FaissHub

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  FAISSHub: Upload your JSON, create vector embeddings, and power your own personalized chatbots.

🌟 FAISSHub: Supabase-Powered RAG Platform

FAISSHub enables users to upload JSON files to create dedicated, knowledge-aware chatbots using Supabase as the backend.

Indexing: The Python backend parses the JSON, generates embeddings, and securely inserts the vectors and associated text content into a PostgreSQL table using the pgvector extension.

Chatbot (RAG): When a user queries, the backend generates a query embedding and executes a fast similarity search directly in Supabase. The retrieved text context is then sent to an LLM to generate a grounded response.

Deployment: The chatbot is accessible via a robust API and an easily embeddable iFrame widget, secured by Supabase Auth and Row-Level Security (RLS).

It provides a secure, scalable, and simplified way to build and deploy custom knowledge-based AI.

Built With

• fastapi
• nextjs
• python
• supabase