llm-aiops SKILL.md skillA

llm-aiops from renky1025/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add renky1025/agent-skills/llm-aiops@git:20260925.32ce6c0

Pins git:20260925.32ce6c0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
renky1025/agent-skills
Path
llm-aiops/SKILL.md
Versions recorded
2
Latest version
git:20260925.32ce6c0, committed Sep 25, 2026
First version recorded
Jun 18, 2026
Size
6,584 bytes
Repository stars
11
License
MIT

LLM AIOps research reference: a curated map of LLM-based approaches to IT operations — incident management, root cause analysis (RCA), log parsing and anomaly detection, infrastructure-as-code and performance diagnosis, and AIOps Q&A. Use when triaging or designing LLM-driven incident response, fault localization, or log analysis, or when surveying the field's key systems, techniques, and benchmarks. Trigger phrases: AIOps, LLM for AIOps, incident management, incident diagnosis, root cause…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# LLM AIOps Reference

## Purpose

A research reference library applying Large Language Models to AIOps, built on the
[awesome-LLM-AIOps](https://github.com/Jun-jie-Huang/awesome-LLM-AIOps) taxonomy. It
answers "which systems, techniques, and benchmarks exist for this operations problem, and
which should I pick" — it does not run scans, parse logs, or execute anything.

## When to Use

- **Incidents**: triaging, diagnosing, mitigating cloud incidents.
- **RCA**: root cause analysis of system failures.
- **Logs**: parsing, anomaly detection, logging statement generation.
- **Infrastructure**: IaC, performance diagnosis, LLM training platforms.
- **AIOps QA**: domain-specific question answering for operations.
- Trigger phrases: "LLM for AIOps", "AI for IT operations", "incident management",
  "root cause analysis", "log parsing", "log anomaly detection", "AIOps benchmark",
  「智能运维」「根因分析」「故障定位」「日志解析」「日志异常检测」「运维问答」.

## When NOT to Use

- The user wants an **agent to actually perform** triage, log parsing, or diagnosis on
  their live systems -> this library only names approaches; hand off to the relevant
  operational tool rather than pretending to execute.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add renky1025/agent-skills/llm-aiops@sha256:ebb3526aa4c6c2de

The line at the top of this page pins the label git:20260925.32ce6c0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_qbx7jnugrhkil75b.svg)](https://markdownregistry.com/a/art_qbx7jnugrhkil75b)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 2 versions of this file, between Jun 18, 2026 and Sep 25, 2026, about one every 99 days.

versioncommittedcommitsizeaudit
git:20260925.32ce6c0 latest2026-09-25 32ce6c0 6,584 BA view · diff
git:20260618.652b2b62026-06-18 652b2b6 4,899 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6584 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

renky1025/agent-skills · 11 stars · license MIT · pushed 2026-10-10 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qbx7jnugrhkil75b
GET https://markdownregistry.com/api/v1/resolve?ref=renky1025/agent-skills/llm-aiops
GET https://markdownregistry.com/api/v1/blob/ebb3526aa4c6c2de0fea95d482a8330bfde68ef40ee531b2c2f307fde8edd637

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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