FreeSkillLow riskv2.1.0

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.

Productivity #discovery #marketplace #agents #productivity

Browse topics and task labels

Prompt or reference Build Edit Redesign Critique Design Review Text

Publisher: vercel-labs/skills
Source: GitHub
Category: Productivity

Package validated
Creator reviewed

Overview

Who it is for: Agent builders choosing skills for a stack or one-off workflow.
Not intended for: Executing domain workflows or replacing skill validation.
Export formats: codex_skill, markdown_export

Sandbox comparison

Generic baseline vs find-skills on the same input, pinned to v2.1.0.

Sample input

gpt-4.1-mini · temp 0.2

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

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

+50 lift

Coverage of failure modes2 5

Actionable recommendations3 5

Measurable next steps2 4

Risk / limitation awareness2 4

Assumptions

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

Runs on registry sample cases through the shared, deterministic sandbox engine.

Usage

01Review the quality signals, limitations, and permissions on this page.
02Inspect upstream content and license before loading a package.
03Apply relevant guidance within your requested scope and verify the result.
04Agents can also read the machine-readable contract at /api/v1/skills/find-skills/manifest.

npx skills add vercel-labs/skills --skill find-skills

Example prompts

Requests that put this skill to work.

Find skills for RAG evaluation and retrieval debugging
Recommend design taste skills for a landing page rewrite
What skills help with prompt regression testing?

Limitations

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

Version history

v2.1.0CurrentJan 22, 2026
Better repo-context matching
v2.0.0Dec 12, 2025
Multi-runtime skill search

At a glance

Installs: 2.3M
8-week activity: 920K
Evaluation: Registry example only
Last updated: Jan 22, 2026
Version: 2.1.0

Evidence

Source metadata and registry examples. Content and outcome quality require review.

Package validated
Benchmark tested
Taste calibrated
Creator reviewed

Permissions

Read filesNot needed
Write filesNot needed
Web accessNot needed
API accessNot needed
MCP accessNot needed
Code executionNot needed
External actionsNot needed

Environment fit

Runtime compatibility has not been verified.

Resources

Own this skill?

It is listed under vercel-labs/skills. Claim it to manage the listing after review.

False claims may result in permanent bans. Ownership transfer is never automatic.

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.

Publisher

vercel-labs/skills

Source

GitHub

Overview

Generic baseline

Skill-enhanced

Rubric

Assumptions

Usage

Example prompts

Limitations

Version history

Related skills

grill-with-docs

ask-matt

frontend-design

Overview

Generic baseline

Skill-enhanced

Rubric

Assumptions

Usage

Example prompts

Limitations

Version history

Related skills

grill-with-docs

ask-matt

frontend-design