1 link tagged with all of: rag + pixelrag + embeddings + visual-search
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PixelRAG converts web pages, PDFs, and images into screenshot tiles, embeds them using a fine-tuned Qwen3-VL model, and builds vector indexes for retrieval-augmented generation. It provides a CLI (pixelshot), pipeline commands for chunking, embedding, indexing, and serving (FAISS or Qdrant), plus a live API and a Claude plugin for visual search.
- PixelRAG ditches HTML parsing entirely, indexing screenshot tiles of pages/PDFs via a fine-tuned Qwen3-VL embedding model to preserve tables, charts, and layout
- Ships a pre-built index of 8.28 million Wikipedia articles, usable via a free live API or a ~217GB local download
- Includes a Claude Code plugin ("pixelbrowse") that lets Claude screenshot live pages and read diagrams/tables visually on request
- Supports both FAISS (simple/local) and Qdrant (disk-backed, quantized, multi-server) as swappable backends for scaling