Technical format: Smart tool
Unslopper
Review generic AI design choices, refine a page and give visual work a deliberate direction.
What Unslopper does
Audit HTML, CSS or a screenshot against twenty design indicators, review proposed fixes as a diff, and shape a three-color palette with CSS tokens. Companion skills teach design vocabulary and generate textured backgrounds.
- For
- Designers, developers and makers reviewing AI-generated visual work.
- Bring
- An HTML or CSS file, a page URL or screenshot to review; a brief and constraints for palette or texture work.
- Action
- Scans for candidate design defaults, audits visual choices, proposes a diff, or develops a palette, texture or design lesson.
- Output
- Evidence-linked findings, a proposed patch, CSS tokens or texture code, or a design-vocabulary lesson, depending on the selected command.
Runtime and prerequisites
Agent Skills accompany a Python 3.13+ CLI and library. Manifest, reference, route, scan and contrast are deterministic; audit, unslop, direct, tutor, texture and antislop use Amplifier Agent or the Claude Agent SDK.
- Install the skill with npx skills add michaeljabbour/amplifier-capability-unslopper; install the CLI separately with uv using the repository instructions.
- Deterministic commands need no provider credentials. Model-backed commands require the selected provider extra and authentication.
- Supply a file or page you are authorized to inspect. Review a proposed diff before using --write.
Example output
A fictional design review identifying a generic headline treatment, explaining what to preserve and proposing a small CSS change for review.
Fictional illustration, not a result from your task or measured user evidence.
Limitations
Static scans flag candidate patterns, not proof of AI authorship or a visual-quality grade. Model-backed judgments can miss context; review the rendered page, accessibility and functional controls before accepting changes. Provider-backed operations may incur charges.
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Related tools & research
Sources to compare or explore alongside this capability. A listing does not imply an integration, partnership or endorsement.