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MCP servers tagged root-cause-analysis
23 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.
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。
SRE Agent
Autonomous agent for Kubernetes incident detection, diagnosis, and mitigation using LLMs and modular workflows. Integrates LangChain, LangGraph, and MCP servers to enable automate…
Chronos
⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…
Wuji Legion Codex
无极军团 3.0：面向 Codex 的智能工作中枢。以自然语言组织 Skill、插件与 MCP，保留白帽判断、有界执行与证据驱动进化。公开开发中。
ErrorLogAnalyzer
AI-powered error log analyzer built with .NET 9, Semantic Kernel, and Ollama. Uses an agentic MCP loop to correlate production errors with deployment history, then retrieves relev…
AI Test Failure Analyzer
8-phase evidence pipeline for Playwright, pytest, Jest, Cypress, Newman, k6, and JUnit failures. Scans git history, application logs, and config to produce confidence-scored root-…
Agenticdbg
AI-powered crash triage over MCP — drives real CDB/GDB/LLDB sessions across Windows, Linux, and macOS so AI assistants debug from runtime truth, not guesswork.
Chronos
⏳ CHRONOS — Autonomous Data Incident Root Cause Analysis Agent. Triple-graph architecture (OpenMetadata + Graphiti + GitNexus) powered by LangGraph. Travels through metadata time…
Rescueloop
Local-first observability and safe recovery for macOS and Windows. See what broke, review the fix, verify the result, and roll back safely.
Thinking Protocol MCP
MCP Server for 6-stage Thinking Protocol Framework
AgentOps Center
Open-source AI Operations platform for multi-agent systems featuring OpenTelemetry instrumentation, SigNoz observability, MCP-powered diagnostics, chaos engineering, workflow repl…
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.
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.
Opsagent
AI-powered CI/CD failure first responder - from red pipeline to root cause in seconds
Tracebench
RCAgentBench: a benchmark measuring how tool design and agent instructions affect LLM agents doing root cause analysis on distributed traces.
Bayescausal
Calibrated incident root cause inference for TypeScript: declarative Bayesian networks with exact and approximate inference and the do-operator, zero runtime dependencies.
K8s Rca MCP Server
Read-only MCP tools and reproducible scenarios for Kubernetes root-cause analysis
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.
Code Graph Rca
Halo · structural facts about your code, exposed to any AI agent over MCP. Long-lived daemon parses your repo with tree-sitter, builds a call graph + git-aware index, and gives Cu…
Neubird
Neubird — independent third-party profile of a public API surface, by API Evangelist. NeuBird AI is "The Production Operations Agent" — an autonomous AI SRE platform that investig…
Cluster Sre Agent
Multi-agent diagnosis over an explicit cluster dependency graph — five ablatable configurations, specified before results existed, scored on slurm-rca-bench.
DataOps Investigator
Evidence driven AI agent for investigating data system incidents using LLM planning, MCP-based evidence collection, and deterministic root-cause analysis.
Spoor
budgeted digest that separates root causes from echoes using trace structure.