An expert utility for translating plain-text organizational descriptions into structured CellOS-compatible YAML schemas for AI-native teams.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install cell-schema-generator
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 cell-schema-generator 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 Cell Schema Generator?
The Cell Schema Generator is a specialized tool designed to implement the CellOS framework, an organizational design system specifically optimized for AI-native teams and autonomous agents. By leveraging Openclaw Skills, this tool takes unstructured descriptions of teams or departments and converts them into rigorous technical specifications. It ensures that every organizational unit, or cell, has a clear mission and standardized operational boundaries.
At its core, the skill focuses on creating machine-readable documentation that defines how a team operates independently while maintaining explicit coordination protocols. This approach is essential for scaling complex AI systems where clarity of responsibility and automated escalation paths are required. Users of Openclaw Skills can use this generator to bridge the gap between human management concepts and the structured data required to orchestrate sophisticated agent workflows.
Cell Schema Generator Use Cases
- Designing autonomous AI agent teams with defined decision-making authority.
- Transitioning traditional human departments into the CellOS framework for better technical integration.
- Establishing clear escalation paths and success metrics for project-based initiatives.
- Standardizing coordination protocols between multiple AI agents and human stakeholders using Openclaw Skills.
- Documenting organizational scope to prevent operational overlaps and clarity gaps.
How Cell Schema Generator Works
- Analyze the provided text to identify the cell type, core capability, and involved participants.
- Map participants to the five mandatory steward roles: Clarity, Execution, Narrative, Access, and Integrity.
- Define explicit scope boundaries, including detailed in-scope and out-of-scope lists to prevent ambiguity.
- Configure escalation rules that include specific triggers, named targets, and automated timeout actions.
- Establish coordination protocols for inbound, outbound, and synchronous interactions with other cells.
- Generate a complete, copy-paste-ready YAML schema alongside design notes that explain key trade-offs and identify missing information.
Cell Schema Generator Setup
To integrate the Cell Schema Generator into your workflow, ensure your environment is configured for Openclaw Skills and follow these steps:
- Add the skill to your AI coding agent's configuration.
- Provide a plain-text description of the team or initiative you wish to model.
- Review the generated YAML and design notes to fill in any TBD fields.
# Example command to initialize a schema generation via CLI
openclaw-agent run cell-schema-gen "Define a cell for our technical documentation team"
Cell Schema Generator Data Schema & Taxonomy
The skill produces a detailed YAML structure organized into the following primary components:
| Section | Description |
|---|---|
| cell | Metadata including unique ID, name, type (operational/project/coordination/advisory), and version. |
| stewards | A mapping of the five core responsibilities to specific names and role titles. |
| scope | Explicit boundaries defining what the cell owns and what it must escalate. |
| success_metrics | Quantifiable targets and review cadences for measuring cell performance. |
| escalation_rules | Logic for handling exceptions, including triggers, targets, and timeout actions. |
| coordination | Definitions of data handoffs and synchronization formats with external teams. |
| memory | Classification of persistent, ephemeral, and shared data storage requirements. |
Cell Schema Generator Advanced Features
- Automated gap analysis to identify missing steward roles or vague scope definitions.
- Support for multi-agent coordination within the broader ecosystem of Openclaw Skills.
- Built-in audit trail structures for tracking decision logs and schema versioning.
- Intelligent classification of cell types to customize the operational cadence for project-based vs. long-running tasks.
- Context-aware recommendations for escalation triggers and quality thresholds.
SKILL.md
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