Google PageRank for AI agents. 25,000+ tools indexed.

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

  1. #1
    kerlenton/mcpsnoop

    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.

    97.7
    Ranks here on 360 GitHub stars and an active commit 13 days ago, plus 100% of issues closed.
    Issue health
    30.8
    Freshness
    28.5
    Stars
    13.1
    Contributors
    12.3
    Description
    6.2
    ★ 360 commit 13d ago Go
  2. #2
    SethGammon/Citadel

    The operating layer for Claude Code + OpenAI Codex: persistent project memory, intent routing, safety hooks, cost telemetry, and parallel agent fleets.

    96.0
    Ranks here on 924 GitHub stars and an active commit 8 days ago, plus 97% of issues closed.
    Freshness
    30.5
    Issue health
    30.0
    Stars
    15.2
    Contributors
    9.3
    Description
    6.2
    ★ 924 commit 7d ago JavaScript
  3. #3
    pawurb/hotpath-rs

    Rust profiler for CPU, memory, SQL, HTTP, and async performance, with Prometheus and Grafana support.

    93.8
    Ranks here on adopted by 145 downstream projects and 1.9k GitHub stars, plus an active commit 9 days ago.
    Dependents
    25.3
    Freshness
    22.5
    Issue health
    20.7
    Stars
    11.5
    Contributors
    6.6
    ★ 1.9k commit 8d ago Rust 145 dependents
  4. #4
    Arize-ai/openinference

    OpenTelemetry Instrumentation for AI Observability

    93.3
    Ranks here on adopted by 455 downstream projects and 1.3k GitHub stars, plus a commit within the last week.
    Dependents
    25.3
    Freshness
    22.9
    Issue health
    17.7
    Stars
    11.5
    Contributors
    9.2
    ★ 1.3k commit 7d ago Python 455 dependents
  5. #5
    pab1it0/prometheus-mcp-server

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

    93.2
    Ranks here on 518 GitHub stars and an active commit 9 days ago, plus 90% of issues closed.
    Freshness
    25.0
    Issue health
    23.1
    Downloads
    15.1
    Stars
    11.6
    Contributors
    10.3
    ★ 518 commit 9d ago Python
  6. #6
    dash0hq/agent-skills

    OpenTelemetry skills and reference documentation for AI coding assistants - instrumentation patterns, telemetry quality guides, and Dash0 integration

    90.5
    Ranks here on an active commit 8 days ago and 93% of issues closed.
    Freshness
    30.4
    Issue health
    28.7
    Stars
    10.2
    Contributors
    10.0
    Description
    6.2
    ★ 98 commit 7d ago Go
  7. #7
    avivsinai/langfuse-mcp

    A Model Context Protocol (MCP) server for Langfuse, enabling AI agents to query Langfuse trace data for enhanced debugging and observability

    89.4
    Ranks here on an active commit 9 days ago and 100% of issues closed.
    Issue health
    30.8
    Freshness
    29.9
    Stars
    10.5
    Contributors
    8.4
    License
    4.6
    ★ 113 commit 9d ago Python
  8. #8
    tinkerologie/unraid-management-agent

    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...

    89.4
    Ranks here on a commit within the last week and 93% of issues closed.
    Freshness
    30.7
    Issue health
    28.5
    Contributors
    10.0
    Stars
    9.4
    Description
    6.2
    ★ 66 commit 7d ago Go
  9. #9
    szymdzum/browser-debugger-cli

    CLI tool for agents to quickly access browser telemetry (DOM, network, console) via Chrome DevTools Protocol.

    88.9
    Ranks here on an active commit 14 days ago and 98% of issues closed.
    Issue health
    30.2
    Freshness
    28.1
    Stars
    11.2
    Contributors
    7.9
    License
    4.6
    ★ 151 commit 14d ago TypeScript
  10. #10
    AnalyseDeCircuit/oxideterm

    AI-native workspace for local shells and remote machines.Zero Webview, zero OpenSSL, zero telemetry, and no app subscription.Written in Rust+GPUI

    88.0
    Ranks here on 1.7k GitHub stars and an active commit 8 days ago, plus 92% of issues closed.
    Freshness
    30.4
    Issue health
    28.2
    Stars
    15.4
    Contributors
    6.5
    Description
    4.3
    ★ 1.7k commit 7d ago Rust

More Monitoring MCP Servers

# Tool Score Stars Last Commit Language
11 majiayu000/harness 86.2 84 9d ago Rust
12 using-system/otelyssey 85.8 88 8d ago Python
13 comet-ml/opik-mcp 85.1 222 11d ago Python
14 spences10/my-pi 85.0 135 8d ago TypeScript
15 getsentry/toolkit 84.5 928 8d ago TypeScript
16 axocoatl/axocoatl 84.3 71 7d ago Rust
17 using-system/oddyssey 83.9 10 8d ago Python
18 newrelic-experimental/preflight 82.9 63 7d ago TypeScript
19 ModernOps888/mcplex 81.9 13 7d ago Rust
20 neat-technologies/neat 81.5 22 7d ago TypeScript
21 WYRE-AI/proofpoint-mcp 80.7 5 14d ago TypeScript
22 TripleHelixProgramming/wpilog-mcp 80.2 10 7d ago Java
23 uber/ADR 80.2 2.0k 7d ago Python
24 danieljustus/symaira-vault 80.2 31 7d ago Go
25 ascending-llc/jarvis-registry 79.5 3.6k 7d ago Python
26 Alex8791-cyber/cognithor 77.7 158 8d ago Python
27 tylerjrbuell/reactive-agents-ts 77.5 29 7d ago TypeScript
28 fzxbl/terminal-mcp 77.0 11 19d ago Go
29 preloop/preloop 76.9 77 7d ago Python
30 WagnerAgent/awesome-mcp-servers-devops 76.7 97 13d ago —
31 ouranos-labs/pseolint 76.3 7 27d ago HTML
32 dinglebear-ai/unraid 76.1 138 7d ago Python
33 PulsHealth/pulshealth 75.1 12 7d ago Swift
34 agentkitai/agentlens 75.0 24 8d ago TypeScript
35 raro42/mac-stats 74.9 18 7d ago Rust
36 gambletan/cortex 74.2 35 8d ago Rust
37 srl-labs/fcli 74.2 19 8d ago Python
38 ThoTischner/observability-mcp 74.2 7 8d ago TypeScript
39 jd-opensource/JoySafeter 74.1 313 1mo ago Python
40 joshrotenberg/mcp-proxy 73.7 17 7d ago Rust
41 grafana/mcp-grafana 73.6 3.6k 7d ago Go
42 MSKazemi/aobench 73.1 11 11d ago Python
43 ByteYellow/AgentProvenance 71.9 58 11d ago Go
44 xinbetween/flowlight 71.1 11 7d ago Swift
45 prashar32/riskkernel 71.0 20 1mo ago Go
46 roy-tong/AgentMeasure 70.5 219 7d ago Python
47 Maxofpower/FeatureFusion 70.4 56 7d ago C#
48 sorunokoe/Scopeon 69.9 14 1mo ago Rust
49 prometheus/prometheus-mcp 69.1 121 9d ago Go
50 alibaba/UnifiedModel 68.8 418 7d ago Go