A professional toolkit for authoring, auditing, and packaging high-quality agent skills with a focus on executable precision.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install skill-creator-canonical
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install skill-creator-canonical using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Skill Creator?
The Skill Creator is a specialized framework designed to streamline the development lifecycle of Openclaw Skills. It provides a standardized methodology for creating, restructuring, and auditing skills to ensure they are both human-readable and highly executable by AI agents. By enforcing a strict separation of concerns between core instructions, deterministic scripts, and supporting references, this tool ensures that agents remain efficient and focused.
At its core, the skill empowers developers to build Openclaw Skills that are optimized for varying model capabilities. It includes specialized passes for weak-model optimization, ensuring that even smaller LLMs can follow complex workflows without ambiguity. Whether you are building a new automation from scratch or refining an existing process, the Skill Creator provides the necessary guardrails for production-grade agentic development.
Skill Creator Use Cases
- Authoring new Openclaw Skills with standardized folder structures and boilerplate.
- Performing major rewrites to reorganize bloated instructions into modular references.
- Auditing the quality and logical flow of existing skills to prevent execution errors.
- Hardening instruction sets to ensure reliable performance on weaker AI models.
- Packaging and publishing verified skills to a centralized repository.
How Skill Creator Works
- Path Selection: The tool classifies the user request into specific paths such as new-skill creation, major-rewrite, or local audit.
- Structural Design: It maps recurring code to scripts, deep explanations to references, and static files to assets to keep the main logic lean.
- Skill Initialization: Using specialized Python scripts, it scaffolds the directory structure and normalizes file naming conventions.
- Imperative Authoring: The skill content is drafted using imperative language, ensuring each sentence contains a single actionable step.
- Weak-Model Pass: A dedicated optimization phase replaces vague judgment calls with explicit decision rules and navigation cues.
- Validation & Review: Automated scripts validate the skill against technical standards while optional dual-thinking reviews catch logical flaws.
- Packaging & Distribution: The final output is bundled into a .skill archive and published with appropriate semantic versioning and metadata.
Skill Creator Setup
To begin using the development tools provided with this skill, ensure you have a Python 3 environment ready. Use the following commands for common tasks:
# Initialize a new skill structure
python3 scripts/init_skill.py <skill-name> --path <output-dir>
# Run technical validation on your skill
python3 scripts/quick_validate.py <skill-dir>
# Validate logic for weaker AI models
python3 scripts/validate_weak_models.py <skill-dir>
# Package the skill for release
python3 scripts/package_skill.py <skill-dir>
Skill Creator Data Schema & Taxonomy
The Skill Creator organizes Openclaw Skills using a modular directory structure to maximize context efficiency:
| File/Folder | Description |
|---|---|
SKILL.md |
The executable core containing frontmatter and imperative instructions. |
scripts/ |
Houses deterministic logic and repeated code to reduce LLM token usage. |
references/ |
Contains deep technical context, schemas, and long-form examples. |
assets/ |
Stores static files or output templates required by the skill. |
PACKAGING_CHECKLIST.md |
Defines the quality gates required before a skill can be published. |
Skill Creator Advanced Features
- Intelligent path classification to handle everything from minor edits to full system rewrites.
- Automated weak-model authoring pass that eliminates ambiguous pronouns and vague instructions.
- Integrated dual-thinking review protocol for high-stakes logic verification.
- Dynamic navigation cues that instruct agents when to load supplementary reference material.
- Automated CLI-based publishing workflow with built-in versioning and changelog management.
SKILL.md
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