ai-ux-eval SKILL.md skillA
ai-ux-eval from varunk130/ai-ux-skill-library is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add varunk130/ai-ux-skill-library/ai-ux-eval@git:20261002.872e629Pins git:20261002.872e629 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- varunk130/ai-ux-skill-library
- Path
skills/ai-ux-eval/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261002.872e629, committed Oct 2, 2026
- Size
- 8,948 bytes
- Repository stars
- 3
- License
- MIT
Evaluate the UX quality of an AI product with a scored, repeatable rubric - eval set design, criteria that raters agree on, score bands tied to ship decisions, rater calibration, and instrumented signals. Use when: AI UX evaluation, UX eval rubric, score my AI UX, UI quality audit, measure AI experience quality, UX scorecard, design QA for AI, ship readiness review.
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 UX Eval Turn "this AI feature feels off" into a number you can defend, compare, and re-run next sprint. The RUBRIC framework builds an evaluation that produces the same score for the same experience regardless of who runs it. ## Core Principle A UX eval is a **decision instrument, not a report card.** Every criterion must change what the team does next. If a score can move from 40 to 80 and nobody ships anything differently, the criterion is decoration - cut it. This skill is the measurement counterpart to the design skills in this library: the other frameworks tell you what good looks like, RUBRIC tells you whether you built it. --- ## The RUBRIC Framework | Letter | Principle | Design Question | |---|---|---| | **R** | Represent Real Use | Does the eval set sample real user journeys, including the messy and adversarial ones? | | **U** | Unitize Criteria | Is each criterion one observable behavior that two raters would score identically? | | **B** | Band the Scores | Do scores map to named bands that each carry a ship / no-ship consequence? | | **R** | Rate Reliably | Are raters - human or model - calibrated against gold examples, with agreement measured? | …
Read the whole file at its exact version.
How to install
mdr add varunk130/ai-ux-skill-library/ai-ux-eval@sha256:62c0363d82a63233The line at the top of this page pins the label git:20261002.872e629, 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_s42zpjtmner73hpk)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 2, 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 (8948 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
varunk130/ai-ux-skill-library · 3 stars · license MIT · pushed 2026-10-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_s42zpjtmner73hpk GET https://markdownregistry.com/api/v1/resolve?ref=varunk130/ai-ux-skill-library/ai-ux-eval GET https://markdownregistry.com/api/v1/blob/62c0363d82a63233f8e9ad41be941bfe61d7b8ed6f458ec74add8e6842166ab4
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.