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/find-skills

Discovers and installs community skills from the public registry. Use when the user mentions a technology, framework, or task that could benefit from specialized skills not yet installed, asks 'how do I do X', 'find a skill for X', or starts work in a new technology area.

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From plugin
ai-setup
1.3k8 skills
Install
$ npx -y skills add caliber-ai-org/ai-setup --skill find-skills --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/find-skills

Context preview

The summary Claude sees to decide when to auto-load this skill.

Discovers and installs community skills from the public registry. Use when the user mentions a technology, framework, or task that could benefit from specialized skills not yet installed, asks 'how do I do X', 'find a skill for X', or starts work in a new technology area.

SKILL.md

find-skills.SKILL.md
name: find-skills
description: Discovers and installs community skills from the public registry. Use when the user mentions a technology, framework, or task that could benefit from specialized skills not yet installed, asks 'how do I do X', 'find a skill for X', or starts work in a new technology area. Proactively suggest when the user's task involves tools or frameworks without existing skills.

Find Skills

Search the public skill registry for community-contributed skills relevant to the user's current task and install them into this project.

Instructions

1. Identify the key technologies, frameworks, or task types from the user's request that might have community skills available 2. Ask the user: "Would you like me to search for community skills for [identified technologies]?" 3. If the user agrees, run:

   caliber skills --query "<relevant terms>"

This outputs the top 5 matching skills with scores and descriptions. 4. Present the results to the user and ask which ones to install 5. Install the selected skills:

   caliber skills --install <slug1>,<slug2>

6. Read the installed SKILL.md files to load them into your current context so you can use them immediately in this session 7. Summarize what was installed and continue with the user's task

Examples

User: "let's build a web app using React" -> "I notice you want to work with React. Would you like me to search for community skills that could help with React development?" -> If yes: run `caliber skills --query "react frontend"` -> Show the user the results, ask which to install -> Run `caliber skills --install <selected-slugs>` -> Read the installed files and continue

User: "help me set up Docker for this project" -> "Would you like me to search for Docker-related skills?" -> If yes: run `caliber skills --query "docker deployment"`

User: "I need to write tests for this Python ML pipeline" -> "Would you like me to find skills for Python ML testing?" -> If yes: run `caliber skills --query "python machine-learning testing"`

When NOT to trigger

  • The user is working within an already well-configured area
  • You already suggested skills for this technology in this session
  • The user is in the middle of urgent debugging or time-sensitive work
  • The technology is too generic (e.g. just "code" or "programming")
Read more
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Continuously sync your AI setups with one command. Codebase tailor suited agent skills, MCPs and config files for Claude Code, Cursor, and Codex.

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TypeScript
Language
MIT
License
14d ago
Last commit
7mo ago
Created
14h ago
Added

Repo: caliber-ai-org/ai-setup

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