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RAG & Knowledge Basesfree

Qdrant RAG Query API

by MarioUpdated Aug 2026
RequiresOpenAI
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WeWebhookRTRespond to WebhookRespond to Webh…SOSplit OutAgAggregateOPStructured Output ParserStructured Outp…Embeddings OpenAIEmbeddings Open…DDDefault Data LoaderDefault Data Lo…SILoop Over ItemsAgAggregate1RTRespond to Webhook1Respond to Webh…OpenAI Chat ModelOpenAI Chat Mod…MeMergeFiSkip empty itemsSwSwitch by actionVSRetrieve similar postsRetrieve simila…VSStore postFiFilter by similarity scoreFilter by simil…IfIf similar posts foundIf similar post…SePrepare fieldsSePrepare outputSePrepare output1NONo OperationCLAnalyze posts1234567891011121314151617181920212223242526
1/5
STEPS · 26
Starts on an incoming request

On webhook request, embeds and indexes documents into Qdrant, then answers queries using OpenAI retrieval-augmented generation.

Tags

webhookcomplexOpenAIMarket ResearchAI RAGdiscoveredpending-review
Connects
OpenAI
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexitycomplex
Nodes23
AddedJun 27, 2026