skills
worthwhileCurated animation and design heuristics that give AI agents expert taste, compensating for vanilla agent gaps in UI subtlety.
What it is
A curated collection of prompt-level 'skills' that encode design and animation best practices for AI agents, aimed at preventing common mistakes in UI animation.
How it differs from vanilla Claude
A vanilla base agent (Claude) may produce generic or suboptimal animation suggestions (e.g., using ease-in when ease-out is correct). This repository provides explicit rules and vocabulary that guide agents to make expert-level design choices.
Skill, plugin, or workflow shift?
Integration as 'skill' because it's a set of instruction files that can be loaded into an agent's context, not a standalone app or library.
Devil's advocate — is this just complexity?
Critics argue that a sufficiently advanced base agent could eventually learn these patterns from general training data, and that the skills are simply prompt additions that could be written by any experienced designer. The value is in curation, but the underlying knowledge is not unique; it's a compilation of existing best practices.
What would make it better
To increase value, the skills could include versioning, interactive testing environments, or integration with design tools (e.g., Figma). Also, adding a skill for responsive animation testing would address a gap.
The honest case for it
For design engineers who want consistent, high-quality UI animations without spending hours on trial and error, these skills provide a reliable shortcut. They encode hard-won experience from world-class teams, making AI agents far more effective for design-sensitive tasks.
Who it's for
Audience fit
Depth and leverage for a technical engineer who wants to understand it and level up their workflow — not just offload work.
Value for someone who wants a more capable tool without the technical depth — accessible, does-it-for-you.
Design engineers get leverage from curated domain expertise; vibe coders benefit but need deeper context to apply the rules correctly.