Provides Knowledge Base management, Vector Store, Vector Database (PGVector), and RAG retrieval capabilities for AI Employees.

LanceDB vector store adapter for Eidentic — high-performance local/embedded vector search for agent memory.

MCP server for OpenAI Vector Store API — manage vector stores, files, batches, and search.

Scaffold a full-stack Next.js RAG (retrieval-augmented generation) chat app — create-next-app style, with workspaces, image retrieval and an admin panel, tailored to the AI providers and vector store you choose.

The in-browser vector store that remembers: transformers.js embeddings over a Rust/wasm HNSW core, persisted to OPFS and kept consistent across tabs. Three-line API.

Universal OpenAI Vector Store MCP Server with stdio transport - 21 comprehensive tools including file management, enhanced Roo compatibility, and direct stdio performance

Pinecone vector store adapter for Eidentic — fully-managed vector search for agent memory via the Pinecone API.

Semantic search over any document corpus for molecule.dev — composes the ai-embeddings + ai-vector-store bonds (index + search)

Qdrant vector store adapter for Eidentic — fast ANN search for agent memory using a Qdrant-compatible API.

Postgres Vector store provider for Mastra (deprecated use @mastra/pg instead)

Local, cost-free vector store for text embeddings and similarity search (soon) in-browser and Node.js.

n8n community node for Vector Store QA Tool with customizable prompt

Redis vector store for NestJS AI

Vector store provider implementations for ContractSpec.

Associative memory for LLM agents — a key-graph memory layer (MCP server) that recalls by association, not just vector similarity. A graph-based alternative to vector-store agent memory.

Vector store for SAP CAP with HANA Cloud's native REAL_VECTOR + COSINE_SIMILARITY. Includes a SQLite fallback for local development so you can build semantic-search features without paying for HANA. Composes with @saptarishi/cds-plugin-llm for embeddings.

Astra DB vector store provider for Mastra (deprecated please use @mastra/astra instead)

Aidex Memory — a standalone, generic in-memory key/value storage primitive. Not AI chat memory, not a vector store.

Pinecone vector store provider for Mastra (deprecated please use @mastra/pinecone instead)

LibSQL vector store provider for Mastra