Skill: Write an Ops Log

SkillMonitoring & ops

Lets your agent write claude skill records of infrastructure incidents to Echo and link them from pull requests.

Use Skill: Write an Ops Log in Claude, ChatGPT or Ahel Desktop

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Also: Claude Code · Cursor · Codex

Then ask your AI: use the Skill: Write an Ops Log skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Skill: Write an Ops LogStart free
About this skill

Publish a tagged Echo record after a live infrastructure incident, then link its canonical URL from the associated pull request or issue.

What this skill tells your AI

The instructions your AI receives, as published by marin-community/marin in .agents/skills/write-ops-log/SKILL.md and read by ahel’s review.

Publish the incident record to Echo. Do not add a repository debug-log file. An incident is a service, production run, or shared operational system failure or degradation that required diagnosis or mitigation. Ordinary code debugging, implementation notes, experiment progress, and local failures are not incident records. The audience is a future engineer who must quickly decide what to check or do next. Record the smallest set of facts that supports that action. Link raw evidence and detailed chronology rather than reproducing them; Echo entries consume limited model context whenever they are retrieved.

Search before writing

If the current investigation already fetched an Echo entry for this incident, reuse it and edit that entry without repeating the search. Otherwise, invoke consult-echo and run its complete search-before-write sequence. Start with a natural-language infra/marina/apps/echo/cli.py search, fetch likely matches with get <source-id>, and use grep for the exact error or run identifier. Create a new entry for a different incident even when the symptom resembles an older one; link related incidents and create or extend a separate synthesis only when they establish a reusable cross-incident pattern.

Draft the Echo entry

Write an OKF document in a temporary file:

---
type: wiki-note
title: "Incident YYYY-MM-DD: <system> — <symptom>"
use_when: when investigating <specific symptom or exact error>
tags:
  - incident
  - debugging
  - ops
  - <system>
  - <severity>
  - <resolution>
---

# <System or component>: <symptom>

## TL;DR

- <user-visible symptom>
- <diagnostic discriminator or immediate action>
- <fix or remaining caveat>

## Response

<The shortest safe procedure for diagnosing, mitigating, or avoiding the
incident.>

## Cause and resolution

<Only the evidence needed to justify the response and explain the resolution.>

## Artifacts

- <Canonical PR, issue, dashboard, durable log bundle, or report>

Use the incident's investigation date. Use lowercase kebab-case tags and no more than 20. Always include incident and debugging; add ops for infrastructure work, followed by the subsystem, severity, and resolution. Omit any body section that adds no actionable value. Add a compact original report, investigation step, or course correction only when it changes how a future reader should recognize or respond to the incident.

Write the record

Create a new incident:

uv run infra/marina/apps/echo/cli.py wiki add --file incident.md

Continue the same incident:

uv run infra/marina/apps/echo/cli.py wiki show <id> > incident.md
# Edit incident.md.
uv run infra/marina/apps/echo/cli.py wiki edit <id> --file incident.md

Both commands print the canonical Echo URL. Return that URL and add it to the associated PR description or issue. Do not commit the temporary OKF file.

Keep the record useful

  • Preserve exact error strings and canonical evidence URLs.
  • Prefer decisions, discriminating evidence, and response steps over narrative. Do not paste raw logs, duplicate source artifacts, or narrate every tool call.
  • Link readers to the external source of record when its detail is not needed to choose or carry out the action.
  • Keep incident-specific detail here. Promote recurring procedures and guardrails to the relevant OPS.md.
  • Update docs/ when behavior or configuration guidance belongs with the repository.
  • Record an unknown root cause as unknown; do not fill the gap with speculation.

Signals

GitHub stars
4k
Forks
311
Last commit
Oct 2026
Advanced
Item type
skill
Key
write-ops-log
Source
github.com/marin-community/marin
Skill: Write an Ops Log skill for Claude and ChatGPT