Weaviate

Milvus Vector Database

Enhance your search capabilities by linking with the Milvus vector database, facilitating vector search, full-text search, and versatile queries. Ideal for boosting semantic search and streamlining knowledge retrieval processes.

Weaviate

Connect seamlessly with Weaviate, the advanced AI-powered database solution.

Memory PostgreSQL

Enhance your data recall with cutting-edge long-term memory functions leveraging PostgreSQL integrated with pgvector. This advanced setup allows seamless semantic search within stored data, empowering you to tag, score confidence levels, and filter information to uphold context continuity during interactions.

Vectara

Enhances connectivity between chatbot platforms and Vectara's advanced search and response generation features. This integration allows for robust search capabilities delivering tailored outcomes and custom responses to user queries.

Milvus (Vector Database)

Enhance the connectivity between artificial intelligence platforms and the Milvus vector database to streamline semantic search, text retrieval, and hybrid data retrieval processes. This integration facilitates swift and accurate similarity matching and data extraction from vector datasets.

Claude Memory

Enhance your storage and retrieval capabilities with Model Context Protocol (MCP), utilizing advanced sentence transformers and vector similarity search. Seamlessly store and recall conversations, information, texts, and code snippets throughout your interactions.

Shared Knowledge RAG

Facilitates AI applications to retrieve data from various vector storage systems like HNSWLib and Weaviate, offering a streamlined solution for knowledge retrieval in RAG processes without the need for extensive integration efforts.

Long-Term Memory

Utilizing SQLite and vector embeddings, this protocol ensures durable retention of context over time, facilitating seamless transition between conversations, safeguarding developmental choices, and fostering knowledge accumulation with advanced semantic search functionalities.