Best MCP Servers for Monitoring & Observability (2026)

The best MCP servers for monitoring and observability — query metrics, logs, traces, and alerts so AI agents can investigate incidents and report on system health.

Browse all Monitoring & Observability servers →

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Mcp Dotnet Diagnosticsaayushmdesai
Most popular in this category on AllMCPs
Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: dotnet tool install -g mcp-dotnet-diagnostics
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Cirdanadanb13
Community pick
AI infrastructure cartographer & MCP server: fingerprints, graphs, and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
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Agentlensagentkitai
Community pick
Tamper-evident observability for AI agents: a SHA-256 hash-chained audit log with chain verification and signed export (EU AI Act Art. 12). Instrument any agent with zero code via npx -y @agentlensai/mcp; also ingests OpenTelemetry GenAI traces.
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Openobserve Community Mcpalilxxey
Community pick
Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the Enterprise license.
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Byok Observability Mcpalimuratkuslu
Community pick
Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
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Alog McpAlog
Community pick
AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
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MCPSpendandreisirbu91-lab
Community pick
Real-time cost observability for MCP tool calls. Transparent proxy auto-detects every MCP client (Claude Desktop, Cursor, Windsurf, VS Code, Claude Code, Zed, Continue.dev, Cline, Goose) and attributes spend per tool, per project, per end-customer. npx @mcpspend/proxy add install. Free tier 25K calls/month, no card. MIT proxy on npm. EU-hosted, GDPR-ready.
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Mcp Redis Monitorantonio-mello-ai
Community pick
Read-only Redis monitoring — queue depths by type, Celery queue status, connected clients, server/memory stats, and key counts per database. 5 tools, built with FastMCP. Install: uvx mcp-redis-monitor.
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Mcp Serverargosvix
Community pick
Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: npx -y @argosvix/mcp-server.
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Mcp Telemetryarnavranjan005
Community pick
Socket.IO-style telemetry for MCP servers. Instrument a tool call with a few lines of mcp-telemetry-sdk, and telemetrysubscribe streams its live progress (steps, logs, cost, done) to any connected MCP client via notifications/progress — no polling, and a job started in one session can be watched from a completely different one.
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Frequently asked questions

What is the best MCP server for monitoring?

Observability MCP servers connect agents to metrics, logs, and tracing backends. This page ranks the most-used ones across the directory.

Can an AI agent investigate an incident through MCP?

Yes — with a monitoring server, an agent can pull recent metrics, search logs, and correlate traces to help triage, all read-only if you scope it that way.

Which observability platforms have MCP servers?

Common ones include Prometheus/Grafana, Sentry, and various APM and log platforms — browse the full Monitoring category for more.

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