xai-org/grok-build+2167 stars 24hREPO
msitarzewski/agency-agents+674 stars 24hREPO
safishamsi/graphify+624 stars 24hREPO
stablyai/orca+586 stars 24hREPO
jamiepine/voicebox+570 stars 24hNEWxai-org/grok-build+2167 stars 24hREPOmsitarzewski/agency-agents+674 stars 24hREPOsafishamsi/graphify+624 stars 24hREPOstablyai/orca+586 stars 24hREPOjamiepine/voicebox+570 stars 24hSemantic search finds results by meaning rather than exact keywords, comparing embeddings of the query and documents to surface conceptually similar matches.
Instead of matching literal words, semantic search embeds the query and the corpus into vectors and returns the nearest neighbours. That handles synonyms and paraphrase, and is the retrieval step behind most RAG systems.
In practice it is often combined with traditional keyword search — a hybrid approach — to get both conceptual recall and exact-term precision. Open-source vector databases provide the index that makes it fast.
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.
For developers, who are building real-time data-driven applications, Redis is the preferred, fastest, and most feature-rich cache, data structure server, and document and vector query engine.
RAGFlow is a leading open-source Retrieval-Augmented Generation (RAG) engine that fuses cutting-edge RAG with Agent capabilities to create a superior context layer for LLMs
Milvus is a high-performance, cloud-native vector database built for scalable vector ANN search
Open-source LLM knowledge platform: turn raw documents into a queryable RAG, an autonomous reasoning agent, and a self-maintaining Wiki.
Qdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
Developer-friendly OSS embedded retrieval library for multimodal AI. Search More; Manage Less.
Incremental engine for long horizon agents 🌟 Star if you like it!