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Representation Probe Designer

  • 37 installs
  • 1 repo stars
  • Updated July 31, 2026
  • jurgendn/agent-skills

Helps with design & ui/ux tasks.

About

representation-probe-designer is a Claude Code skill for design & ui/ux. It helps solo builders move faster with AI-assisted development.

  • representation-probe-designer
  • Design & UI/UX
  • AI-coding skill

Representation Probe Designer by the numbers

  • 37 all-time installs (skills.sh)
  • Ranked #1,293 of 1,880 Design & UI/UX skills by installs in the Skillselion catalog
  • Data as of Aug 2, 2026 (Skillselion catalog sync)
npx skills add https://github.com/jurgendn/agent-skills --skill representation-probe-designer

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Listed on Skillselion
Installs37
repo stars1
Last updatedJuly 31, 2026
Repositoryjurgendn/agent-skills

What it does

Helps with design & ui/ux tasks.

Files

SKILL.mdMarkdownGitHub ↗

Representation Probe Designer

Probe structure, not just outputs.

Workflow

1. Define the representation and target property. 2. Choose minimal probes: linear probe, nearest-neighbor, clustering, retrieval, or collapse diagnostic. 3. Add controls for trivial cues. 4. Define what would count as meaningful structure. 5. Recommend the smallest informative probe set.

Rules

  • A probe is evidence, not full explanation.
  • Control for capacity and leakage.

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