DataBeak

# DataBeak Examples This directory contains example scripts demonstrating DataBeak's capabilities. ## Available Examples ### dependency_injection_demo.py Advanced example showing dependency injection patterns for testing and modularity. Demonstrates how to structure DataBeak integrations with proper separation of concerns and testable architecture. ### claude_code_null_example.py Demonstrates null value handling and data validation. Shows best practices for handling missing data, validation errors, and defensive programming patterns when working with CSV data. ### update_consignee_example.py Real-world example updating business data with validation. Illustrates a complete workflow for loading, transforming, validating, and exporting modified CSV data in a business context. ## Running Examples ```bash uv run python examples/dependency_injection_demo.py uv run python examples/claude_code_null_example.py uv run python examples/update_consignee_example.py ``` ## Architecture Examples demonstrate the current server composition architecture with specialized FastMCP servers for different operations (I/O, transformation, statistics, etc.).