mkrs-optional-memory

Multimodal Knowledge Retrieval System with Optional Memory (MKRS)

• MKRS is a multimodal AI system for image-based question answering with optional semantic memory.
• It supports both direct visual reasoning over single images and retrieval-augmented reasoning across multiple images using a self-hosted Qdrant vector database.

Features

• Single-image visual question answering (stateless)
• Multi-image retrieval-augmented reasoning (planned)
• Open-source vision-language models
• Self-hosted Qdrant vector database

To Run

pip install -r requirements.txt

uvicorn app.main:app --reload

After running the above commands, open your browser and navigate to http://localhost:8000/docs.

License

This repository is licensed under the MIT License.