RAG & Knowledge Bases
800 results — 125 downloadable workflow files, 675 source-linked n8n references
Newsapi Without Credentials
On a schedule, fetches news via HTTP, analyzes articles with OpenAI, stores embeddings in Qdrant, logs to Google Sheets, and emails through Gmail.
BuildandQueryRAGOnTheFly
On a Telegram message, indexes Google Docs into Pinecone and answers queries with an OpenAI RAG agent, replying on Telegram.
Turn Any Website into an AI Customer Support Chatbot (OpenAI + Pinecone)
On manual trigger, crawls a website with Firecrawl, indexes it into Pinecone, and answers visitor chats with an OpenAI agent.
Automate Hotel Pricing Strategy with Q&a on WhatsApp Using OpenAI Agent
On a WhatsApp message, an OpenAI agent answers hotel pricing questions using data-table lookups and replies via WhatsApp.
Auto Update Knowledge Base with Drive, Llamaindex & Azure OpenAI Embeddings
On Google Drive file changes, loads documents and indexes them into an in-memory vector store using Azure OpenAI embeddings.
My Agentic Arena Community Contest
Evaluates chat agents by embedding Google Drive documents into Qdrant with OpenAI, then scoring responses against test cases.
Transform Books into 100+ Social Media Posts with DeepSeek AI and Google Drive
On a new Google Drive file, embeds book content into Qdrant and generates social media posts with a DeepSeek RAG agent.
Gmail Customer Support Auto Responder with Ollama LLM and Pinecone RAG
On an incoming Gmail message, classifies it and replies using an Ollama agent grounded in Pinecone vector search.
Generate Visual Summary & Knowledge Graph Insights for Your Email
On a new Gmail email, summarizes and classifies it with Google Gemini into knowledge-graph insights, then sends a visual summary to Telegram.
COO Task Prioritization
On a schedule, fetches Asana tasks, prioritizes them with an OpenAI agent using Pinecone context, and stores results in Postgres.
Brave Search Smithery AI Agent MCP Server
On an MCP request, runs a Google Gemini agent with Brave Search tools and buffer memory to answer queries.
Context7 Smithery AI Agent MCP Server
On an MCP request, runs a Google Gemini agent with buffer memory and Context7 documentation tools to answer queries.
Evaluate RAG Response Accuracy with OpenAI: Document Groundedness Metric
On manual run, builds an in-memory vector store, runs a RAG agent, and scores answer groundedness against documents with OpenAI.
Auto Knowledge Base Article Generator
On a chat message, generates a knowledge base article with an OpenAI agent and dispatches it through a sub-workflow.
MyAIAgentTeam:Email,Meeting,WebSearch,Notion,Tweet,RAG PUBLIC
On a Telegram message, an OpenAI agent handles email, calendar, web search, Notion, tweets, and RAG, replying via Telegram.
YouTube RAG Search with Frontend Using Apify, Qdrant and AI
On a web request, retrieves relevant YouTube transcript chunks from a Qdrant vector store and returns an OpenAI-generated answer, caching with Redis.
Smart Email Assistant: Automate Customer Support with AI & Supabase
On a new Gmail email, classifies it and drafts an AI reply grounded in a Supabase vector store of Google Drive docs, sending via Gmail.
Retrieve Google Drive documents using Pinecone and OpenAI.
On new Google Drive files, indexes documents into Pinecone with OpenAI embeddings, then answers queries via an agent and emails results through Gmail.
Facebook Messenger AI Chatbot with Pinecone RAG
On a Facebook Messenger webhook, runs an OpenAI agent with Pinecone retrieval and posts the generated reply back to the user.
Automate Systematic Literature Reviews with Google Drive, GPT 4, Gemini, Qdrant and Airtable
On manual run, extracts Google Drive papers, embeds them into Qdrant, and summarizes findings with Gemini and OpenAI into Airtable.
Generate Article Based Posts for LinkedIn, Twitter/X (X), and Reddit with OpenAI
On a form submission, an OpenAI agent generates posts from an article and publishes them to LinkedIn, Twitter/X, and Reddit.
AI Agent For GitHub
On a chat message, an OpenAI agent answers questions about a GitHub repo using a vector store of embedded repository content.
Smart knowledge base builder — auto-convert websites into AI training data
On form submission, scrapes website pages, processes them with OpenAI, and saves converted AI training files to Google Drive.
[Template] General Research & Tool Use Agent for Animal Advocacy
On a chat message, runs an OpenRouter research agent using Hunter, HTTP, and sub-workflow tools to answer animal-advocacy queries.