Improved S3 Node: action mode is now available.

The S3 node used to work as a trigger only. You could kick off flows when files landed in S3, but you couldn't fetch files on demand mid-flow. Action mode closes that gap.

  • Presigned URLs: Fetch a presigned URL for any specific file in your S3 bucket

  • Folder-Level Access: Pull presigned URLs for all files inside a folder in one step

  • Action Mode: Use S3 as an on-demand data source anywhere inside your flow, not just as a trigger

Improved Doc Extractor: custom Zod schema support now works with Gemini.

Last week's Doc Extractor release shipped structured extraction for most models. Gemini users hit a wall with custom schemas. That is patched now.

  • Custom Schema Support: Define your own Zod schema and get structured output from Gemini exactly as specified

  • Full Extraction Suite: Raw text, document annotations, and structured data all supported across PDFs and images

  • Smart Chunking: PDFs are processed in 30-page chunks so large documents don't break your flow Multi-Page Documents: Combine multi-page outputs or process page by page

New AgentKit is now on GitHub. Build it, use it, contribute to it.

AgentKit kits and templates are now community-driven and live on GitHub. Browse what the community has built, use what fits, and contribute your own.