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find-skills

Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities.

Install / Use

npx skills add CherryHQ/cherry-studio --skill find-skills

Installs into whichever agent you are using.

About this skill
📄

SKILL.md

Installable skill definition

Quality Score

97/100

Supported Platforms

Universal

Our assessment of find-skills

find-skills scores 97/100 on our quality scale, 101st of 2,717 Development & Engineering skills we index (top 4%).

Its SKILL.md is 6.9 KB long, well organised into 13 sections with 2 code examples: a thorough specification that gives an agent plenty to work with.

With 52,134 GitHub stars, it is one of the more widely adopted skills in the catalogue.

Substance
29/30
Structure
18/20
Description
15/15
Adoption
20/20
Freshness
15/15

Maintenance, license and trust

  • The repository was last updated 2 days ago, so find-skills is actively maintained.
  • It is released under AGPL-3.0, a copyleft license: you can use it, but modified versions you distribute must carry the same license.
  • Its trust signals score 100/100, with no cautions. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.

find-skills compared with similar skills

All 4 of these similar skills score higher than find-skills; compare them before choosing.

SkillScoreStarsUpdatedFormat
find-skills (this skill)by CherryHQ9752.1k2d agoSKILL.md
ai-job-searchby MadsLorentzen10044.1ktodayCLAUDE.md
claude-howtoby luongnv8910041.7k1d agoCLAUDE.md
algorithmic-artby anthropics100177.9k5d agoSKILL.md
pptxby anthropics100177.9k5d agoSKILL.md

Frequently asked questions

How do I install find-skills?
Run npx skills add CherryHQ/cherry-studio --skill find-skills. The install tabs above show the steps for each supported agent.
Which AI agents does find-skills work with?
It is written for Universal, as a SKILL.md file. Other agents that read the same format can often use it too.
Is find-skills safe to use?
It is AGPL-3.0-licensed and scores 100/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
Is find-skills still maintained?
The repository was last updated 2 days ago, so find-skills is actively maintained.

name: find-skills description: Helps users discover and install agent skills when they ask questions like "how do I do X", "find a skill for X", "is there a skill that can...", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill. version: 1.0.0

Find Skills

This skill helps you discover and install skills from the open agent skills ecosystem.

When to Use This Skill

Use this skill when the user:

  • Asks "how do I do X" where X might be a common task with an existing skill
  • Says "find a skill for X" or "is there a skill for X"
  • Asks "can you do X" where X is a specialized capability
  • Expresses interest in extending agent capabilities
  • Wants to search for tools, templates, or workflows
  • Mentions they wish they had help with a specific domain (design, testing, deployment, etc.)

The skill tools

Cherry gives you two built-in tools for skills — use them, and do NOT shell out to npx skills, git, or any package manager:

  • search_skills(query) — search the marketplace by keyword. Returns matches, each with an opaque install_source value.
  • install_skill(install_source) — install ONE skill into Cherry's managed library and enable it for this agent. Cherry clones the repo, installs just that one skill, and registers it in a single deterministic step. Permission handling follows the active Claude permission mode (Step 6).

Browse skills at: https://skills.sh/

How to Help Users Find Skills

Step 1: Understand What They Need

When a user asks for help with something, identify:

  1. The domain (e.g., React, testing, design, deployment)
  2. The specific task (e.g., writing tests, creating animations, reviewing PRs)
  3. Whether this is a common enough task that a skill likely exists

Step 2: Check the Leaderboard First

Before running a CLI search, check the skills.sh leaderboard to see if a well-known skill already exists for the domain. The leaderboard ranks skills by total installs, surfacing the most popular and battle-tested options.

For example, top skills for web development include:

  • vercel-labs/agent-skills — React, Next.js, web design (100K+ installs each)
  • anthropics/skills — Frontend design, document processing (100K+ installs)

Step 3: Search for Skills

If the leaderboard doesn't cover the user's need, call the search_skills tool:

  • User asks "how do I make my React app faster?" → search_skills("react performance")
  • User asks "can you help me with PR reviews?" → search_skills("pr review")
  • User asks "I need to create a changelog" → search_skills("changelog")

Each result includes an opaque install_source, source registry, review URL, install count, and available star count. Pass the exact install_source value to install_skill.

