RAG & Knowledge Bases
800 results — 125 downloadable workflow files, 675 source-linked n8n references
RAG with Weaviate
On form upload, splits and embeds files with OpenAI into Weaviate, then answers chat questions via retrieval QA.
Email parser for RAG agent powered by Gmail and Mem0
On a new Gmail email, an OpenAI and Mistral agent parses the message and stores structured data to Mem0 memory via MCP.
Business AI Command Center: Modular Agents for Google Workspace, Vector Search & Multi Channel Reports
Routes business requests through modular AI agents with Supabase vector search, acting across Google Drive, Gmail, Telegram, and WhatsApp.
Client FAQ with RAG
On a webhook request, answers client FAQs using RAG over Google Drive documents with Azure OpenAI and returns the response.
RAG Reranking
On a chat message, answers from Google Drive documents using a Supabase vector store, Cohere reranking, and an OpenRouter agent.
Telegram RAG Chatbot with PDF Document & Google Drive Backup
On a Telegram message, answers questions from PDF documents via an OpenAI RAG agent and backs files up to Google Drive.
Build Comprehensive Entity Profiles with GPT 4, Wikipedia & Vector Db for Content
On execution, an OpenAI GPT-4 agent enriches entities with Wikipedia data and stores embeddings in Qdrant to build structured profiles.
Vision RAG and image embeddings using Cohere Command-A and Embed
On manual run, embeds images into Qdrant with Cohere Embed v4, then answers chat queries via a Cohere Command-A RAG agent.
Peliqan AI Agent with RAG and Text to SQL on All Business Data
On a chat message, an OpenAI RAG agent answers questions over business data in Peliqan and a Supabase vector store.
Chat-internal-documents
On new Google Drive files, embeds documents into Supabase using Ollama and answers chat queries via a retrieval agent.
Augment Your Prompt with a Knowledge Graph Ontology Expert
On a chat message, enriches the prompt with knowledge-graph ontology data fetched via HTTP.
Qdrant RAG Chat Agent
On a chat message, retrieves and reranks context from Qdrant with Cohere, and answers via an OpenAI agent.
Automate SEO Tasks with Google Search Console & AI Via MCP Server
Exposes Google Search Console SEO tools to AI agents through an MCP server using HTTP request tools.
AI Powered Stock Analysis with AI Scoring and Gmail Report Delivery
On a chat request, analyzes stocks with an OpenRouter agent over Supabase vector data and emails the scored report via Gmail.
Automate Web Research with GPT 4, Claude & Apify for Content Analysis and Insights
Manually triggered, scrapes pages via Apify, embeds them into Qdrant, and analyzes the content with OpenAI and Claude agents.
Document Q&a System with Voyage Context 3 Embeddings
Manually triggered, embeds documents into MongoDB, then answers chat questions with OpenAI over the indexed knowledge base.
Lightest AI Chatbot with a Knowledge Base
Serves a form-based chatbot that answers user questions from a knowledge base fetched via HTTP request.
J.A.R.V.I.S.
On a Telegram message, runs an OpenAI agent with web search, calculator, and in-memory knowledge base, replying via Telegram.
Scrape and Analyze Websites with Custom Prompts Using Gemini, Apify, and Langchain
When called by another workflow, scrapes websites via HTTP and analyzes each against custom prompts with an OpenRouter AI agent.
Content Generator
On a schedule, reads RSS feeds, embeds articles into a MongoDB Atlas vector store, and generates AI content published to WordPress and X.
Product Recommendation RAG
On a chat message, retrieves Google Sheets product data from a Qdrant vector store and returns OpenAI-powered recommendations.
VECTORIZE TUSS TABLE
Manually loads Oracle database records in batches, splits and embeds them with Google Gemini, and stores vectors in PGVector.
AI Powered Product Research & Price Comparison with Google Search and OpenAI
On manual run, researches products with OpenAI and Google Custom Search, then emails a price-comparison report via Gmail.
AI Enabled Helpdesk with Supabase and Jira
On a Slack message, an OpenAI agent answers helpdesk queries using Supabase vector search and creates Jira tickets, replying in Slack.