RAG & Knowledge Bases
800 results — 125 downloadable workflow files, 675 source-linked n8n references
Email AI Auto responder. Summerize and send email
On incoming IMAP email, classifies and summarizes it using OpenAI and a Qdrant knowledge base, then sends an SMTP reply.
Drive Document Chat Agent
When files are added to Google Drive, embeds them into Pinecone with Gemini, letting a chat agent answer questions over the documents.
Drive and MySQL RAG Agent
On a schedule, indexes Google Drive and MySQL data into Pinecone, then answers questions with a Gemini agent writing to Google Docs.
Gemini RAG Email And Chat Assistant
On a form submission, runs Google Gemini over aggregated input, emails results via Gmail, and indexes documents into Pinecone for chat-based retrieval.
[1/3 anomaly detection] [1/2 KNN classification] Batch upload dataset to Qdrant (crops dataset) — Google Cloud Storage
On manual run, reads a crops dataset from Google Cloud Storage and batch-uploads it as vectors to Qdrant via HTTP.
Slack + OpenAI Dev Workflow — Anthropic
On an incoming Gmail or chat message, embeds Slack content into Pinecone and answers queries with OpenAI and Anthropic agents.
AI Document Pipeline To Airtable
Processes files and images, builds OpenAI embeddings, and stores extracted, enriched records in Airtable.
RAG Support Agent With Pinecone
On a Slack or chat message, a RAG agent retrieves from Pinecone using OpenAI and Anthropic models and replies via Gmail.
[1/3 anomaly detection] [1/2 KNN classification] Batch upload dataset to Qdrant (crops dataset)
On manual trigger, loads a crops dataset from Google Cloud Storage and batch-uploads it to Qdrant via HTTP.
Chat File Agent with HTTP Request
On a chat message or Google Drive upload, embeds files into Supabase and answers questions with an OpenAI RAG agent.
GitHub Content To Vector DB
On manual run, fetches data via HTTP, pulls from GitHub, and indexes it into a vector database.
Calendar Slack RAG Assistant
On a new Google Calendar event, posts to Slack, retrieves context from a vector database, and answers with OpenAI.
AI Calendar Knowledge Summaries
On a Google Calendar event, retrieves context from a vector database and generates an AI summary with OpenAI.
AI Calendar Knowledge Retrieval
On a Google Calendar event, retrieves context from a vector database and generates an AI answer with OpenAI.
HTTP Data To Vector Embeddings
On manual run, fetches HTTP data, logs it to Google Sheets, embeds it with OpenAI, and stores it in a vector database.
Email To Zoom And Vector Store
On a new Gmail email, creates a Zoom meeting and stores the details in a vector database.
Calendar SMS And Vector Store
On a new Google Calendar event, sends a Twilio SMS, records to Google Fit, and stores embeddings in a vector database.
Gmail to Home Assistant and Vector DB
On a new Gmail email, triggers a Home Assistant action and indexes the content in a vector database.
Sheets to Vector Database Indexing
On a schedule, reads Google Sheets rows, emails a summary, and indexes them in a vector database.
HTTP Fetch To Email And Vector Store
Fetches data via HTTP request, emails it through Gmail, and stores embeddings in a vector database.
Email To Slack And Vector Store
On a new Gmail email, posts a Slack message and stores the content in a vector database.
AI Email Reply With Vector Store
On a new Gmail email, sends a reply, generates an OpenAI response, and stores it in a vector database.
AI Calendar Email Assistant
On a Google Calendar event, sends an email and generates an OpenAI response from vector-database context.
AI Email Triage To Slack
On a new Gmail email, posts to Slack, retrieves vector-database context, and generates an OpenAI reply.