A specialized skill for authoring, editing, and validating Dify Workflow DSL files for self-hosted instances using an export-first approach.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install dify-workflow
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 dify-workflow 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 Dify Workflow DSL Expert?
The Dify Workflow DSL skill is a comprehensive toolkit designed for developers working with self-hosted Dify instances. It focuses exclusively on the lifecycle of Workflow DSL files, providing the technical guardrails necessary to modify node structures, edges, and logic without breaking imports. By prioritizing an export-first methodology, this Openclaw Skills integration ensures that any modifications remain compatible with the specific schema and version of your target Dify instance.
This skill bridges the gap between raw YAML editing and successful workflow deployment. It includes specialized logic for variable syntax validation, code node output mapping, and edge routing. Whether you are migrating workflows between instances or debugging complex branching logic, this skill provides the references and local validation scripts needed to ensure your Dify automations run flawlessly.
Dify Workflow DSL Expert Use Cases
- Creating new Dify workflows from scratch using verified templates.
- Debugging import errors or schema mismatches in existing DSL files.
- Migrating complex workflows between different self-hosted Dify instances.
- Adding or removing nodes, edges, and conditional branches in a structured manner.
- Validating variable syntax and code node outputs before re-importing to production.
How Dify Workflow DSL Expert Works
- Analyze the target Dify instance by exporting an existing workflow to serve as the source of truth.
- Derive the required DSL version, node schemas, and field names from the exported YAML.
- Apply minimal edits to the structure, such as adding nodes or updating logic, to maintain stability.
- Use local scripts to generate unique Node IDs and validate the integrity of the YAML file.
- Conduct a final check of variable syntax and handle connections against the Dify-specific reference documentation.
- Execute a re-import on the target instance to verify the changes in a live environment.
Dify Workflow DSL Expert Setup
To get started with this skill, ensure you have Python installed for the validation tools. Clone the Openclaw Skills repository and navigate to the dify-workflow directory.
# Install dependencies (if any listed in scripts)
pip install pyyaml
# Generate unique Node IDs for your DSL
python3 scripts/generate_id.py 5
# Validate your workflow file locally before importing
python3 scripts/validate_workflow.py /path/to/your/workflow.yaml
Dify Workflow DSL Expert Data Schema & Taxonomy
The skill organizes workflow data into a structured taxonomy to ensure consistency across different Dify versions:
| Directory | Description |
|---|---|
references/ |
Technical specs for node types, edge rules, and variable syntax. |
templates/ |
Starter YAML files for LLM chains and HTTP flows. |
assets/ |
Examples of production-ready patterns like error handling and routing. |
scripts/ |
Python utilities for ID generation and schema validation. |
Variable Syntax: All references within the DSL must follow the strict format: {{#NODE_ID.VARIABLE_NAME#}}.
Dify Workflow DSL Expert Advanced Features
- Export-First Logic: Prevents schema drift by forcing alignment with real instance exports.
- Automated Node ID Generation: Ensures unique identifiers for complex, multi-node workflows.
- Multi-Agent Support: Compatible with advanced retrieval patterns and human-in-the-loop nodes.
- Local Validation Engine: Catches common syntax and handle errors before they reach the Dify console.
- Version-Aware Edits: Explicitly checks for plugin and version differences during the editing process.
SKILL.md
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