Agent skill

Skill Creator

by YougLin-dev in YougLin-dev/Aha-Loop

Creates new Skills following Anthropic best practices. An agent skill from YougLin-dev/Aha-Loop.

MITAuto-check passedAgent Workflows

Install Skill Creator

skills CLI
$ npx skills add YougLin-dev/Aha-Loop --skill skill-creator -a claude-code

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

GitHub CLI
$ gh skill install YougLin-dev/Aha-Loop skill-creator --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/YougLin-dev/Aha-Loop.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.agents/skills/skill-creator .claude/skills/skill-creator && 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
skill-creator
GitHub stars
181
Token cost
~1k tokens
SKILL.md length
248 words
Files
1
Skills in repo
15
Repo updated
First seen
Licence
MIT

At a glance

Creates new Skills following Anthropic best practices. An agent skill from YougLin-dev/Aha-Loop.

  • Discovering reusable workflows
  • SKILL.md covers When to Create a Skill, SKILL.md Structure, Skill Body Template and Best Practices, plus 2 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
  • Repetitive patterns

What it does

Skill Creator is an agent skill from YougLin-dev/Aha-Loop. Creates new Skills following Anthropic best practices. Use when discovering reusable workflows or repetitive patterns. Triggers on: create skill, new workflow, codify this process, standardize workflow.

Its SKILL.md is about 1k 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, covering Skill authoring and CI/CD. The repository describes itself as: [MVP] Aha Loop is a fully autonomous AI development system, extended from the core ideas of Ralph. It's not just an execution engine, but a complete AI development framework with… The licence is MIT.

When your agent uses it

  • Discovering reusable workflows
  • Repetitive patterns
  • Codify this process
  • Standardize workflow

Example prompts

  • “Use the skill-creator skill to create new Skills following Anthropic best practices. An agent skill from YougLin-dev/Aha-Loop”
  • “/skill-creator”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 8d799b2. 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 markdown and yaml).

    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

Skill Creator loads about 1k tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 248 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~54
When it runs · the whole SKILL.md, loaded when a task matches
~1k

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 YougLin-dev/Aha-Loop at commit 8d799b2, republished under its MIT licence (© YougLin-dev). 248 words, ~1,010 tokens.

Download SKILL.mdSave it as .claude/skills/skill-creator/SKILL.md (or your agent's skills folder).
name
skill-creator
description
Creates new Skills following Anthropic best practices. Use when discovering reusable workflows or repetitive patterns. Triggers on: create skill, new workflow, codify this process, standardize workflow.

Skill Creator

Creates well-structured Skills following Anthropic's official best practices.

When to Create a Skill

Good candidates:

  • Repeated 3+ times
  • Complex multi-step workflows
  • Error-prone processes
  • Domain-specific knowledge

Not worth codifying:

  • One-off tasks
  • Highly variable processes
  • Trivial single-step actions

SKILL.md Structure

Required Frontmatter
yaml
---
name: processing-documents
description: "Processes documents and extracts data. Use when working with PDF or Word files. Triggers on: process document, extract data."
---

Field requirements:

FieldRules
nameMax 64 chars, lowercase letters/numbers/hyphens only
descriptionMax 1024 chars, non-empty, use third person
Naming Convention

Use gerund form (verb + -ing):

  • processing-pdfs
  • analyzing-spreadsheets
  • managing-databases

Avoid: helper, utils, tools, anthropic-*, claude-*

Writing Descriptions

Always use third person (injected into system prompt):

yaml
# Good
description: "Processes Excel files and generates reports"

# Avoid
description: "I can help you process Excel files"
description: "You can use this to process Excel files"

Be specific and include triggers:

yaml
description: "Analyzes BigQuery data and generates reports. Use when querying sales metrics or creating dashboards. Triggers on: analyze data, bigquery report, sales metrics."

Skill Body Template

markdown
# [Skill Title]

[One sentence describing what this skill does]

## Quick Start

[Minimal example to get started - under 50 tokens]

## Process

1. [Step 1]
2. [Step 2]
3. [Step 3]

## Advanced Features

**[Feature A]**: See [FEATURE_A.md](FEATURE_A.md)
**[Feature B]**: See [FEATURE_B.md](FEATURE_B.md)

Best Practices

Be Concise

Only add context Claude doesn't already have. Challenge each piece:

  • "Does Claude really need this explanation?"
  • "Can I assume Claude knows this?"

