RAG & Knowledge Bases
800 sonuç — 125 indirilebilir workflow dosyası, 675 kaynağa bağlı n8n referansı
Answer Business Faqs with Claude RAG Using Supabase Pgvector and OpenAI Embeddings
On a webhook question, calls external retrieval and LLM APIs over HTTP and returns a generated FAQ answer to the requester.
Get FAQ Data
When called by another workflow, reads and filters FAQ entries from Google Sheets and returns them to the caller.
Personal AI Knowledge Base Chatbot — Google Sheets Skills Store + GPT 4o Mini + Session Memory
On a chat message, an OpenAI agent answers from a Google Sheets skills store using session memory.
Hacker News Tool MCP Server
Exposes Hacker News search as an MCP server tool so AI agents can query stories and comments.
KB Sync — OpenAI Vector Store Manager
On schedule, reads a Google Sheets index, pulls files from Google Drive and AWS S3, and syncs them into an OpenAI vector store.
Hybrid RAG
On manual trigger or chat, embeds documents with Ollama into a Qdrant vector store and answers questions using hybrid retrieval.
CoinGecko Tool MCP Server
On AI agent requests, exposes CoinGecko cryptocurrency market data as callable MCP server tools.
AI Governance Policy Generator
On a webhook request, researches with SerpAPI and OpenAI to generate an AI governance policy, saving it to SharePoint and emailing via Outlook.
ChatAssistant
On a webhook message, answers via an AI agent using Qdrant vector search and MCP tools, replies over the webhook, and posts to Slack.
Chat with Your Business Knowledge Base Using Google Gemini and Qdrant
Ingests uploaded documents into a Qdrant vector store, then answers chat questions with a Gemini agent grounded in that knowledge base.
Google Drive RAG Assistant
On a webhook, answers questions with an OpenRouter agent over a Supabase vector store built from Google Drive documents.
AI Knowledge Base Assistant Using Ollama + Pgvector + Telegram
On a Telegram message or form submission, answers from a PGVector knowledge base using Ollama embeddings and retrieval QA, replying via Telegram.
QuestionAssistant
When called by another workflow, answers questions with an OpenRouter agent over a Qdrant vector store and replies in Mattermost.
AI Chatbot with RAG: Google Gemini & Supabase Vector Store
On a chat message, answers using a Google Gemini agent grounded in a Supabase vector store with Postgres chat memory.
SEO Analytics Multi-Channel Reporter
On schedule, pulls Google Analytics data, generates an OpenAI SEO report, and broadcasts it to Slack, Teams, Telegram, and Discord.
Travel Support RAG Chatbot with Pinecone and OpenAI
Embeds Google Drive documents into Pinecone with OpenAI, then answers incoming webhook questions using retrieval-augmented chat and responds to the request.
Robot Swarm Coordination with Real Time Slack Alerts
On webhook or schedule, an OpenAI agent coordinates robot swarm tasks using stored state and posts real-time alerts to Slack.
GitHub Knowledge Base to Telegram Bot
On a Telegram message, fetches docs from a GitHub knowledge base and replies with an OpenAI-generated answer via Telegram.
Multi Modal Plagiarism Detection System with AI Agents
On a webhook upload, extracts file content, embeds it into a vector store, and an OpenAI agent detects plagiarism with similarity scores.
Telegram RAG Assistant Bot
On a Telegram message, runs an OpenAI agent over a Supabase vector store and Google Sheets to answer and log conversations.
Multi Agent Research Pipeline (( Supabase + Notion)
On manual run, runs a multi-agent research pipeline with Groq and OpenRouter, embeds results into Supabase, and saves findings to Notion.
Auto Index Your Website and Build a RAG Chatbot with Firecrawl, Qdrant, and GPT 4o Mini
On chat message, crawls a site with Firecrawl, indexes it into Qdrant, and answers questions via an OpenAI agent with Gmail access.
Intelligent Support Triage & Auto Response Engine with Jotform, Airtable, Gemini
On a Jotform support request, classifies it with Gemini against a Pinecone knowledge base, logs to Airtable, and replies via Gmail and Slack.
Generate Brave Search Goggles with Dataforseo & Firecrawl & OpenAI
On manual trigger, gathers DataForSEO and Firecrawl results, extracts data with OpenAI, and stores Brave Search Goggles in Postgres.