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MCP servers tagged root-cause-analysis

11 live MCP servers tagged "root-cause-analysis", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with root-cause-analysis.

11
live servers
35
avg trust
1

Deepticket

支持对接内部系统的 AI 排障工作台:通过 HTTP API / Webhook 接入工单与告警系统,串联代码、日志、配置和 Agent,并提供面向产品、运营、客服的 Web 自助分析页面。

44
2

Rescueloop

Local-first observability and safe recovery for macOS and Windows. See what broke, review the fix, verify the result, and roll back safely.

34
3

Thinking Protocol MCP

MCP Server for 6-stage Thinking Protocol Framework

34
4

AgentOps Center

Open-source AI Operations platform for multi-agent systems featuring OpenTelemetry instrumentation, SigNoz observability, MCP-powered diagnostics, chaos engineering, workflow repl…

34
5

Froggy Sre

MCP-based SRE incident response agent for macOS. Feed a Kubernetes alert → get root cause, fix, and risk in one tool call. Native Swift, on-device LLM by default.

34
6

Metric Shift MCP Server

MCP server that answers "sales dropped since last week — where?" Localizes which attribute combinations explain a metric shift. Offline, no API key.

34
7

Opsagent

AI-powered CI/CD failure first responder - from red pipeline to root cause in seconds

34
8

Tracebench

RCAgentBench: a benchmark measuring how tool design and agent instructions affect LLM agents doing root cause analysis on distributed traces.

34
9

Bayescausal

Calibrated incident root cause inference for TypeScript: declarative Bayesian networks with exact and approximate inference and the do-operator, zero runtime dependencies.

34
10

K8s Rca MCP Server

Read-only MCP tools and reproducible scenarios for Kubernetes root-cause analysis

34
11

AI Incident Monitoring Rca Agent

Autonomous Level-1 SRE Incident Triage Agent built with LangGraph, FastMCP, and FastAPI. Evaluated on 30 golden incidents with 100% verified RCA and 0.0823 ECE.

34
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