cognitive-interface-audit SKILL.md skillA

cognitive-interface-audit from karsten-s-nielsen/mad-scientist-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add karsten-s-nielsen/mad-scientist-skills/cognitive-interface-audit@git:20260926.35dafdd

Pins git:20260926.35dafdd in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
karsten-s-nielsen/mad-scientist-skills
Path
plugins/mad-scientist-skills/skills/cognitive-interface-audit/SKILL.md
Versions recorded
5
Latest version
git:20260926.35dafdd, committed Sep 26, 2026
First version recorded
Mar 29, 2026
Size
82,509 bytes
Repository stars
3
License
MIT

Comprehensive cognitive interface audit with two modes and a single tier. Planning mode designs task models, user expertise mapping, and error tolerance strategy. Audit mode evaluates mental model alignment (Norman's Gulfs), consistency (Gestalt), error tolerance (Wood 7-layer defense), cognitive load (NASA-TLX, Dual-Process), visual grounding (Gergle), trust calibration (Lee & See), data visualization integrity (Kirk, Cleveland & McGill, Brewer ColorBrewer palette enforcement), ecological…

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

# Cognitive Interface Audit

A comprehensive cognitive interface audit with two modes and a single tier:

**Modes:**
- **Planning** (before UI exists) — task model design, user expertise mapping, error tolerance strategy, information architecture
- **Audit** (on existing UI) — mental model alignment, consistency, error tolerance, cognitive load, visual grounding, accessibility

**Single tier:** Unlike security auditing, cognitive interface evaluation is methodology-based (GOMS analysis, heuristic evaluation, NASA-TLX scoring), not tool-licensed. No paid software is required. The value is in the analytical framework, not the scanner.

**Core question:** "Does the interface think the way the user thinks?"

## Academic foundations

This skill synthesizes seven research threads into a single audit methodology:
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add karsten-s-nielsen/mad-scientist-skills/cognitive-interface-audit@sha256:8f033ea09e089108

The line at the top of this page pins the label git:20260926.35dafdd, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ol2zizvpeooffemc.svg)](https://markdownregistry.com/a/art_ol2zizvpeooffemc)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Mar 29, 2026 and Sep 26, 2026, about one every 45 days.

versioncommittedcommitsizeaudit
git:20260926.35dafdd latest2026-09-26 35dafdd 82,509 BA view · diff
git:20260416.562aab02026-04-16 562aab0 82,496 BA view · diff
git:20260408.03243482026-04-08 0324348 78,452 BA view · diff
git:20260331.dc11d832026-03-31 dc11d83 74,008 BA view · diff
git:20260329.f91268f2026-03-29 f91268f 71,179 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (82509 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

GitHub

karsten-s-nielsen/mad-scientist-skills · 3 stars · license MIT · pushed 2026-10-01 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ol2zizvpeooffemc
GET https://markdownregistry.com/api/v1/resolve?ref=karsten-s-nielsen/mad-scientist-skills/cognitive-interface-audit
GET https://markdownregistry.com/api/v1/blob/8f033ea09e08910802c2a01ee0dafde5bb1e5e25bdb324e58cf0cb13ced5eb3f

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.

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