Good (~50 tokens):

markdown
## Extract PDF text

Use pdfplumber:
\`\`\`python
import pdfplumber
with pdfplumber.open("file.pdf") as pdf:
    text = pdf.pages[0].extract_text()
\`\`\`

Bad (~150 tokens): Explaining what PDFs are and how libraries work.

Keep Under 500 Lines

If content exceeds 500 lines, split into separate files using progressive disclosure.

One-Level Deep References

Keep all reference files linked directly from SKILL.md:

markdown
# SKILL.md
**Basic usage**: [instructions here]
**Advanced features**: See [advanced.md](advanced.md)
**API reference**: See [reference.md](reference.md)
Avoid Time-Sensitive Info

Use "old patterns" section instead of dates:

markdown
## Current method
Use the v2 API endpoint.

## Old patterns
<details>
<summary>Legacy v1 API (deprecated)</summary>
The v1 API used different endpoints...
</details>
Use Consistent Terminology

Choose one term and stick with it:

  • Always "API endpoint" (not mix with "URL", "route", "path")
  • Always "extract" (not mix with "pull", "get", "retrieve")

Directory Structure

skill-name/
├── SKILL.md              # Main instructions (< 500 lines)
├── ADVANCED.md           # Advanced features (loaded as needed)
├── REFERENCE.md          # API reference (loaded as needed)
└── scripts/
    └── utility.py        # Executed, not loaded into context

Checklist

Before saving:

  • Name uses gerund form and kebab-case
  • Description is third person and specific
  • Description includes what it does AND when to use it
  • SKILL.md body under 500 lines
  • No unnecessary explanations Claude already knows
  • References are one level deep
  • No time-sensitive information
  • Consistent terminology throughout

© YougLin-dev, 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 .agents/skills/skill-creator of YougLin-dev/Aha-Loop.

Open the folder on GitHubat commit 8d799b2

Compare with similar skills

Skill Creator 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.

Skill Creator compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Skill Creator this skillYougLin-dev/Aha-Loop181—~1kAutomated safety check: PassMIT
Run History Skill Builderdongshuyan/compass-skills751—~1.8kAutomated safety check: PassMIT
Global Skill Creatorwcygan/dotfiles196—~371Automated safety check: PassNone
Skill CreatorAzure/azqr79589 repos~8.2kAutomated safety check: PassApache-2.0
Claude Code Skill Developer Guidediet103/claude-code-infrastructure-showcase10k11 repos~3.5kAutomated safety check: PassMIT
Darwin Skill Optimizeralchaincyf/darwin-skill6.2k1 repos~4.7kAutomated safety check: PassMIT

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Categories

Questions about Skill Creator

What does Skill Creator do?

Creates new Skills following Anthropic best practices. An agent skill from YougLin-dev/Aha-Loop. Skill Creator is an agent skill from YougLin-dev/Aha-Loop. Creates new Skills following Anthropic best practices.

When should I use Skill Creator?

Skill Creator fits situations like: discovering reusable workflows; repetitive patterns; codify this process; standardize workflow.

How do I install Skill Creator in Claude Code?

Run `npx skills add YougLin-dev/Aha-Loop --skill skill-creator -a claude-code`. Or copy the skill folder (.agents/skills/skill-creator in YougLin-dev/Aha-Loop) into .claude/skills/skill-creator in your project. Claude Code loads it when a task matches its description.

How do I install Skill Creator in Codex?

Run `npx skills add YougLin-dev/Aha-Loop --skill skill-creator -a codex`. Or copy the skill folder (.agents/skills/skill-creator in YougLin-dev/Aha-Loop) into .agents/skills/skill-creator in your project. Codex loads it when a task matches its description.

Can I use Skill Creator 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 YougLin-dev/Aha-Loop --skill skill-creator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/skill-creator, .gemini/skills/skill-creator, .github/skills/skill-creator and .opencode/skills/skill-creator in your project.

What does Skill Creator need to run?

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

Does Skill Creator 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 Skill Creator 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 Skill Creator use?

Skill Creator 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 Skill Creator use?

About 1k tokens (SKILL.md is roughly 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 Skill Creator?

Skills that share tags, products or a category with Skill Creator: Run History Skill Builder (dongshuyan/compass-skills, 751 stars), Global Skill Creator (wcygan/dotfiles, 196 stars), Skill Creator (Azure/azqr, 795 stars) and Claude Code Skill Developer Guide (diet103/claude-code-infrastructure-showcase, 10k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Skill Creator?

YougLin-dev (a GitHub user) maintains it in YougLin-dev/Aha-Loop, which has 181 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on February 3, 2026.

Source: YougLin-dev/Aha-Loop on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.