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RAG & Knowledge Basesfree

Chat with Your Business Knowledge Base Using Google Gemini and Qdrant

by Nguyễn Thiệu Toàn (Jay Nguyen)Updated Aug 2026
RequiresGoogle Gemini
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FoUpload DocumentVSInsert to Vector StoreInsert to Vecto…EGEmbeddings Google GeminiEmbeddings Goog…DDDefault Data LoaderDefault Data Lo…TSRecursive Character Text SplitterRecursive Chara…FoDelete DocumentQdDelete from Vector StoreDelete from Vec…ChWhen chat message receivedWhen chat messa…SeSet ContextAgAI AgentGoogle Gemini Chat ModelGoogle Gemini C…MBSimple MemoryVSKnowledge BaseEGEmbeddings Google Gemini1Embeddings Goog…QdCreate fileGroup IndexCreate fileGrou…1234
1/5
FLOWS
STEPS · 4
Starts on an incoming request

Ingests uploaded documents into a Qdrant vector store, then answers chat questions with a Gemini agent grounded in that knowledge base.

Tags

webhookcomplexGoogle GeminiSupport ChatbotAI RAGdiscoveredpending-review
Connects
Google Gemini
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitycomplex
Nodes15
AddedJun 27, 2026