Skill Creator

SkillAI & models

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.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Skill Creator skill

What this skill tells your AI

The instructions your AI receives, as published by youglin-dev/aha-loop in .agents/skills/skill-creator/SKILL.md and read by ahel’s review.

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

---
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):

# 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:

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

# [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):

## 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:

# 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:

## 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

Signals

GitHub stars
181
Forks
33
Last commit
Feb 2026
Hacker News mentions
1
Advanced
Catalog kind
skill
Gateway key
skill-creator-youglin-dev
Source
github.com/youglin-dev/aha-loop