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FreeCapture free-text work as a tracked Beads issue. Use when the user runs /add-bead or wants to quickly file a Beads issue.
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Grade and steer UI work using Anthropic-style design dimensions—coherence, originality, craft, and usability—for generators and evaluators.
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See how to installReview the instructions the agent will receive before you install.
Use when building or reviewing user-visible UI (marketing pages, dashboards, app shells, flows). Encodes the four grading dimensions from Anthropic — Harness design for long-running application development so subjective quality stays gradable and anti-“AI slop”.
Pair with .claude/protocols/evaluation-rubric.md for harness-wide severity (BLOCKER / HIGH / …); this skill is the product-design lens.
Question: Does the layout feel like one intentional system—not a pile of unrelated components?
Strong: Color, type, spacing, imagery, and motion share a clear mood; hierarchy tells a single story.
FAIL signals: Mismatched radii/shadows; competing focal points; “default component” look with no unifying thread.
Question: Would a human designer see custom decisions, or stock templates / library defaults / clichéd AI patterns?
Strong: Distinct typography pairing, palette, or layout rhythm tied to the product’s domain.
FAIL signals: Unmodified stock cards; purple-on-white hero gradients “because SaaS”; generic three-column icon grids with lorem tone; interchangeable with ten other AI landing pages.
Question: Are fundamentals solid—type scale, spacing rhythm, contrast, alignment?
This is competence, not creativity. Most honest implementations pass unless something is broken.
FAIL signals: Illegible contrast; broken hierarchy; ragged grids; tap targets too small; obvious misalignment.
Question: Can a user understand what the UI does, find primary actions, and complete tasks without guessing?
FAIL signals: Hidden primary actions; misleading labels; dead ends; keyboard traps; unclear empty/error states.
When both generator and evaluator see these criteria, bias feedback toward design quality and originality first—Claude often scores craft and functionality well by default. Use craft and functionality as hygiene gates, not as excuses to ship bland work.
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Capture free-text work as a tracked Beads issue. Use when the user runs /add-bead or wants to quickly file a Beads issue.
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Register a new sub-repo in the knowledge base.
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Add focused Bun unit tests for mission-critical behavior and edge cases — not blanket coverage.
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Answer questions about the codebase from knowledge files. Use when the user runs /ask or asks a domain/knowledge question about the repos.
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Meta-skill for creating Agent Forge skills under .claude/skills/ with SKILL.md, optional references/ and scripts/, and Bun scaffolds. Use when the user wants to add or author a skill, scaffold a new skill folder, or align skill docs with harness conventions (JSON script output, Beads for tasks).
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Choose Beads issue priority (P0–P4, numeric, or named) from urgency, impact, and risk when creating or triaging work.
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