adopt-ai-value-measures SKILL.md skillA
adopt-ai-value-measures 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-value-measures@git:20261026.a2f0899Pins git:20261026.a2f0899 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-value-measures/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261026.a2f0899, committed Oct 26, 2026
- First version recorded
- Oct 11, 2026
- Size
- 7,334 bytes
- Repository stars
- 51
- License
- a license file GitHub does not identify
Builds the measure set for an AI pilot with four to six measures agreed with the sponsor before the start, each with a definition, a source and a baseline, at least one balancing measure for workload, and a list of what will not be measured. Use for "run adopt-ai-value-measures", "AI value measures", "how do we measure AI adoption", "measures other than hours saved", "AI pilot success measures", "what will it worked mean", "balancing measure for workload", "the sponsor wants hours saved", part…
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 Value Measures ## When To Use The only measure anyone has proposed is "hours saved", self-reported, and the pilot starts soon. Use this before any data comes in, to agree with the sponsor what "it worked" will mean. It answers one question: how will we know that this change is an improvement, in the work and not in a survey? ## When Not To Use Not when nobody has said what should change in the work: write that first with AI Adoption Brief. Not when the results are already in: definitions chosen after the data are a story, so read what you have with AI Adoption Evidence Review and say the measures were set late. For one team deciding where its lighter workload goes, use Freed Time Agreement. ## Inputs - The aim and the work change per role, from your brief or in two sentences. - What the teams already record about this work: quality checks, rework or returns, turnaround, backlog, complaints, work outside hours. - Who the sponsor is, who owns each data source, the pilot start date, and any measure already promised to leadership, in its exact wording. …
Read the whole file at its exact version.
How to install
mdr add polar-bear-org/claude-skills/adopt-ai-value-measures@sha256:5e79c7584ebfa1ecThe line at the top of this page pins the label git:20261026.a2f0899, 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_iq2seqmi7xevqffc)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 11, 2026 and Oct 26, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261026.a2f0899 latest | 2026-10-26 | a2f0899 | 7,334 B | A | view · diff |
| git:20261011.dce569c | 2026-10-11 | dce569c | 7,286 B | A | view |
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 (7334 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_iq2seqmi7xevqffc GET https://markdownregistry.com/api/v1/resolve?ref=polar-bear-org/claude-skills/adopt-ai-value-measures GET https://markdownregistry.com/api/v1/blob/5e79c7584ebfa1ec71ee564a07e91e61d561b6be48130950adf5843e8f496d17
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.