An end-to-end development toolkit for designing, configuring, and deploying specialized AI agents within the OpenClaw ecosystem.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install agent-creator-suite
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 agent-creator-suite 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 Agent Creator Suite?
Agent Creator Suite is a specialized developer tool designed to streamline the creation of high-performing Openclaw Skills by automating the generation of essential workspace files. It provides a structured framework for defining an agent's persona, operating rules, and heartbeat plans, ensuring that every AI agent adheres to specific guardrails and autonomy models.
By leveraging this suite, developers can move from a simple concept to a fully functional agent workspace including SOUL.md and IDENTITY.md files in minutes. Whether you are building an advisor, an operator, or a fully autonomous autopilot, this tool ensures your Openclaw Skills are robust, safe, and tailored to your specific communication channels and tool requirements.
Agent Creator Suite Use Cases
- Designing a new agent persona and mission statement from scratch.
- Generating standard OpenClaw workspace files like AGENTS.md, SOUL.md, and USER.md.
- Iterating on existing agent behaviors to fix failure modes like loops or overreach.
- Establishing safety guardrails and autonomy levels for different deployment environments.
- Configuring memory management systems for private or long-term agent sessions.
How Agent Creator Suite Works
- Interview Phase: The suite conducts a tight, advanced-user-oriented interview to define the agent's mission, surfaces, and autonomy level.
- Workspace Generation: Based on the interview, it automatically generates a complete file structure using canonical Openclaw Skills templates.
- Guardrail Implementation: It applies a critical checklist to ensure the agent follows safety rules, such as asking before destructive actions or outbound messaging.
- Acceptance Testing: The tool provides a set of specific scenario prompts to validate the agent's behavior and recovery logic.
- Surgical Iteration: For existing agents, the suite analyzes failure modes and proposes minimal, targeted diffs to refine the agent's operating model.
Agent Creator Suite Setup
To start building your own Openclaw Skills, clone the repository and initialize the workspace:
git clone https://github.com/ryan-wuxl/agent-creator-suite.git
cd agent-creator-suite
# Ensure you have access to the reference templates
ls references/
Once inside the suite, follow the Phase 1 interview prompts to generate your configuration files.
Agent Creator Suite Data Schema & Taxonomy
The Agent Creator Suite organizes data into a standardized workspace layout to maintain compatibility with Openclaw Skills:
| File | Purpose |
|---|---|
IDENTITY.md |
Defines the agent's core name and background. |
SOUL.md |
Contains the persona, tone, and behavioral boundaries. |
AGENTS.md |
Houses the primary operating rules and delegation logic. |
USER.md |
Stores user-specific preferences and context. |
HEARTBEAT.md |
Manages scheduled checks and background task logic. |
MEMORY.md |
(Optional) Curated long-term memory categories. |
memory/ |
Directory containing daily chronological logs (YYYY-MM-DD.md). |
Agent Creator Suite Advanced Features
- Multi-level autonomy scaling from Advisor to full Autopilot.
- Tailored tool postures (tool-first vs. answer-first) for specialized workflows.
- Automated group chat etiquette and response-logic configuration.
- Loop-breaker guidance to prevent infinite agent iterations.
- Specific support for Telegram, WhatsApp, Discord, and iMessage channel surfaces.
SKILL.md
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