Vectordb alternatives for AI agents.

Python client for Qdrant vector search engine

Benchmark for vector databases.

Retrieval and Retrieval-augmented LLMs

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

Python SDK for Milvus Vector Database

Privacy-respecting metasearch engine

📑 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!

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

An open source, non-profit web search engine

Memory library for building stateful agents