friction-log
File contributor or agent papercuts as GitHub issues labeled friction, or investigate those issues as the daily friction-log Cloud Agent. Use when you hit repo…
Produce a scored heuristic critique of the UI using Nielsen's 10 + 6 design laws + optional persona walkthroughs. Outputs a machine-parseable scorecard plus a 0-100 UsabilityScore (the judged companion to the deterministic UICraftScore). Invoke when the user asks for heuristic
$ npx -y skills add educlopez/ui-craft --skill heuristic --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/heuristicContext preview
The summary Claude sees to decide when to auto-load this skill.
Produce a scored heuristic critique of the UI using Nielsen's 10 + 6 design laws + optional persona walkthroughs. Outputs a machine-parseable scorecard plus a 0-100 UsabilityScore (the judged companion to the deterministic UICraftScore). Invoke when the user asks for heuristic
name: heuristic description: "Produce a scored heuristic critique of the UI using Nielsen's 10 + 6 design laws + optional persona walkthroughs. Outputs a machine-parseable scorecard plus a 0-100 UsabilityScore (the judged companion to the deterministic UICraftScore). Invoke when the user asks for heuristic on their UI, or mentions 'heuristic' alongside design / UI / frontend work."
<!-- HARNESS MIRROR — do not edit here. Canonical source: skills/ or commands/. After editing source, copy into cli/assets/<harness>/ and repo-root harness mirrors. -->
**Context:** this sub-skill is one lens of the broader `ui-craft` skill. If the `ui-craft` skill is also installed, read its SKILL.md first for Discovery + Anti-Slop + Craft Test, then apply the specific lens below.
Score the UI at `$ARGUMENTS` against Nielsen's 10 + 6 design laws. Load the `ui-craft` skill.
**Step 1 — Load the methodology.** Read `references/heuristics.md` for the full rubric, scoring definitions, design law details, and the required output format. Do NOT invent a new format or a new scale.
**Step 2 — Walk Nielsen's 10 heuristics.** Score each 1-5 per the rubric:
For every heuristic, write a concrete finding — quote text, count elements, name the broken flow. Vague findings are rejected.
**Step 3 — Audit the 6 design laws.** PASS / FAIL each with a specific detail:
**Step 4 — Persona walkthrough (if `--persona=` present).** If the args include `--persona=<name>`, load `references/personas.md` and run the matching walkthrough checklist. Supported: `priya`, `jordan`, `adaeze`, `kwame`, `margo`, `all`. Output the walkthrough as a `| Checklist item | Pass/Fail | Finding | Impact |` table. Without the flag, skip this step.
**Step 5 — Rank findings by impact tag.** Impact order: `blocks-conversion > adds-friction > reduces-trust > minor-polish`. Include at most 5 findings in the ranked list; cut anything at `minor-polish` unless there are no higher-impact findings.
**Step 6 — Compute the UsabilityScore.** Roll the scorecard into a 0-100 number + grade per the **UsabilityScore** formula in `references/heuristics.md`: `heuristic_base = round(((mean(nielsen_scores) − 1) / 4) × 100)`, minus `5 × (failed design laws)`, clamped [0,100]. Same A/B/C/D/F bands as UICraftScore. Always label it `(judged)` — it is **not** deterministic and must never gate CI. If the args include `--json`, also emit the machine-readable block. If the user asks for the full picture, build the **Extended quality report** by fetching the deterministic UICraftScore (`node scripts/eval.mjs <path> --json` or the `score_ui` MCP tool) and placing both side by side — never average them.
**Step 7 — Output.** Use the exact scorecard format in `references/heuristics.md`:
1. `## Heuristic Scorecard` table 2. `## Design Law Audit` table 3. `## Persona Walkthrough` table (only if `--persona=` was passed) 4. `## Top findings (ranked by impact)` — numbered list, 3-5 items 5. `## UsabilityScore` block — the 0-100 score + grade + component breakdown
**Knob awareness:** knob-agnostic. Usability is not a knob — a 2 is a 2 whether `CRAFT_LEVEL` is 3 or 9. Do not soften scores based on `CRAFT_LEVEL`.
**Output contract:**
Do NOT edit code. This is a scored critique.
**Next step:** Fix the findings, then `/finalize` — the scorecard is the input to a gated ship (rung 3).
Ship designer-grade UI by default. A design engineering system for AI coding agents — install it as a skill or as the ui-craft CLI, and your agent starts designing like it has taste. Ask for a dashboard, get one you'd put in production.
Repo: educlopez/ui-craft
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