Step 4: Verify Quality Before Recommending

Do not recommend a skill based solely on search results. Always verify:

  1. Install count — Prefer skills with 1K+ installs. Be cautious with anything under 100.
  2. Source reputation — Official sources (vercel-labs, anthropics, microsoft) are more trustworthy than unknown authors.
  3. GitHub stars — Check the source repository. A skill from a repo with <100 stars should be treated with skepticism.

Step 5: Present Options to the User

When you find relevant skills, present them to the user with:

  1. The skill name and what it does
  2. The install count and source
  3. That you can install it for them into Cherry
  4. A link to learn more at skills.sh

Example response:

I found a skill that might help! The "react-best-practices" skill provides
React and Next.js performance optimization guidelines from Vercel Engineering.
(185K installs)

I can install it into Cherry's skill library for you — want me to go ahead?

Learn more: https://skills.sh/vercel-labs/agent-skills/react-best-practices

Step 6: Install (Uses the Active Permission Mode)

⚠️ Security: Skills are third-party code that runs with full agent permissions. A malicious skill could read, modify, or delete files on your system.

Before installing any skill:

  1. Show a security warning — tell the user that the skill is third-party code and will run with full agent permissions.
  2. Provide a review link — the skills.sh page (or source repository) so the user can review the skill's SKILL.md and any scripts it contains.
  3. Require install intent — call install_skill only when the user asked to install the skill or accepted a presented option. A search-only request must not mutate the skill library.

Once the user has expressed install intent, call install_skill with the exact install_source from the search result. Do not add another model-level confirmation step: Claude's active permission mode is the authority. Default and accept-edits modes may prompt through the SDK; bypass-permissions mode runs directly.

  • install_skill("claude-plugins:vercel-labs/agent-skills/skills/react-best-practices")

Do not run npx skills add, git clone, or any shell command to install — that would install the whole repo (dozens of skills), scatter symlinks across other tools, and land outside Cherry's library. install_skill installs only that one skill into Cherry's managed library in one deterministic step. The Claude Agent SDK applies the configured permission mode before it runs. Once done it is registered and listed in the app — nothing is left elsewhere.

Common Skill Categories

When searching, consider these common categories:

| Category | Example Queries | | --------------- | ---------------------------------------- | | Web Development | react, nextjs, typescript, css, tailwind | | Testing | testing, jest, playwright, e2e | | DevOps | deploy, docker, kubernetes, ci-cd | | Documentation | docs, readme, changelog, api-docs | | Code Quality | review, lint, refactor, best-practices | | Design | ui, ux, design-system, accessibility | | Productivity | workflow, automation, git |

Tips for Effective Searches

  1. Use specific keywords: "react testing" is better than just "testing"
  2. Try alternative terms: If "deploy" doesn't work, try "deployment" or "ci-cd"
  3. Check popular sources: Many skills come from vercel-labs/agent-skills or ComposioHQ/awesome-claude-skills

When No Skills Are Found

If no relevant skills exist:

  1. Acknowledge that no existing skill was found
  2. Offer to help with the task directly using your general capabilities
  3. Offer to author a custom skill for the task (the skill-creator skill handles this)

Example:

I searched for skills related to "xyz" but didn't find any matches.
I can still help you with this task directly! Would you like me to proceed?

If this is something you do often, I can author a custom skill for you — just ask
me to "create a skill for <task>" and I'll write one into Cherry's skills directory.

Related Skills

View on GitHub
GitHub Stars52.1k
CategoryDevelopment
Updated2d ago
Forks5.0k

Languages

TypeScript

Trust signals

100/100

From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.

No cautions
find-skills — Universal Skill: Install & Safety Check | SkillAgent