remediation

remediation is a skill for Claude Code, Codex from MLOps-Courses/agentops-open-course. It costs 35 tokens per session (250 once invoked), scanned A, original, MIT.

A guided process for responding to a known production incident using the relevant runbook. An incident is a service problem, and a runbook is the documented procedure for handling it.

In plain words
What is it for?
Use it to fetch an incident and its runbook, recommend the least disruptive corrective step, and handle guarded service restarts or incident resolution when approved.
Why use it?
It keeps remediation tied to documented steps, limits disruption, and defines the evidence and stop conditions needed before declaring recovery.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/mlops-courses/agentops-open-course/remediation
Any agent
npx skills add MLOps-Courses/agentops-open-course --skill remediation
Clone the repo
git clone --depth 1 https://github.com/MLOps-Courses/agentops-open-course

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for remediation

README.md
[![agentmods](https://agentmods.dev/badge/skills/mlops-courses/agentops-open-course/remediation.svg)](https://agentmods.dev/skills/mlops-courses/agentops-open-course/remediation)
Your own site
<a href="https://agentmods.dev/skills/mlops-courses/agentops-open-course/remediation"><img src="https://agentmods.dev/badge/skills/mlops-courses/agentops-open-course/remediation.svg" alt="Measured on agentmods" height="20"></a>
Per session 35 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 250 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00035 $0.00250
Opus 5 $0.00017 $0.00125
Sonnet 5 $0.00007 $0.00050
Haiku 4.5 $0.00003 $0.00025

Measured 5d ago against content hash 852d957a7b9e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-06, from the pricing page.

Security

Grade A, and why

remediation scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

agents/data/skills/remediation/SKILL.md · 16 lines

What it actually says

Remediation Skill

Instructions

  1. Fetch the incident with get_incident. If it is already resolved, report that state and stop.
  2. Read the runbook with get_runbook (or search_runbooks if the slug is unknown).
  3. Follow the runbook's Remediation section. Recommend the least disruptive step that addresses the diagnosed cause, and state the expected evidence of recovery plus the rollback or stop condition.
  4. If the engineer asks to initiate restart_service or resolve_incident, explain the exact target and impact, then call the guarded tool. ADK pauses before execution and creates the confirmation request; the initiating message is not approval. Wait for an attributable approver and bounded rationale.
  5. After an approved action, re-read the incident and affected service. Report the resulting state and audit evidence; never claim success from the action response alone.
  6. Cite the runbook, distinguish observation from recommendation, and state plainly when evidence is insufficient or conflicts with the procedure.
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 16 lines · 35 tokens per session scan A 852d957a7b9e

Subscribe to this mod's changes

remediation is a skill published in the GitHub repository MLOps-Courses/agentops-open-course (2 stars, last pushed 4d ago), licensed MIT. It adds 35 tokens to every session and 250 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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