Skill Creator
SkillAI & modelsCreates 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.
No other account needed.
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:
| Field | Rules |
|---|---|
name | Max 64 chars, lowercase letters/numbers/hyphens only |
description | Max 1024 chars, non-empty, use third person |
Naming Convention
Use gerund form (verb + -ing):
processing-pdfsanalyzing-spreadsheetsmanaging-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