AI SRE Incident Response

by BagelHole

AI SRE Incident Response is a DevOps skill for Claude Code, published by BagelHole in DevOps-Security-Agent-Skills.

709 stars89 forkson BagelHole/DevOps-Security-Agent-SkillsAdded 2026/08/24+1343% in starsRepository updated 2026/05/22

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Install in seconds

Install AI SRE Incident Response

Copy AI SRE Incident Response into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/BagelHole/DevOps-Security-Agent-Skills/tree/main/devops/ai/ai-sre-incident-response ~/.claude/skills/ai-sre-incident-response

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/BagelHole/DevOps-Security-Agent-Skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: devops/ai/ai-sre-incident-response/SKILL.md in BagelHole/DevOps-Security-Agent-Skills
Installs to: ~/.claude/skills/ai-sre-incident-response
Collection: One of 25 skills cataloged from this repository
Category: DevOps — 798 skills

What AI SRE Incident Response does

AI SRE Incident Response builds runbooks and alerting for LLM outages, quality regressions, safety incidents, and runaway cost events. Use it when AI services need SRE-style monitoring, rollback, and escalation procedures.

AI SRE Incident Response is cataloged under DevOps on DirSkills. AI SRE Incident Response comes from a repository tagged agent-skills, agentic-ai, ai-agents, aws and cheatsheets.

Documentation

README

Excerpt

AI SRE Incident Response

Apply SRE rigor to AI systems where incidents include quality regressions, unsafe outputs, and budget explosions.

When to Use This Skill

An LLM endpoint begins returning degraded or hallucinated answers
Token spend spikes beyond budget thresholds
A model provider goes down and traffic must fail over
Safety guardrails fire at abnormal rates
A new model deployment causes latency or accuracy regression

Prerequisites

This is the opening of the README. Read the full README on GitHub.

Frequently asked about AI SRE Incident Response

What else does BagelHole publish alongside AI SRE Incident Response?
AI SRE Incident Response is one of 25 skills that DirSkills catalogs from BagelHole/DevOps-Security-Agent-Skills, the repository it ships in. Its siblings there include AI Pipeline Orchestration, AWS CloudTrail and Access Review. Each one is a separate skill with its own page in this directory, installs the same way AI SRE Incident Response does, and is maintained by BagelHole in that same repository. The rest of the collection is listed on the BagelHole/DevOps-Security-Agent-Skills page.
How does AI SRE Incident Response compare to other DevOps skills?
AI SRE Incident Response ranks #581 by stars among the 798 DevOps skills in this catalog. The most-starred ones next to it are Backend Patterns, API Connector Builder and Migration. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of AI SRE Incident Response against them. Open each page to compare what they document and how they install.