myragai

Multimodal retrieval-augmented intelligence.

Drop in PDFs, spreadsheets, images, and HEIC photos. myragai chunks, embeds, OCR-reads, captions, and answers — with inline citations and image-aware search.

  • Hybrid retrieval — BM25 + dense embeddings, fused with RRF.
  • CLIP-based image search; text-to-image and image-to-image.
  • OCR for scanned PDFs and photos (English & Spanish).
  • Streaming chat with bracketed inline citations [1] [2].
  • One-click PDF reports across documents, spreadsheets, and images.
  • Powered by Nous Research (Hermes 4 405B, free under promo).