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d2f3886ae1
Repository Restructure: - Move all 83 agent .md files to agents/ subdirectory - Add 15 workflow orchestrators from commands repo to workflows/ - Add 42 development tools from commands repo to tools/ - Update README for unified repository structure The commands repository functionality is now fully integrated, providing complete workflow orchestration and development tooling alongside agents. Directory Structure: - agents/ - 83 specialized AI agents - workflows/ - 15 multi-agent orchestration commands - tools/ - 42 focused development utilities No breaking changes to agent functionality - all agents remain accessible with same names and behavior. Adds workflow and tool commands for enhanced multi-agent coordination capabilities.
61 lines
1.4 KiB
Markdown
61 lines
1.4 KiB
Markdown
---
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model: claude-sonnet-4-0
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---
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# Data Validation Pipeline
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Create a comprehensive data validation system for: $ARGUMENTS
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Implement validation including:
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1. **Schema Validation**:
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- Pydantic models for structure
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- JSON Schema generation
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- Type checking and coercion
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- Nested object validation
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- Custom validators
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2. **Data Quality Checks**:
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- Null/missing value handling
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- Outlier detection
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- Statistical validation
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- Business rule enforcement
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- Referential integrity
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3. **Data Profiling**:
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- Automatic type inference
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- Distribution analysis
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- Cardinality checks
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- Pattern detection
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- Anomaly identification
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4. **Validation Rules**:
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- Field-level constraints
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- Cross-field validation
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- Temporal consistency
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- Format validation (email, phone, etc.)
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- Custom business logic
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5. **Error Handling**:
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- Detailed error messages
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- Error categorization
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- Partial validation support
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- Error recovery strategies
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- Validation reports
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6. **Performance**:
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- Streaming validation
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- Batch processing
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- Parallel validation
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- Caching strategies
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- Incremental validation
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7. **Integration**:
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- API endpoint validation
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- Database constraints
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- Message queue validation
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- File upload validation
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- Real-time validation
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Include data quality metrics, monitoring dashboards, and alerting. Make it extensible for custom validation rules.
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