design-forensics
Skill4 starsChanged 3 months agoMITView on GitHub
Inspect live websites, screenshots, motion references, or structured design files and convert the evidence into normalized Design DNA without copying source expression.
In this repository26 other files it gives its agents.
- aigentSkill
- aigent-3d-scroll-systemSkill
- aigent-asset-gallery-systemSkill
- aigent-business-sitesSkill
- aigent-designSkill
- aigent-landing-page-polishSkill
- asset-provenance-auditSkill
- cinematic-asset-gallerySkill
- cinematic-site-qaSkill
- cinematic-studioSkill
- cinematic-web-directorSkill
- creative-asset-directorSkill
- design-resolverSkill
- gsap-scroll-choreographySkill
- hyperframes-videoSkill
- inspiration-originality-auditSkill
- modular-scroll-pageSkill
- publish-siteSkill
- reference-synthesisSkill
- remotion-web-assetsSkill
- spline-web-sceneSkill
- threejs-web-sceneSkill
- video-asset-pipelineSkill
- video-scrub-deckSkill
- visual-design-criticSkill
- web-3d-asset-pipelineSkill
The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 6 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈6
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 8
Use this skill before asking an agent to apply inspiration from an existing design.
- Distinctive: line 12
Prefer a live public URL.
- Distinctive: line 17
Stop before implementation unless the task also invokes reference synthesis.
- Distinctive: line 36
Do not infer exact implementation details that the evidence does not support.
- Distinctive: line 37
Never store authenticated or private references without explicit authority.
- Very specific: line 38
Keep local captures under .aigent/inspiration.
- Distinctive: line 42
Every source must have:
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Design Forensics
Use this skill before asking an agent to apply inspiration from an existing design.
Default order
- Prefer a live public URL.
- Capture desktop, tablet, and mobile evidence.
- Record DOM hierarchy, geometry, computed styles, interactions, media, animations, responsive changes, and errors.
- Generate
design-dna.jsonandreport.html. - Mark uncertain dimensions explicitly.
- Stop before implementation unless the task also invokes reference synthesis.
Command
node scripts/inspire.mjs add <url-or-file> --label <name>For a screenshot, video, Figma export, or other file, provide a structured annotation when exact browser evidence is unavailable:
node scripts/inspire.mjs add reference.png --analysis reference-design-dna.jsonEvidence rules
- A URL may support high-confidence structure, type, material, interaction, media, and motion evidence.
- A screenshot cannot prove hidden states, breakpoints, exact fonts, DOM order, accessibility, or animation timing.
- A motion clip cannot prove source code, interaction semantics, or responsive behavior.
- Do not infer exact implementation details that the evidence does not support.
- Never store authenticated or private references without explicit authority.
- Keep local captures under
.aigent/inspiration; do not commit third-party screenshots or extracted private data.
Output contract
Every source must have:
- source identity and origin
- capture timestamp
- source kind
- evidence list
- confidence by dimension
- structure, typography, material, motion, interaction, media, and responsive DNA
- copy fingerprint, not copied copy
- human-readable report
The output describes a design. It does not authorize reuse of source assets or expression.
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

