RAG & Knowledge Bases
800 sonuç — 125 indirilebilir workflow dosyası, 675 kaynağa bağlı n8n referansı
AI Phone Agent with Retellai
On a webhook call, runs a phone agent backed by a Qdrant knowledge base that books Google Calendar events and notifies via Telegram.
Turn Websites into RAG Chatbot Knowledge Bases with Apify, OpenAI and Pinecone
Scrapes website content with Apify, embeds it with OpenAI, and upserts the vectors into Pinecone for a RAG knowledge base.
AI SMM manager
On a Telegram message, a Google Gemini agent drafts and publishes social posts to Twitter and LinkedIn using vector-store memory.
🤖 Build a Documentation Expert Chatbot with Gemini RAG Pipeline
Crawls documentation pages, embeds chunks with Google Gemini into a vector store, and answers user questions through a RAG chatbot agent.
Airline Web Check in Scraper with AI & Vector Db Storage Using n8n
From chat input, scrapes airline check-in pages, summarizes with Ollama, and stores embeddings in PGVector while logging to Google Sheets.
AI Powered Email Replies with Spam Filtering & FAQ Lookup Using GPT 4o Mini & Pinecone
On a new Gmail email, filters spam, looks up FAQ answers in Pinecone, and drafts an AI reply with OpenAI.
Evaluation metric example: RAG document relevance
On an evaluation trigger, runs RAG queries over an in-memory vector store, scores document relevance with OpenAI, and logs metrics to Google Sheets.
[Template] AI Powered Incident Management
On a webhook incident, an OpenRouter agent researches via Tavily and Supabase vector search, drafting resolutions with Gemini embeddings.
Build a RAG Knowledge Base from Educational PDFs with Gemini and Supabase
On a schedule, loads PDFs from Google Drive, embeds them with Google Gemini into a Supabase vector store, tracking progress in Google Sheets.
Build a knowledge graph from Slack messages and store in Neo4j
On a webhook or schedule, extracts entities from Slack messages with an Anthropic agent and writes a knowledge graph to Neo4j via HTTP.
Modify Liveblocks Storage with JSON Patch
On manual run, fetches Liveblocks storage and an Anthropic agent produces JSON Patch modifications as structured output.
Build an employee training video knowledge base using the WayinVideo summaries API
On a form submission, fetches video summaries from the WayinVideo API and logs them to Google Sheets as a training knowledge base.
Daily paid acquisition intelligence report
On a daily schedule, an OpenAI agent gathers paid-acquisition data via MCP tools and emails an intelligence report through Gmail.
Ask your business data in Slack and get AI-powered insights
On a Slack message, queries business data through MCP tools with an OpenAI agent and replies with AI-generated insights in Slack.
Retrieve and Answer Gmail Email Queries with Llama 3.2, Mxbai Embed, and Qdrant
On a new Drive file, indexes documents into Qdrant, then on incoming Gmail retrieves relevant context and sends an AI-drafted reply.
RAG Workflow For Company Website Using Apify and Gemini
On chat message, answers company-website questions from a Gemini-embedded Pinecone store, with site content scraped via Apify on a schedule.
Scrape and Ingest Web Content into Supabase Pgvector with Firecrawl
On a webhook, scrapes web content with Firecrawl, embeds it with OpenAI, and ingests into Supabase pgvector for agent retrieval.
Detect misinformation and manipulation risks using multi-agent AI analysis
Manually triggered, multiple OpenAI agents analyze content for misinformation and manipulation risks, then log findings to Google Sheets.
Create a Human Like Evolution API WhatsApp Agent with PostgreSQL & Gemini
On a WhatsApp message via Evolution API, runs a Gemini agent with Redis and Postgres memory to reply conversationally.
LinkedIn AI Content Assistant using Bright Data and NocoDB
Via chat, generates LinkedIn content with OpenAI, scrapes data through Bright Data, and stores records in NocoDB.
Build Enterprise RAG System with Google Gemini File Search & Retell AI Voice
Indexes Google Drive files into Google Gemini File Search, logs them to Google Sheets, and answers user queries through a chat agent.
Google Gemini File Search RAG System
On chat or manual trigger, an agent answers questions using Gemini file-search retrieval over uploaded documents.
Answer WhatsApp questions from PDF documents using RAG, Google Drive and Pinecone
When a PDF lands in Google Drive, indexes it into Pinecone with OpenAI embeddings, then answers WhatsApp questions via a Gemini RAG agent.
Generate Twitter/X Content in Personal Style with OpenAI & Supabase RAG
From a form submission, retrieves your writing style from a Supabase vector store and generates personalized Twitter/X posts with an OpenAI agent.