Best MCP Servers for Monitoring in 2026
775 tools indexed · avg score 92.0 · sorted by AgentRank score
The AgentRank index tracks 775 monitoring tools. The top-ranked entry is kerlenton/mcpsnoop at 97.7 points. Across the 10 shown here, the average AgentRank score is 92.0, and 10 had a commit in the last 30 days. The most common primary language is Go.
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
- #1kerlenton/mcpsnoop97.7
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.
Ranks here on 360 GitHub stars and an active commit 13 days ago, plus 100% of issues closed.Issue health 30.8Freshness 28.5Stars 13.1Contributors 12.3Description 6.2 - #2SethGammon/Citadel96.0
The operating layer for Claude Code + OpenAI Codex: persistent project memory, intent routing, safety hooks, cost telemetry, and parallel agent fleets.
Ranks here on 924 GitHub stars and an active commit 8 days ago, plus 97% of issues closed.Freshness 30.5Issue health 30.0Stars 15.2Contributors 9.3Description 6.2 - #3pawurb/hotpath-rs93.8
Rust profiler for CPU, memory, SQL, HTTP, and async performance, with Prometheus and Grafana support.
Ranks here on adopted by 145 downstream projects and 1.9k GitHub stars, plus an active commit 9 days ago.Dependents 25.3Freshness 22.5Issue health 20.7Stars 11.5Contributors 6.6 - Ranks here on adopted by 455 downstream projects and 1.3k GitHub stars, plus a commit within the last week.Dependents 25.3Freshness 22.9Issue health 17.7Stars 11.5Contributors 9.2
- #5pab1it0/prometheus-mcp-server93.2
A Model Context Protocol (MCP) server that enables AI agents and LLMs to query and analyze Prometheus metrics through standardized interfaces.
Ranks here on 518 GitHub stars and an active commit 9 days ago, plus 90% of issues closed.Freshness 25.0Issue health 23.1Downloads 15.1Stars 11.6Contributors 10.3 - #6dash0hq/agent-skills90.5
OpenTelemetry skills and reference documentation for AI coding assistants - instrumentation patterns, telemetry quality guides, and Dash0 integration
Ranks here on an active commit 8 days ago and 93% of issues closed.Freshness 30.4Issue health 28.7Stars 10.2Contributors 10.0Description 6.2 - #7avivsinai/langfuse-mcp89.4
A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability
Ranks here on an active commit 9 days ago and 100% of issues closed.Issue health 30.8Freshness 29.9Stars 10.5Contributors 8.4License 4.6 - #8tinkerologie/unraid-management-agent89.4
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 93% of issues closed.Freshness 30.7Issue health 28.5Contributors 10.0Stars 9.4Description 6.2 - #9szymdzum/browser-debugger-cli88.9
CLI tool for agents to quickly access browser telemetry (DOM, network, console) via Chrome DevTools Protocol.
Ranks here on an active commit 14 days ago and 98% of issues closed.Issue health 30.2Freshness 28.1Stars 11.2Contributors 7.9License 4.6 - #10AnalyseDeCircuit/oxideterm88.0
AI-native workspace for local shells and remote machines.Zero Webview, zero OpenSSL, zero telemetry, and no app subscription.Written in Rust+GPUI
Ranks here on 1.7k GitHub stars and an active commit 8 days ago, plus 92% of issues closed.Freshness 30.4Issue health 28.2Stars 15.4Contributors 6.5Description 4.3
More Monitoring MCP Servers
| # | Tool | Score | Stars | Last Commit | Language |
|---|---|---|---|---|---|
| 11 | majiayu000/harness | 84 | 9d ago | Rust | |
| 12 | using-system/otelyssey | 88 | 8d ago | Python | |
| 13 | comet-ml/opik-mcp | 222 | 11d ago | Python | |
| 14 | spences10/my-pi | 135 | 8d ago | TypeScript | |
| 15 | getsentry/toolkit | 928 | 8d ago | TypeScript | |
| 16 | axocoatl/axocoatl | 71 | 7d ago | Rust | |
| 17 | using-system/oddyssey | 10 | 8d ago | Python | |
| 18 | newrelic-experimental/preflight | 63 | 7d ago | TypeScript | |
| 19 | ModernOps888/mcplex | 13 | 7d ago | Rust | |
| 20 | neat-technologies/neat | 22 | 7d ago | TypeScript | |
| 21 | WYRE-AI/proofpoint-mcp | 5 | 14d ago | TypeScript | |
| 22 | TripleHelixProgramming/wpilog-mcp | 10 | 7d ago | Java | |
| 23 | uber/ADR | 2.0k | 7d ago | Python | |
| 24 | danieljustus/symaira-vault | 31 | 7d ago | Go | |
| 25 | ascending-llc/jarvis-registry | 3.6k | 7d ago | Python | |
| 26 | Alex8791-cyber/cognithor | 158 | 8d ago | Python | |
| 27 | tylerjrbuell/reactive-agents-ts | 29 | 7d ago | TypeScript | |
| 28 | fzxbl/terminal-mcp | 11 | 19d ago | Go | |
| 29 | preloop/preloop | 77 | 7d ago | Python | |
| 30 | WagnerAgent/awesome-mcp-servers-devops | 97 | 13d ago | — | |
| 31 | ouranos-labs/pseolint | 7 | 27d ago | HTML | |
| 32 | dinglebear-ai/unraid | 138 | 7d ago | Python | |
| 33 | PulsHealth/pulshealth | 12 | 7d ago | Swift | |
| 34 | agentkitai/agentlens | 24 | 8d ago | TypeScript | |
| 35 | raro42/mac-stats | 18 | 7d ago | Rust | |
| 36 | gambletan/cortex | 35 | 8d ago | Rust | |
| 37 | srl-labs/fcli | 19 | 8d ago | Python | |
| 38 | ThoTischner/observability-mcp | 7 | 8d ago | TypeScript | |
| 39 | jd-opensource/JoySafeter | 313 | 1mo ago | Python | |
| 40 | joshrotenberg/mcp-proxy | 17 | 7d ago | Rust | |
| 41 | grafana/mcp-grafana | 3.6k | 7d ago | Go | |
| 42 | MSKazemi/aobench | 11 | 11d ago | Python | |
| 43 | ByteYellow/AgentProvenance | 58 | 11d ago | Go | |
| 44 | xinbetween/flowlight | 11 | 7d ago | Swift | |
| 45 | prashar32/riskkernel | 20 | 1mo ago | Go | |
| 46 | roy-tong/AgentMeasure | 219 | 7d ago | Python | |
| 47 | Maxofpower/FeatureFusion | 56 | 7d ago | C# | |
| 48 | sorunokoe/Scopeon | 14 | 1mo ago | Rust | |
| 49 | prometheus/prometheus-mcp | 121 | 9d ago | Go | |
| 50 | alibaba/UnifiedModel | 418 | 7d ago | Go |