Clarify the job before searching.
Published Skill
SkillDiscoveryDesk
Find useful agent Skills without falling for noisy search results.
Look for matching Skills and sources.
Check stars, source, and fit.
Recommend, hold, or reject.
Key features
The Skill is a search workflow, not just a search bar.
Tap each feature to see what it changes in the recommendation process.
Clarify the user need
Translate the request into domain, task, input, output, and constraints before searching.
Interactive demo
Pick a situation. The desk creates a safer Skill-search brief.
Design
frontend design Skill
- Task
- Find a Skill that turns rough agent-built screens into polished UI.
- Quality gate
- Prefer 10k+ star source or verified top-ranked proof.
- Decision
- Recommend only after a ground-up artifact proves the method.
Source gate
The canonical source now clears every publication gate.
find-skills
Source: vercel-labs/skills, skills/find-skills/SKILL.md
Publish with proof
The source clears 10k stars, the workflow has a ground-up demo, and all six concepts were exercised in a 20-Skill research pass.
CLI step needs care
The Skill recommends `npx skills find`. In this field test, direct third-party package execution was not used.
Field notes
What the build proved.
3 strong points
- It stops the agent from recommending a Skill just because a keyword matches.
- It turns discovery into a repeatable brief, search, verify, decide workflow.
- It makes source quality visible before installation.
3 can be better
- Leaderboard popularity can hide a lower-install Skill that fits a specialized task better.
- The CLI path depends on external package execution, so it needs explicit trust.
- It needs a richer scoring template for installs, source reputation, and artifact proof.
Day-to-day use
- Builders can compare Skills before adding more agent instructions.
- Students can learn how to judge AI tooling sources instead of chasing lists.
- Leaders can ask for evidence before adopting a new workflow Skill.