Best MCP Servers for Monitoring in 2026
690 tools indexed · avg score 91.1 · sorted by AgentRank score
The AgentRank index tracks 690 monitoring tools. The top-ranked entry is ascending-llc/jarvis-registry at 100.0 points. Across the 10 shown here, the average AgentRank score is 91.1, and 10 had a commit in the last 30 days. The most common primary language is Python.
Monitoring and observability MCP servers give AI agents access to system metrics, logs, alerts, and traces. These tools let language models query Prometheus metrics, read Grafana dashboards, triage Sentry errors, and analyze OpenTelemetry traces — enabling autonomous incident detection and response workflows.
The most powerful use case is incident response: an agent that monitors for anomalies, identifies the likely root cause from correlated signals, and either auto-remediates or pages the right human with a structured diagnosis. This requires MCP servers that expose not just raw metrics but also alerting, threshold management, and correlation queries.
For observability tooling, prioritize MCP servers with read-only safe modes for production environments, support for time-range queries, and the ability to correlate metrics with deployment events. The best tools make it trivial to answer "what changed right before the error rate spiked?"
Top 10 Monitoring MCP Servers
- #1ascending-llc/jarvis-registry100.0
Connect any AI copilot or autonomous agent to your enterprise tools — through a single, secure MCP/Agent gateway with built-in identity, access control, and full observability.
Ranks here on 3.1k GitHub stars and a commit within the last week, plus 100% of issues closed.Freshness 30.8Issue health 30.8Stars 15.4Contributors 12.3Description 6.2 - #2pawurb/hotpath-rs95.0
Rust profiler for CPU, memory, SQL, HTTP, and async performance, with Prometheus and Grafana support.
Ranks here on adopted by 125 downstream projects and 1.7k GitHub stars, plus a commit within the last week.Dependents 25.3Freshness 23.0Issue health 21.9Stars 11.5Contributors 6.6 - #3SethGammon/Citadel93.9
The operating layer for Claude Code + OpenAI Codex: persistent project memory, intent routing, safety hooks, cost telemetry, and parallel agent fleets.
Ranks here on 923 GitHub stars and a commit within the last week, plus 90% of issues closed.Freshness 30.8Issue health 27.8Stars 15.2Contributors 9.3Description 6.2 - Ranks here on adopted by 441 downstream projects and 1.2k GitHub stars, plus a commit within the last week.Dependents 25.3Freshness 23.0Issue health 17.9Stars 11.5Contributors 9.2
- #5ruaan-deysel/unraid-management-agent91.2
Go-based Unraid plugin monitor and control your Unraid system via REST API, WebSocket, MCP, Prometheus, and MQTT. Supports Docker/VM control, real-time metrics, Home Assistant integration, and AI a...
Ranks here on a commit within the last week and 99% of issues closed.Freshness 30.8Issue health 30.5Contributors 10.0Stars 9.1Description 6.2 - #6pab1it0/prometheus-mcp-server91.0
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Ranks here on 517 GitHub stars and a commit within the last week, plus 82% of issues closed.Freshness 25.6Issue health 21.0Downloads 15.1Stars 11.6Contributors 10.3 - #7AnalyseDeCircuit/oxideterm88.2
AI-native workspace for local shells and remote machines.Zero Webview, zero OpenSSL, zero telemetry, and no app subscription.
Ranks here on 1.6k GitHub stars and a commit within the last week, plus 93% of issues closed.Freshness 30.8Issue health 28.5Stars 15.4Contributors 6.5Description 4.3 - #8uber/ADR86.9
ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
Ranks here on 1.6k GitHub stars and a commit within the last week, plus 76% of issues closed.Freshness 25.6Issue health 19.5Stars 12.8Downloads 11.5Contributors 9.9 - #9Maxofpower/FeatureFusion85.7
a .NET lab of production building blocks (Mediator, OpenTelemetry, Aspire/SigNoz, Mcp and etc) plus a runnable showcase. More packages, a frontend on the way.
Ranks here on a commit within the last week and 100% of issues closed.Freshness 30.8Issue health 30.8Stars 8.9Description 6.2License 4.6 - #10comet-ml/opik-mcp85.5
Model Context Protocol (MCP) server for Opik, the open-source LLM observability and evaluation platform, built by Comet. Read traces, log scores, and manage prompts from Claude Code, Cursor, or VS...
Ranks here on 221 GitHub stars and a commit within the last week.Freshness 30.8Issue health 20.3Stars 12.0Contributors 11.7Description 6.2