AB Test Framework
by @nidalghetf
Compare models with A/B testing for selection
clawhub install ab-test-frameworkπ About This Skill
name: A/B Testing Framework version: 1.0.0 description: Compare models with A/B testing for selection author: OpenClaw SysAdmin Community tags: [20, sysadmin, manual] trigger: type: manual schedule: "" enabled: true input: model_a: type: string description: First model required: True model_b: type: string description: Second model required: True test_prompts: type: array description: Test prompts required: True output: status: string details: object winner: string confidence: number dependencies: - openclaw/llm - stats-library security: - A/B test security per Category 8; prevent test manipulation - Validate all inputs per Category 8 - Use least privilege principle - Log all operations for audit
A/B Testing Framework
Description
Compare models with A/B testing for selection
Source Reference
This skill is derived from 20. Testing & Quality Assurance of the OpenClaw Agent Mastery Index v4.1.
Sub-heading: A/B Testing Frameworks for Model Selection
Complexity: high
Input Parameters
| Name | Type | Required | Description |
|------|------|----------|-------------|
| model_a | string | Yes | First model |
| model_b | string | Yes | Second model |
| test_prompts | array | Yes | Test prompts |
Output Format
{
"status": ,
"details": Usage Examples
Example 1: Basic Usage
const result = await openclaw.skill.run('ab-test-framework', {
model_a: "value",
model_b: "value",
test_prompts: 123
});
Example 2: With Optional Parameters
const result = await openclaw.skill.run('ab-test-framework', {
model_a: "value",
model_b: "value",
test_prompts: []
});
Security Considerations
A/B test security per Category 8; prevent test manipulation
Additional Security Measures
1. Input Validation: All inputs are validated before processing 2. Least Privilege: Operations run with minimal required permissions 3. Audit Logging: All actions are logged for security review 4. Error Handling: Errors are sanitized before returning to caller
Troubleshooting
Common Issues
| Issue | Cause | Solution |
|-------|-------|----------|
| Permission denied | Insufficient privileges | Check file/directory permissions |
| Invalid input | Malformed parameters | Validate input format |
| Dependency missing | Required module not installed | Run npm install |
Debug Mode
Enable debug logging:
openclaw.logger.setLevel('debug');
const result = await openclaw.skill.run('ab-test-framework', { ... });
Related Skills
model-routing-managerperformance-benchmarkerπ Tips & Best Practices
Common Issues
| Issue | Cause | Solution |
|-------|-------|----------|
| Permission denied | Insufficient privileges | Check file/directory permissions |
| Invalid input | Malformed parameters | Validate input format |
| Dependency missing | Required module not installed | Run npm install |
Debug Mode
Enable debug logging:
openclaw.logger.setLevel('debug');
const result = await openclaw.skill.run('ab-test-framework', { ... });