adopt-ai-use-case-map SKILL.md skillA
adopt-ai-use-case-map 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-use-case-map@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-use-case-map/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261011.dce569c, committed Oct 11, 2026
- Size
- 6,303 bytes
- Repository stars
- 51
- License
- a license file GitHub does not identify
Builds an AI use case map, role by role, showing the recurring tasks, where AI helps and where it does not, what is off limits, who checks the output, and the first three use cases to try. Use for "run adopt-ai-use-case-map", "AI use case map", "where does AI help in this role", "I do not see what I would use it for", "AI use cases by role", "map tasks for AI", "first AI use cases to try", "what can my team use AI for", 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 Use Case Map ## When To Use People say "I do not see what I would use it for", and the examples in the training are from someone else's job. You need a map that starts from what a role really does in a week, step by step, and shows where AI helps, where it does not, and what must stay out. It answers the question: which three uses are worth trying first here, and why those. ## When Not To Use Not for committing a role to one change with a sponsor behind it: that is AI Adoption Brief. Not for the team's own commitment about what is fine: the map is your draft, and Team AI Agreement is where the team decides. For what the rules allow in detail, use AI Rules Explainer. ## Inputs - For each role, a real week in the words of someone who does the job: the tasks that came back, not the job description. - For two or three of those tasks, the steps and the material they use (sanitised). - Your organisation's AI rules (or a note that there are none yet), and any use someone in the role has already tried. If you have none of this, I start from one role and its recurring tasks as you describe them, 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-use-case-map@sha256:cf37edd3575185d7The 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_uie5bxalcg7ibea2)
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 (6303 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_uie5bxalcg7ibea2 GET https://markdownregistry.com/api/v1/resolve?ref=polar-bear-org/claude-skills/adopt-ai-use-case-map GET https://markdownregistry.com/api/v1/blob/cf37edd3575185d77be629526ac964af49150a6564eb4131fd9c01edb23a1706
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.