The most accurate document search and store for building AI apps

The code used to train and run inference with the ColVision models, e.g. ColPali, ColQwen2, and ColSmol.

LAYRA—an enterprise-ready, out-of-the-box solution—unlocks next-generation intelligent systems powered by visual RAG and limitless visual multi-step agent workflow orchestration.

Use late-interaction multi-modal models such as ColPali in just a few lines of code.

Highly Performant, Modular, Memory Safe and Production-ready Inference, Ingestion and Indexing built in Rust 🦀

Vision-Augmented Retrieval and Generation (VARAG) - Vision first RAG Engine

Serverless Modal + FastAPI + React + ColPali + Qdrant + GPT4o Vision RAG (V-RAG) Demo

Recipes for learning, fine-tuning, and adapting ColPali to your multimodal RAG use cases. 👨🏻‍🍳

Vision Document Retrieval (ViDoRe): Benchmark. Evaluation code for the ColPali paper.

High-Performance Engine for Multi-Vector Search

LitePali is a minimal, efficient implementation of ColPali for image retrieval and indexing, optimized for cloud deployment.

A new novel multi-modality (Vision) RAG architecture

Snappy! Crafted for lightning-fast visual retrieval.

The PyQt6 application using ColPali and OpenAI to show Efficient Document Retrieval with Vision Language Models

REST API for computing cross-modal similarity between images and text using the ColPaLI vision-language model

#3 Winner of Best Use of Zoom API at Stanford TreeHacks 2025! An AI-powered meeting assistant that captures video, audio and textual context from Zoom calls using multimodal RAG.

A multimodal RAG application using Qwen 2.5 VL, ColPali, and QdrantDB for text and image-based retrieval.

Vision-based RAG

The repo provides the code for Qdrant for efficient image indexing and retrieval using models such as ColPali, ColQwen, and VDR-2B-Multi-V1, enhancing multimodal search capabilities across various applications.

AI-powered electrical engineering homework solver using ColPali PDF retrieval, Qwen2.5-VL multimodal analysis, and DeepSeek code generation with schemdraw to create step-by-step solutions with circuit diagrams.