like blockchain explorer APIs with Model Context Protocol (MCP) support for AI assistants.

MCP server for Ansible Automation Platform

MCP server for Aare.guru API - provides water temperature and swimming conditions for the Aare river

Adaptive memory system for AI applications. Multi-strategy retrieval, cognitive scoring, knowledge graph, and self-improving ML. Connects via MCP or

MCP server for Android Debug Bridge (ADB) interactions in TypeScript

Manage AdGuard Home through AI assistants

Aegis-SSH-MCP is a small MCP-native bridge that lets an AI agent run **approved commands** on Linux hosts over SSH.

Bridge MCP servers to the AGENIUM agent:// network via DNS discovery

MCP server for browser automation via Vercel's agent-browser CLI

Hash-chained HMAC-signed audit log MCP for A2A (agent-to-agent) calls. Every tool-call, agent-ha...

Hiring, SEC, research papers, GitHub & Hacker News as JSON for AI agents. Pay-per-result on Apify.

AI agent security: prompt injection detection, semantic memory, output scanning, prompt hardening

MCP server for AgentDocs (agentdocs.eu): read, search, write, comment on & share Markdown docs.

Agentify MCP Server - Multi-client AI agent monitoring and control system with auto task completion detection

Verifiable, signed, immutable receipts for autonomous agent actions

AI agent registry — search, register, and evaluate 122+ agents with trust scores and ecash.

MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, and multi-turn

Ai Ops MCP server. Tools: system health check, check service, security scan. Built by MEOK A...

Ai Self Audit MCP Server by MEOK AI Labs

This implementation follows the official MCP specification, including proper message framing, transport layer implementation, and complete protocol

A full-stack AI Red Teaming platform securing AI ecosystems via OpenClaw Security Scan, Agent Scan, Skills Scan, MCP scan, AI Infra scan and LLM

1. **Get Your API Key**: Obtain your API key from [MusicMCP.AI Platform](https://www.musicmcp.ai) 2. **Install uv**: Install the Python package

Binalyze AIR MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to integrate with Prometheus Alertmanager

Prometheus Alertmanager MCP Server for Claude AI integration

阿里云可观测 MCP Server 的 Go 语言实现，为 AI 模型提供对阿里云日志服务（SLS）和云监控（CMS）的结构化数据访问能力。基于 [Model Context Protocol](https://modelcontextprotocol.io/) 协议，可与

interacting with Aliyun (Alibaba Cloud) services through This MCP server provides tools.

AgentCost — AI Agent Spend Analysis. MCP server that analyzes Claude Code session logs to find token waste and optimization opportunities. Free

Data observability tools for engineering teams: alerts, freshness, schema drift, lineage, quality.

A Model Context Protocol (MCP) server implementation for Apache Airflow, enabling seamless integration with MCP clients. This project provides a

API 200 is an open source API gateway to simplify 3rd-party integrations. Import endpoints, set up caching, retries, and mocks. Access all services

An MCP server that gives AI agents and IDEs like Claude, Cursor, and Windsurf <strong>read-only</strong> access to historical resource usage and

MCP server for AppSignal error monitoring integration

An MCP (Model Context Protocol) server that provides tools for monitoring, analyzing, and troubleshooting AWS Application Signals services.

A production-ready [Model Context Protocol](https://modelcontextprotocol.io/) (MCP) server written in Go that wraps the APsystems OpenAPI, giving AI

Aqara's official MCP Server

Multi-Model database with built-in MCP server for SQL, Cypher, Gremlin, and GraphQL.

The Arcanna MCP server allows user to interact with Arcanna's AI use cases through the Model Context Protocol (MCP).

Diagnoses ArduPilot DataFlash flight logs over the Model Context Protocol.

MCP server for iOS Simulator and Android Emulator control

Constitutional AI kernel with 13 MCP tools, 888_JUDGE verdict pipeline, and VAULT999 ledger.

Self-hosted artifact publishing: POST HTML/JSX/Markdown/zip, get an unguessable URL on your domain

MCP for AWS Cost Explorer and CloudWatch logs