An advanced task orchestration engine that breaks down complex user intents into manageable subtasks while discovering or creating necessary Openclaw Skills.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install super-skills
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 super-skills 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 Task Decomposer & Skill Generator?
The Task Decomposer & Skill Generator is a sophisticated framework designed to bridge the gap between high-level user requests and executable agent actions. It systematically analyzes intent to produce a roadmap of atomic tasks, mapping each to specific capability types such as browser automation, API integration, or data extraction.
By leveraging the vast ecosystem of Openclaw Skills, this tool ensures that agents have the right functional capabilities at their disposal. Whether the required functionality already exists in the registry or needs to be generated on the fly, this skill provides a structured path from ideation to deployment. It is particularly effective for developers building autonomous agents that need to navigate multi-step processes like research pipelines or automated notification systems.
Task Decomposer & Skill Generator Use Cases
- Automating multi-step workflows that involve multiple third-party integrations and data transformations.
- Breaking down ambiguous user prompts into a structured, verifiable execution plan.
- Identifying functional gaps in an agent's current capability set to ensure successful task completion.
- Discovering relevant Openclaw Skills from the global repository at skills.sh to avoid redundant development.
- Programmatically generating new skill definitions and folder structures when no existing solution satisfies a task requirement.
How Task Decomposer & Skill Generator Works
- Analyzes user intent to identify the core objective, relevant domains, and required trigger mechanisms (e.g., scheduled vs. event-driven).
- Decomposes the request into atomic tasks, each with defined inputs, outputs, and logical dependencies.
- Maps each subtask to a universal capability taxonomy to generate optimized search keywords for the registry.
- Queries the ecosystem for existing Openclaw Skills using the command-line interface.
- Performs a gap analysis to determine if a new skill must be initialized or if the agent's native capabilities suffice.
- Generates a comprehensive execution plan including installation commands, skill creation steps, and success verification criteria.
Task Decomposer & Skill Generator Setup
To manage your Openclaw Skills and begin decomposing tasks, use the following commands within your terminal:
# Search for existing capabilities in the registry
npx skills find <keyword>
# Add a discovered skill to your local environment
npx skills add <owner/repo@skill> -g -y
# Initialize a new skill structure for custom capabilities
npx skills init <skill-name>
Task Decomposer & Skill Generator Data Schema & Taxonomy
The Task Decomposer organizes its analysis and findings into a structured Task Decomposition Report containing the following metadata:
| Component | Description |
|---|---|
| Task ID | A unique numerical identifier for each subtask in the sequence. |
| Capability Type | The functional category assigned to the task (e.g., message_delivery, web_search). |
| Search Query | The specific keywords used to find matching Openclaw Skills. |
| Status | Indicates if the capability is Found, Built-in, or needs to be Created. |
| Execution Plan | A step-by-step guide for the agent to follow, linking skills to specific actions. |
Task Decomposer & Skill Generator Advanced Features
- Automated gap analysis that distinguishes between native LLM capabilities and required external Openclaw Skills.
- Dynamic capability mapping using a universal taxonomy for high-precision skill discovery.
- Integration with system-level scheduling for the configuration of daily or event-triggered automated jobs.
- Standardized skill template generation to ensure all newly created skills follow best practices for documentation and usage.
- Support for multi-agent orchestration by identifying tasks that can be executed in parallel based on dependency analysis.
SKILL.md
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