Agent skill

Find Skills

by caliber-ai-org in caliber-ai-org/ai-setup

Discovers and installs community skills from the public registry.

MITAuto-check passedAgent Workflows

Install Find Skills

skills CLI
$ npx skills add caliber-ai-org/ai-setup --skill find-skills -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install caliber-ai-org/ai-setup find-skills --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/caliber-ai-org/ai-setup.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/find-skills .claude/skills/find-skills && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
find-skills
GitHub stars
1.3k
Token cost
~593 tokens
SKILL.md length
288 words
Files
1
Skills in repo
8
Repo updated
First seen
Licence
MIT

At a glance

Discovers and installs community skills from the public registry.

  • Works in 7 steps: Identify the key technologies,… → Ask the user: "Would you like me to… → If the user agrees, run → …
  • The user mentions a technology
  • SKILL.md covers Instructions, Examples and When NOT to trigger
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Find Skills is an agent skill from caliber-ai-org/ai-setup. 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.

Its SKILL.md is about 590 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows. It works with React, Docker and Python. The repository describes itself as: Continuously sync your AI setups with one command. Codebase tailor suited agent skills, MCPs and config files for Claude Code, Cursor, and Codex. The licence is MIT.

When your agent uses it

  • The user mentions a technology
  • Task that could benefit from specialized skills not yet installed
  • Asks how do I do X
  • Find a skill for X

Example prompts

  • “how do I do X”
  • “find a skill for X”
  • “Use the find-skills skill to discover and installs community skills from the public registry”
  • “/find-skills”

Requirements

  • Python 3
  • Docker

Workflow steps

7 steps, taken from the first numbered list in SKILL.md.

  1. Identify the key technologies, frameworks, or task types from the
  2. Ask the user: "Would you like me to search for community skills
  3. If the user agrees, run
  4. Present the results to the user and ask which ones to install
  5. Install the selected skills
  6. Read the installed SKILL.md files to load them into your current
  7. Summarize what was installed and continue with the user's task

What it can do on your machine

Read from SKILL.md and the folder at commit f5dbc00. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are bash).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Find Skills loads about 593 tokens when it runs. Until then it costs about 95 tokens; SKILL.md has 288 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~95
When it runs · the whole SKILL.md, loaded when a task matches
~593

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from caliber-ai-org/ai-setup at commit f5dbc00, republished under its MIT licence (© caliber-ai-org). 288 words, ~593 tokens.

Download SKILL.mdSave it as .claude/skills/find-skills/SKILL.md (or your agent's skills folder).
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:
    bash
    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:
    bash
    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")

© caliber-ai-org, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in skills/find-skills of caliber-ai-org/ai-setup.

Open the folder on GitHubat commit f5dbc00

Compare with similar skills

Find Skills next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Find Skills compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Find Skills this skillcaliber-ai-org/ai-setup1.3k—~593Automated safety check: PassMIT
Code Review Securitynicepkg/auto-company1951 repos~3.9kAutomated safety check: PassMIT
Code PatternsAedelon/claude-code-blueprint120—~1.2kAutomated safety check: PassCustom licence
Acarshub Tool Additionssdr-enthusiasts/docker-acarshub117—~707Automated safety check: PassGPL-3.0
MCP Builderjezweb/claude-skills1.1k—~3.1kAutomated safety check: NotesMIT
Context7 MCP Skillholon-run/uxc116—~564Automated safety check: PassMIT

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  • Code Review Security

    nicepkg/auto-company

    Security-focused code review checklist and automated scanning patterns.

    195 GitHub starsUsed in 1 repo~3.9k tokens
    SecurityAuto-check passed
  • Code Patterns

    Aedelon/claude-code-blueprint

    Reference patterns for REST APIs, pytest/vitest testing, Docker multi-stage builds, GitHub Actions CI/CD, PostgreSQL, TypeScript generics, Python async, and React Server Components.

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  • Acarshub Tool Additions

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    Use ONLY when working in the docker-acarshub repository AND a task may require adding a system tool, npm package, or other dependency.

    117 GitHub stars~707 tokensUpdated 3 days ago
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  • MCP Builder

    jezweb/claude-skills

    Build MCP servers in Python with FastMCP. An agent skill from jezweb/claude-skills.

    1.1k GitHub stars~3.1k tokensUpdated yesterday
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    holon-run/uxc

    Query up-to-date library documentation and code examples using Context7 MCP.

    116 GitHub stars~564 tokensUpdated 26 days ago
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    jklthinking/retinue

    Coordinate work through a local Retinue workspace using its MCP tools.

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Categories

Questions about Find Skills

What does Find Skills do?

Discovers and installs community skills from the public registry. Find Skills is an agent skill from caliber-ai-org/ai-setup. Discovers and installs community skills from the public registry.

When should I use Find Skills?

Find Skills fits situations like: the user mentions a technology; task that could benefit from specialized skills not yet installed; asks how do I do X; find a skill for X.

How do I install Find Skills in Claude Code?

Run `npx skills add caliber-ai-org/ai-setup --skill find-skills -a claude-code`. Or copy the skill folder (skills/find-skills in caliber-ai-org/ai-setup) into .claude/skills/find-skills in your project. Claude Code loads it when a task matches its description.

How do I install Find Skills in Codex?

Run `npx skills add caliber-ai-org/ai-setup --skill find-skills -a codex`. Or copy the skill folder (skills/find-skills in caliber-ai-org/ai-setup) into .agents/skills/find-skills in your project. Codex loads it when a task matches its description.

Can I use Find Skills in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add caliber-ai-org/ai-setup --skill find-skills -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/find-skills, .gemini/skills/find-skills, .github/skills/find-skills and .opencode/skills/find-skills in your project.

What does Find Skills need to run?

SKILL.md names no scripts, command-line tools or credentials: Find Skills is instructions for the agent only. Our summary lists: Python 3; Docker.

Does Find Skills access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Find Skills safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Find Skills use?

Find Skills is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Find Skills use?

About 593 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Find Skills?

Skills that share tags, products or a category with Find Skills: Code Review Security (nicepkg/auto-company, 195 stars), Code Patterns (Aedelon/claude-code-blueprint, 120 stars), Acarshub Tool Additions (sdr-enthusiasts/docker-acarshub, 117 stars) and MCP Builder (jezweb/claude-skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Find Skills?

caliber-ai-org (a GitHub organization) maintains it in caliber-ai-org/ai-setup, which has 1,302 GitHub stars. The repository holds 8 skills in this directory. The repository was last updated on September 24, 2026.

Source: caliber-ai-org/ai-setup on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.