Rag System With Qdrant Vector Database Integration

Open-source AI coworker, with memory

Unique: Integrates Qdrant as dedicated vector store rather than using LLM provider's built-in RAG, enabling local control over embeddings, vector storage, and retrieval logic while supporting self-hosted deployment without cloud dependencies

vs others: Provides self-hosted vector search unlike cloud-based RAG in OpenAI or Anthropic APIs, enabling privacy-preserving semantic search while maintaining flexibility to swap embedding models or retrieval algorithms