adopt-ai-output-check SKILL.md skillA
adopt-ai-output-check from polar-bear-org/claude-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add polar-bear-org/claude-skills/adopt-ai-output-check@git:20261011.dce569cPins git:20261011.dce569c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- polar-bear-org/claude-skills
- Path
packs/ai-adoption-pack/skills/adopt-ai-output-check/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261011.dce569c, committed Oct 11, 2026
- Size
- 6,170 bytes
- Repository stars
- 51
- License
- a license file GitHub does not identify
Writes a one-page check a person runs before using AI output for one named type of work, with five passes in order, a stop condition and who signs. Use for "run adopt-ai-output-check", "AI output check", "checklist for checking AI output", "how do we verify what AI wrote", "fact-check AI drafts", "AI review checklist before sending", "a wrong figure went out", "teach people to check AI", part of the Claude Guide for AI Adoption Pack by Polar Bear.
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
# AI Output Check ## When To Use People were taught to prompt and nobody was taught to check, and a wrong figure has already gone out under someone's name. You want one page a person runs before AI output is used for a specific type of work: a client email, a report with figures, a summary of a document, a policy answer. It answers: what exactly do I check, in what order, and when do I not use the output at all? ## When Not To Use If you want one card covering the whole task, including when to use AI and what to give it, use AI Job Aid: this skill is only the checking, in depth. If the team has not yet agreed which uses are fine at all, start with Team AI Agreement. ## Inputs - The type of work, with one or two real examples (sanitised) and where its source material lives. - What goes wrong when this work is wrong, and who is affected, in your own words. - Your organisation's never-put-in list, who answers questions about the rules, and who signs this type of work today. If you have none of this, I start from the type of work described in a few lines and mark the output as a first draft. ## Approach …
Read the whole file at its exact version.
How to install
mdr add polar-bear-org/claude-skills/adopt-ai-output-check@sha256:03c9e82516be3e2bThe line at the top of this page pins the label git:20261011.dce569c, 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.
[](https://markdownregistry.com/a/art_svqn4giwauzhysxd)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 11, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (6170 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
polar-bear-org/claude-skills · 51 stars · license a license file GitHub does not identify · pushed 2026-10-26 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_svqn4giwauzhysxd GET https://markdownregistry.com/api/v1/resolve?ref=polar-bear-org/claude-skills/adopt-ai-output-check GET https://markdownregistry.com/api/v1/blob/03c9e82516be3e2b8773eeaf4af255dc3169d21c8704fc3a679683e0c881b430
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.