root-cause-analysis

Identify system fault root causes using Bayesian, decision tree, and causal graph analyses.

1|1|Updated Apr 25, 2026
One-click install
npx skills add https://github.com/linfordWu/owls --skill root-cause-analysis-linfordwu
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: root-cause-analysis
Source: https://github.com/linfordWu/owls/tree/main/skills/root-cause-analysis
Command: npx skills add https://github.com/linfordWu/owls --skill root-cause-analysis-linfordwu

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

根因分析技能通过综合多种推理算法与历史数据,快速定位导致系统故障的根本原因,提升诊断效率与准确性。

Core Features & Use Cases

  • 同时使用贝叶斯网络、决策树、因果图等推理方法进行并行分析,输出根因排序与置信度。
  • 支持历史故障模式匹配,结合证据与因果关系解释推理过程。
  • 生成根因分析报告、解释和修复建议,支持端到端故障处置与后续复盘。
  • 提供丰富的输出格式与 API,便于与其他技能联动与自动化工作流对接。

Quick Start

Analyze the fault_data input to obtain the most probable root causes and generate a structured report.

Frequently Asked Questions about root-cause-analysis

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I identify the root cause of a system fault from multiple competing hypotheses?

Identify the root cause of a system fault by applying multi-algorithm reasoning using Bayesian networks, decision trees, and causal graphs to evaluate fault data, providing ranked root causes with confidence scores and structured explanations.

Can I use causal inference and historical pattern matching for network fault diagnosis?

Yes, you can use causal inference and historical pattern matching for network fault diagnosis by feeding fault data into algorithms that analyze historical fault modes and causal graphs to pinpoint the root cause and generate repair recommendations.

What is the best way to diagnose performance degradation using a decision tree and Bayesian network?

Diagnose performance degradation by running parallel analyses with decision trees and Bayesian networks on available fault data, which evaluates multiple hypotheses and outputs a structured root cause analysis report with confidence scoring.

Does root cause analysis provide confidence scoring and explanations for security incidents?

Root cause analysis provides confidence scoring and explanations for security incidents by combining evidence with causal inference, generating structured outputs that detail the reasoning process and offer repair suggestions.

How do I start root cause analysis for disk faults when I only have raw fault data?

Start root cause analysis for disk faults by inputting raw fault data for validation, which triggers parallel historical matching and multi-algorithm reasoning to generate a structured report with the most probable root causes.