VectorDBBench alternatives for AI agents.

Python client for Qdrant vector search engine

A Python vector database you just need - no more, no less.

Scalable, fast, and disk-friendly vector search in Postgres, the successor of pgvecto.rs.

Python SDK for Milvus Vector Database

[NeurIPS '25] Knowledge Graph Generation from Any Text

Privacy-respecting metasearch engine

Retrieval and Retrieval-augmented LLMs

📑 PageIndex: Document Index for Vectorless, Reasoning-based RAG

Jupyter Notebooks to help you get hands-on with Pinecone vector databases

KAG is a logical form-guided reasoning and retrieval framework based on OpenSPG engine and LLMs. It is used to build logical reasoning and factual Q&A solutions for professional domain knowledge bases. It can effectively overcome the shortcomings of the traditional RAG vector similarity calculation model.

Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine.

Search plugins for qBittorrent search feature

Meet Ava, the WhatsApp Agent

This repository shares end-to-end notebooks on how to use various Weaviate features and integrations!

An open source, non-profit web search engine

Memory library for building stateful agents