ai-trust-transparency SKILL.md skillA
ai-trust-transparency 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-trust-transparency@git:20261002.c25745dPins git:20261002.c25745d 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-trust-transparency/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261002.c25745d, committed Oct 2, 2026
- First version recorded
- Apr 3, 2026
- Size
- 8,756 bytes
- Repository stars
- 3
- License
- MIT
Design explainability interfaces that help users understand AI decisions, build calibrated trust, and verify AI outputs. Use when: AI explainability, XAI UX, confidence indicators, citation design, source attribution, trust signals, AI transparency, why did AI do this.
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 Trust & Transparency Design interfaces where users can see into the AI's reasoning, calibrate their trust appropriately, and verify claims independently. The GLASS framework makes AI decision-making visible without overwhelming users. ## Core Principle Trust is not a boolean. Users should not "trust AI" or "distrust AI" - they should develop **calibrated trust**: high confidence when the AI is reliable, healthy skepticism when it's uncertain. Your job is to give them the signals to calibrate correctly. --- ## The GLASS Framework | Letter | Principle | Design Question | |---|---|---| | **G** | Ground in Sources | Can the user trace every AI claim back to a verifiable source? | | **L** | Layer Explanations | Can the user get a 5-second answer AND a 5-minute deep dive? | | **A** | Advertise Limitations | Does the interface proactively tell users what the AI is NOT good at? | | **S** | Show Confidence | Can the user see how certain the AI is about each output? | | **S** | Support Override | Can the user correct, override, or reject AI outputs without friction? | --- ## The Trust Calibration Spectrum Design for the right trust level - not maximum trust. …
Read the whole file at its exact version.
How to install
mdr add varunk130/ai-ux-skill-library/ai-trust-transparency@sha256:2dd5cd3a53938948The line at the top of this page pins the label git:20261002.c25745d, 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_oinajsbqqyiykwho)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Apr 3, 2026 and Oct 2, 2026, about one every 60 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261002.c25745d latest | 2026-10-02 | c25745d | 8,756 B | A | view · diff |
| git:20260731.4441067 | 2026-07-31 | 4441067 | 8,706 B | A | view · diff |
| git:20260522.334c3db | 2026-05-22 | 334c3db | 8,708 B | A | view · diff |
| git:20260403.b118c06 | 2026-04-03 | b118c06 | 8,724 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 (8756 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_oinajsbqqyiykwho GET https://markdownregistry.com/api/v1/resolve?ref=varunk130/ai-ux-skill-library/ai-trust-transparency GET https://markdownregistry.com/api/v1/blob/2dd5cd3a5393894883db69c965f51ff6e6bb5582dfb6b56b38e7c599a1ee91fe
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.