Best Observability & Monitoring MCP servers

Query errors, logs, metrics and traces (Sentry, Grafana, Datadog, Logfire) so your assistant can debug production issues. We compared 9 Observability & Monitoring MCP servers — 8 updated in the last 90 days, 5 with one-click install — ranked by relevance and GitHub stars.

Official: mcp-grafana by grafana, Sentry MCP by getsentry, Logfire MCP by pydantic

Quick comparison

Top 9 by relevance. Status: maintained = commit in the last 90 days.

ServerStarsStatusUpdatedInstallAPI key
mcp-grafanagrafana★ 3.6kMaintainedtodayOne-clickLikely
Sentry MCPgetsentry★ 928MaintainedtodayOne-clickLikely
prometheus-mcp-serverpab1it0★ 518Maintained2 days agoCommandLikely
Logfire MCPpydantic★ 161Aging3 months agoOne-clickNot mentioned
nightingaleccfos★ 13.3kMaintainedtodaySee READMENot mentioned
mcp-context-forgeIBM★ 4.6kMaintainedtodayOne-clickLikely
trpc-agent-gotrpc-group★ 1.9kMaintainedtodaySee READMELikely
golfgolf-mcp★ 840Maintained1 month agoCommandLikely
mcpsnoopkerlenton★ 360Maintained6 days agoOne-clickNot mentioned

All 9 Observability & Monitoring MCP servers

Showing all 9 servers

mcp-grafana

by grafana · Go

MCP server for Grafana

Data & ObservabilityMaintainedRemote3.6k

Sentry MCP

by getsentry · TypeScript

Official Sentry tooling for agents: search issues and errors, inspect stack traces and events, and debug production problems from your AI assistant.

Data & ObservabilityMaintainedRemote928

prometheus-mcp-server

by pab1it0 · Python

A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.

Data & ObservabilityMaintainedRemote518

Logfire MCP

by pydantic · Python

Official Pydantic Logfire server: query traces, metrics and exceptions with SQL so your assistant can debug your app from real telemetry.

Data & ObservabilityAgingRemote161

nightingale

by ccfos · Go

Open-source, self-hosted alerting for metrics, logs, and databases. Includes a built-in AI agent and MCP server.

Data & ObservabilityMaintained13.3k

mcp-context-forge

by IBM · Python

An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool calling, and supports plugins.

Gateways, Hubs & ManagersMaintainedRemote4.6k

trpc-agent-go

by trpc-group · Go

A Go framework for building production agent systems with graph workflows, tools, memory, A2A, AG-UI, MCP, evaluation, and observability.

Agents & OrchestrationMaintainedRemote1.9k

golf

by golf-mcp · Python

Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents

Cloud & DevOpsMaintainedRemote840

mcpsnoop

by kerlenton · Go

Wireshark for MCP. A transparent proxy between your AI client and MCP server. Watch every call live in your terminal, fail CI on what it finds, export OpenTelemetry spans.

Cloud & DevOpsMaintainedRemote360

Observability & Monitoring MCP server FAQ

What is the best Observability & Monitoring MCP server?

Based on GitHub stars and recent activity, mcp-grafana by grafana (★ 3.6k, updated today) is the most popular actively maintained option on HookMCP, followed by Sentry MCP and prometheus-mcp-server. The right choice depends on whether you need write access, a hosted (remote) endpoint, or a server that runs locally without an API key.

Is there an official Observability & Monitoring MCP server?

Yes — mcp-grafana by grafana, Sentry MCP by getsentry, Logfire MCP by pydantic are published by the vendor or the MCP project. Official servers are usually the safest first install.

How do I install a Observability & Monitoring MCP server in Claude, Cursor or VS Code?

Open the server's page on HookMCP, choose your client tab (Claude Desktop, Cursor, VS Code or Claude Code) and copy the config — 5 of the 9 servers here have one-click install links for Cursor and VS Code. Restart your AI app and the new tools appear automatically.

Do Observability & Monitoring MCP servers need an API key?

6 of 9 servers here mention API keys or tokens in their README; 3 don't mention any. Check each listing's Details panel, and pass keys as environment variables rather than pasting them into chat.

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