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RAG & Knowledge Basesfree

PDF RAG Agent with Telegram Chat & Auto Ingestion from Google Drive

by MeeliooUpdated Aug 2026
RequiresGoogle DriveGoogle DriveTelegramTelegram
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DDDefault Data LoaderDefault Data Lo…Azure OpenAI Chat Model1Azure OpenAI Ch…AgAI AgentHRSend PDF FileEMEmbeddings Mistral CloudEmbeddings Mist…VSPostgres PGVector StorePostgres PGVect…SILoop Over ItemsList All File NamesList All File N…Download Corresponding FileDownload Corres…MaRun IngestionWePDF Ingest WebhookPDF Ingest Webh…TSToken SplitterVSPostgres PGVector Store2Postgres PGVect…EMEmbeddings Mistral Cloud2Embeddings Mist…Telegram TriggerAzure OpenAI Chat Model3Azure OpenAI Ch…AgAI Agent2VSPostgres PGVector Store3Postgres PGVect…EMEmbeddings Mistral Cloud3Embeddings Mist…Send a Text MessageSend a Text Mes…MBSimple MemorySend Refusal MessageSend Refusal Me…MBSimple Memory2ChChat TriggerIfIf Text Message ReceivedIf Text Message…IfIf PDF File ReceivedIf PDF File Rec…HRSend Downloaded PDF FileSend Downloaded…Download PDF FileDownload PDF Fi…Approve IngestionApprove Ingesti…IfIf User ApprovedUser DissapprovedUser Dissapprov…Send Finished MessageSend Finished M…1234
1/5
FLOWS
STEPS · 4
Starts on an incoming request

On a Telegram chat, answers questions over PDFs auto-ingested from Google Drive into a PGVector store using an AI RAG agent.

Tags

manualadvancedGoogle DriveTelegramInternal WikiAI RAGdiscoveredpending-review
Connects
googledriveGoogle DrivetelegramTelegram
CategoryRAG & Knowledge Bases
Triggermanual
Complexityadvanced
Nodes32
AddedJun 27, 2026