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RAG & Knowledge Basesfree

Adaptive & Conditional AI Chat Agent Www.quantralabs.com

by Brandon CrenshawUpdated Aug 2026
RequiresGoogle Gemini
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AgQuery ClassificationQuery Classific…SwSwitchAgFactual Strategy - Focus on PrecisionFactual Strateg…AgAnalytical Strategy - Comprehensive CoverageAnalytical Stra…AgOpinion Strategy - Diverse PerspectivesOpinion Strateg…AgContextual Strategy - User Context IntegrationContextual Stra…ChChatSeFactual Prompt and OutputFactual Prompt …SeContextual Prompt and OutputContextual Prom…SeOpinion Prompt and OutputOpinion Prompt …SeAnalytical Prompt and OutputAnalytical Prom…Gemini ClassificationGemini Classifi…Gemini FactualGemini AnalyticalGemini Analytic…MBChat Buffer Memory AnalyticalChat Buffer Mem…MBChat Buffer Memory FactualChat Buffer Mem…Gemini OpinionMBChat Buffer Memory OpinionChat Buffer Mem…Gemini ContextualGemini Contextu…MBChat Buffer Memory ContextualChat Buffer Mem…EGEmbeddingsSuConcatenate ContextConcatenate Con…VSRetrieve Documents from Vector StoreRetrieve Docume…SeSet Prompt and OutputSet Prompt and …Gemini AnswerAgAnswerMBChat Buffer MemoryChat Buffer Mem…RTRespond to WebhookRespond to Webh…EWWhen Executed by Another WorkflowWhen Executed b…SeCombined Fields1234567891011121314151617181920212223242526272829303132
1/5
STEPS · 32
Starts from a chat message

On a chat message, a Gemini agent retrieves and summarizes context from a Qdrant store and responds via webhook.

Tags

webhookadvancedGoogle GeminiSupport ChatbotAI RAG
Connects
Google Gemini
CategoryRAG & Knowledge Bases
Triggerwebhook
Complexityadvanced
Nodes30
AddedJun 14, 2026