find-skills

CherryHQ/cherry-studio · Agent Skill

Helps users find and install new AI agent skills when they are looking for solutions to specific tasks or want to expand capabilities.

Jump to install ↓

Overview

PublisherCherryHQOrganization
RepositoryCherryHQ/cherry-studio ↗
Skill folderfind-skills
Stars51,567
Bundled files1
LicenseAGPL-3.0
Last updatedJuly 27, 2026
LinksSkill source ↗ · Repository ↗

Mozgi check

What we found in the skill files. Details come with a subscription.

Security
medium risk · 1 point needs attention
Compatibility
needs extra software
Similar skills
51 similar skills found
Also with subscription

Installation

A skill is a folder with a SKILL.md file. Pick your agent and run the commands in a terminal (macOS, Linux or Git Bash on Windows) from your project root.

Copy the prompt into Claude, Codex or another assistant: it will review the skill and install it for you.

Install the “find-skills” skill from mozgi.io (https://mozgi.io/skills/find-skills-cherryhq/) for me.

1. Download the archive: https://mozgi.io/skills/find-skills-cherryhq/download
   If it fails, take the skill folder from the source: https://github.com/CherryHQ/cherry-studio/tree/main/resources/skills/find-skills
2. Read SKILL.md and the other files. Check the skill is safe: no hidden commands, no sending data elsewhere, no scripts doing something other than described. If anything looks suspicious, stop and tell me.
3. Put the “find-skills” folder into your agent's skills folder: .claude/skills/ for Claude Code, .agents/skills/ for Codex, .cursor/skills/ for Cursor, .gemini/skills/ for Gemini CLI. Inside the project if we are in one, otherwise in the home folder (~/.claude/skills/ etc.).
4. Make sure <skills folder>/find-skills/SKILL.md exists.
5. Briefly tell me what this skill does and offer to try it on my task.

If you cannot do a step yourself, tell me what to click or type.

Review the source files

1 file Download Zip

Read SKILL.md and any companion files before deciding whether to install. Click a file to preview it.

SKILL.md contents

Original author text · read-only

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.

Frequently asked questions

What does the find-skills skill do?

Helps users find and install new AI agent skills when they are looking for solutions to specific tasks or want to expand capabilities.

How do I install find-skills?

Open the “Installation” block on this page and pick your agent — Claude Code, Codex, Cursor or Gemini CLI — for ready-made commands that copy the skill folder to the right place. Or copy the prompt from the “Via assistant” tab and let the assistant review and install the skill.

Which AI models work with find-skills?

Skills are plain Markdown instructions (the Agent Skills format), so find-skills works with any agent that reads SKILL.md: Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and more. The model loads the instructions only when a task matches the skill's description.

Is find-skills free?

The skill is published openly by CherryHQ under the AGPL-3.0 license. The skill itself costs nothing — you only pay your AI provider for the tokens you use.

Is it safe to install skills?

A skill is a set of instructions your agent will follow, so read SKILL.md and its companion files before installing. Scripts in the skill folder only run if your agent runs them — keep an eye on what it does and do not grant unnecessary permissions.

How is a skill different from an MCP server or a plugin?

An MCP server or plugin gives the model new tools — code that runs and returns a result. A skill gives it knowledge and process: how to approach a task, which steps to follow and what good output looks like. It needs no server or API key.

Related skills

All skills →