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RAG & Knowledge Basesfree

Contextual Hybrid RAG AI copy

by Michael TalebUpdated Aug 2026
RequiresOpenAIGoogle DriveGoogle DriveSupabaseSupabase
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AgAI AgentChWhen chat message receivedWhen chat messa…MBSimple MemoryOpenAI Chat ModelOpenAI Chat Mod…Google DriveSearch Record ManagerSearch Record M…Create Row in Record ManagerCreate Row in R…SwSwitchDelete Previous VectorsDelete Previous…CrGenerate HashUpdate Record ManagerUpdate Record M…AgAggregateCLBasic LLM ChainOPStructured Output ParserStructured Outp…OpenAI Chat Model1OpenAI Chat Mod…EFExtract from FileExtract from Fi…SeSet TextSILoop Over Items1Search Record Manager1Search Record M…IfIf1Delete Previous Vectors1Delete Previous…AgAggregate1Delete Record from Record Manager1Delete Record f…Google Drive2GDWatch GD TrashGDWatch GD RAG FilesWatch GD RAG Fi…EWWhen Executed by Another WorkflowWhen Executed b…TWQuery Vector StoreQuery Vector St…SILoop Over ItemsSeSet Text for ChunkingSet Text for Ch…HREdge FunctionEWCall My Sub-workflowCall My Sub-wor…VSSupabase Vector Store1Supabase Vector…Embeddings OpenAI1Embeddings Open…DDDefault Data LoaderDefault Data Lo…TSRecursive Character Text SplitterRecursive Chara…CoRecursive Splitter2Recursive Split…SOSplit OutSeSet Up Chunks for EmbeddingSet Up Chunks f…SeMetadataWaWaitCLAdd ContextOpenAI Chat Model2OpenAI Chat Mod…SILoop Over Items2AgAggregate2HREmbedding1234
1/5
FLOWS
STEPS · 4
Starts from a chat message

On a chat message, answers questions over a Google Drive and Supabase vector store using OpenAI, indexing new Drive files automatically.

Tags

webhookadvancedOpenAIGoogle DriveEngineeringAI RAGdiscoveredpending-review
Connects
OpenAIgoogledriveGoogle DrivesupabaseSupabase
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexityadvanced
Nodes46
AddedJun 27, 2026