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RAG & Knowledge Basespro

Demo: RAG in n8n

by aboalrejal-aiUpdated Jun 2026
RequiresOllama
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FoUpload your file hereUpload your fil…DDDefault Data LoaderDefault Data Lo…VSInsert Data to StoreInsert Data to …VSQuery Data ToolAgAI AgentChWhen chat message receivedWhen chat messa…EOEmbeddings OllamaEmbeddings Olla…Ollama Chat ModelOllama Chat Mod…VSPostgres PGVector StorePostgres PGVect…1234567
1/5
FLOWS
STEPS · 7
Starts on an incoming request

On document upload, embeds content with Ollama into a PGVector store, then answers chat questions through a retrieval agent.

Tags

webhookmediumOllamadiscoveredpending-review
Connects
Ollama
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitymedium
Nodes9
AddedJun 28, 2026