upstage-document-parse

**Quick judgment**: This is a strong, production-ready document parsing skill that provides high-quality structured extraction from a wide variety of formats, with good support for large documents and complex layouts. It’s well-suited as a general-purpose document ingestion backbone in OpenClaw agents. **Recommended scenarios** - Building RAG, search, or analytics pipelines that need reliable extraction from PDFs, office docs, and images. - Handling mixed or complex layouts (tables, charts, figures, multipage tables) where simple PDF-to-text tools are insufficient. - Large-document processing workflows that benefit from async batch handling and 30-day result retention. **Key risks / limitations** - **Data privacy & compliance**: All documents are sent to Upstage’s external API; unsuitable for highly sensitive data unless organizational policies allow this vendor. - **Service dependency**: Availability, rate limits, and performance are tied to Upstage’s service; outages or throttling will affect your agents. - **Quality variability**: OCR and layout reconstruction may be imperfect for very noisy scans or highly unconventional formatting, requiring downstream validation. - **Cost considerations**: Usage will incur Upstage API costs; heavy workloads should factor in pricing and potential rate limits.