workflows.fit
Back to n8n workflows
n8n templateFreeBy Automate With Marc

Auto-respond to Slack messages with GPT and Pinecone Vector RAG context

🛠 GPT-5 + Pinecone-Powered Slack Auto-Responder — Real-Time, Context-Aware Replies for IT & Engineering Teams Description Cut down on context-switching and keep your Slack threads moving with an AI agent that respond...

CommunicationHITLAILangchainCore NodesSlack TriggerLm Chat Open AiMemory Buffer Window
Loading interactive preview...

Template notes

🛠 GPT-5 + Pinecone-Powered Slack Auto-Responder — Real-Time, Context-Aware Replies for IT & Engineering Teams

Description Cut down on context-switching and keep your Slack threads moving with an AI agent that responds on your behalf, pulling real-time knowledge from a Pinecone vector database. Built for IT, DevOps, and engineering environments, this n8n workflow ensures every reply is accurate, context-aware, and instantly available—without you lifting a finger.

Check out step-by-step video build of workflows like these here: https://www.youtube.com/@automatewithmarc

How It Works

Slack Listener: Triggers when you’re mentioned or messaged in relevant channels.

Pinecone RAG Retrieval: Pulls the most relevant technical details from your indexed documents, architecture notes, or runbooks.

GPT-5 Processing: Formats the retrieved data into a clear, concise, and technically accurate reply.

Thread-Aware Memory: Maintains the conversation state to avoid repeating answers.