Freetooling skilllow risk

Capability · rank 01

find-skills

Surface installable skills that match a task, repo, or runtime context.

Discovers installable agent skills that match a task, workflow, or repo context.

Listed owner

vercel-labs/skills

Package source

GitHub

Category

Productivity

Package validatedCreator reviewedProductivity
$npx skills add vercel-labs/skills --skill find-skills

Overview

Discovers installable agent skills that match a task, workflow, or repo context. Review the sandbox comparison, limitations, permissions, and pinned version before install.

Outcome

Surface installable skills that match a task, repo, or runtime context.

Who it is for

Agent builders choosing skills for a stack or one-off workflow.

What it is not for

Executing domain workflows or replacing skill validation.

Runtime export

codex_skill · markdown_export

Sandbox comparison
Generic baseline vs find-skills on the same sample input · pinned v2.1.0

Sample input

Need skills for improving an AI coding agent's UI and eval workflows.

Model: gpt-4.1-mini · temp 0.2

Generic baseline

41/100
You could try design prompts, better component libraries, and maybe write some evaluation scripts yourself.

Skill-enhanced

91/100
Recommended stack:
1. frontend-design — distinctive UI direction
2. ui-ux-pro-max — design-system intelligence
3. prompt-regression-tester — prevent silent quality regressions
Install order: design skill first, then eval harness.

Rubric scores

+50 lift
Coverage of failure modes25
Actionable recommendations35
Measurable next steps24
Risk / limitation awareness24

Assumptions

  • Sample input is representative of a real production task
  • Same model and temperature for baseline and skill-enhanced runs

Comparison runs through the shared sandbox engine on registry sample cases (deterministic v0 path).

Usage

  1. 1. Inspect trust badges, limitations, and permissions on this page.
  2. 2. Run the sandbox comparison to see baseline vs skill-enhanced output.
  3. 3. Install the pinned version with the command below for your agent runtime.
  4. 4. Agents can also fetch /api/v1/skills/find-skills/manifest.
$npx skills add vercel-labs/skills --skill find-skills

Example prompts & use cases

1 / Prompt

Find skills for RAG evaluation and retrieval debugging

2 / Prompt

Recommend design taste skills for a landing page rewrite

3 / Prompt

What skills help with prompt regression testing?

Limitations

  • Recommendations depend on catalog coverage and query clarity.
  • Does not validate package security beyond listed metadata.

Audience

Agent builders choosing skills for a stack or one-off workflow.

Not for

Executing domain workflows or replacing skill validation.

Version history

v2.1.0

Jan 22, 2026current

Better repo-context matching

v2.0.0

Dec 12, 2025

Multi-runtime skill search