by majiayu000
Invoke this skill BEFORE implementing any structured data extraction from documents to learn the correct llama_cloud_services API usage. Required reading before writing extraction code. Requires llama_cloud_services package and LLAMA_CLOUD_API_KEY as an environment variable.
5.5
Rating
0
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Data & Analytics
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This skill provides a clear, practical guide for extracting structured data from unstructured documents using the llama_cloud_services API. The description clearly indicates when to invoke it (BEFORE implementing extraction code), and the quick start section covers the essential workflow: defining Pydantic schemas, initializing the extractor, configuring extraction settings, and extracting data. The code examples are well-commented and demonstrate key configuration options. Structure is good with a logical flow, though the reference to REFERENCE.md suggests additional details exist elsewhere. The skill has moderate novelty—while document extraction is common, providing correct API usage patterns and configuration guidance reduces implementation effort and potential errors. Minor points: the skill could benefit from more concrete examples of different extraction modes/targets, error handling patterns, and batch processing scenarios to achieve higher scores.
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