Templates / Integrations / Qdrant Vector Store
Qdrant Vector Store templates
Local chatbot with retrieval augmented generation (RAG)
🤖 AI powered RAG chatbot for your docs + Google Drive + Gemini + Qdrant
⚠ LangChain Code (legacy), AI Agent v1 (old agent modes)
Community insights using Qdrant, Python and Information Extractor
AI voice chatbot with ElevenLabs & OpenAI for customer service and restaurants
⚠ AI Agent v1 (old agent modes)
Build a PDF Document RAG System with Mistral OCR, Qdrant and Gemini AI
Complete business WhatsApp AI-powered RAG chatbot using OpenAI
⚠ AI Agent v1 (old agent modes)
Building RAG chatbot for movie recommendations with Qdrant and Open AI
⚠ AI Agent v1 (old agent modes)
Build a chatbot, voice and phone agent with Voiceflow, Google Calendar and RAG
⚠ AI Agent v1 (old agent modes)
Effortless email management with AI-powered summarization & review
⚠ AI Agent v1 (old agent modes)
AI crew to automate fundamental stock analysis - Q&A workflow
Build an AI powered phone agent 📞🤖 with Retell, Google Calendar and RAG
⚠ AI Agent v1 (old agent modes)
Breakdown documents into study notes using templating MistralAI and Qdrant
Api schema extractor
Evaluate tool usage accuracy in multi-agent AI workflows using evaluation nodes
⚠ AI Agent v1 (old agent modes)
Build a financial documents assistant using Qdrant and Mistral.ai
AI-powered email automation for business: Summarize & respond with RAG
⚠ AI Agent v1 (old agent modes)
Automate SIEM alert enrichment with MITRE ATT&CK, Qdrant & Zendesk in n8n
⚠ AI Agent v1 (old agent modes)
Personal shopper chatbot for WooCommerce with RAG using Google Drive and openAI
⚠ AI Agent v1 (old agent modes)
AI-powered email processing autoresponder and response approval (Yes/No)
⚠ AI Agent v1 (old agent modes)
Build a tax code assistant with Qdrant, Mistral.ai and OpenAI
⚠ AI Agent v1 (old agent modes)
Slack AI chatbot for business team with RAG, Claude 3.7 Sonnet and Google Drive
⚠ AI Agent v1 (old agent modes)
Build and update RAG system with Google Drive, Qdrant, and Gemini Chat
Scale deal flow with a Pitch Deck AI vision, chatbot and QDrant vector store
⚠ AI Agent v1 (old agent modes)
Bitrix24 AI-Powered RAG Chatbot for Open Line Channels
⚠ Function (legacy)
Recipe recommendations with Qdrant and Mistral
⚠ AI Agent v1 (old agent modes)
Customer insights with Qdrant, Python and information extractor
OpenClaw Clone 🦞: Expandable Personal Telegram AI Agent Template
Create adaptive RAG chat agent with Google Gemini and Qdrant
⚠ AI Agent v1 (old agent modes)
Build an on-premises AI Kaggle competition assistant with Qdrant RAG and Ollama
⚠ AI Agent v1 (old agent modes)
Build an MCP server which answers questions with retrieval augmented generation
Adaptive RAG with Google Gemini & Qdrant: context-aware query answering
⚠ AI Agent v1 (old agent modes)
Youtube RAG search with frontend using Apify, Qdrant and AI
Create a private document Q&A system with Llama3, Postgres, Qdrant and Google Drive
AI-powered auto-generate exam questions and answers from Google Docs with Gemini
⚠ AI Agent v1 (old agent modes)
WooCommerce AI post-sales chatbot with GPT-4o, RAG, Google Drive and Telegram
⚠ AI Agent v1 (old agent modes)
Automate ITSM ticket classification and resolution using Gemini, Qdrant and ServiceNow
Survey insights with Qdrant, Python and Information Extractor
Adaptive RAG strategy with query classification & retrieval (Gemini & Qdrant)
⚠ AI Agent v1 (old agent modes)
Build a RAG system with automatic citations using Qdrant, Gemini & OpenAI
Build your own Qdrant vector store MCP server
AI YouTube playlist & video analyst chatbot
⚠ AI Agent v1 (old agent modes)
Build persistent chat memory with GPT-4o-mini and Qdrant vector database
Build a RAG agent with n8n, Qdrant & OpenAI
Website chatbot with Google Drive knowledge base using GPT-4 and Mistral AI
⚠ AI Agent v1 (old agent modes)
Gmail assistant with full Gmail history RAG using OpenAI
⚠ AI Agent v1 (old agent modes)
Document RAG & chat agent: Google Drive to Qdrant with Mistral OCR
⚠ HTTP Request Tool (legacy), AI Agent v1 (old agent modes)
Loading JSON via FTP to Qdrant vector database embedding pipeline
Build a multi-agent system with n8n, Qdrant, Gmail & OpenAI
Automate web research with GPT-4, Claude & Apify for content analysis and insights
Vision RAG and image embeddings using Cohere Command-A and Embed v4
Build a multi-functional Telegram bot with Gemini, RAG PDF search & Google Suite
Voice AI customer support for WooCommerce using VAPI, GPT-4o & Gemini with RAG
⚠ AI Agent v1 (old agent modes)
Build a self-updating RAG system with OpenAI, Qdrant and Google Drive
Automated book summarization with DeepSeek AI, Qdrant Vector DB & Google Drive
⚠ AI Agent v1 (old agent modes)
Voice AI chatbot with OpenAI, RAG (Qdrant) & Guardrails for WordPress
⚠ AI Agent v1 (old agent modes)
Build a ServiceNow knowledge chatbot with OpenAI and Qdrant RAG
AI-powered RAG Q&A chatbot with OpenAI, Google Sheets, Glide & Supabase
⚠ AI Agent v1 (old agent modes)
PDF proposal knowledge base with S3, OpenAI GPT-4o & Qdrant RAG agent
⚠ AI Agent v1 (old agent modes)
Process documents & build semantic search with OpenAI, Gemini & Qdrant
My solution for the "Agentic Arena Community Contest" (RAG, Qdrant, Mistral OCR)
Implement on-prem RAG with Qdrant and Ollama for a self-hosted KB
Automated document compliance validation with AI and vector database
⚠ LangChain Code (legacy)
Conversational sales agent for WooCommerce with GPT-4, Stripe and CRM integration
⚠ AI Agent v1 (old agent modes)
Automate systematic literature reviews with Google Drive, GPT-4, Gemini, Qdrant and Airtable
Build a document-based AI chatbot with Google Drive, Llama 3, and Qdrant RAG
⚠ AI Agent v1 (old agent modes)
Build comprehensive entity profiles with GPT-4, Wikipedia & vector DB for content
Generate AI News LinkedIn Posts with GPT-4o-mini, NewsAPI, and Qdrant
⚠ AI Agent v1 (old agent modes)
Create an AI Telegram bot using Google Drive, Qdrant, and OpenAI GPT-4.1
Estimate 4D/5D construction costs from Revit BIM models with DDC CWICR
⚠ Read Binary File, Write Binary File
Transform books into 100+ social media posts with DeepSeek AI and Google Drive
⚠ AI Agent v1 (old agent modes)
Find the most relevant workflow templates using RAG, Qdrant and Gemini
Handle e-commerce WhatsApp support with Whapi, WooCommerce, RAG and Gmail escalation
⚠ AI Agent v1 (old agent modes)
Chat with your business knowledge base using Google Gemini and Qdrant
Provide ecommerce support with Qdrant RAG, WooCommerce, and human backup
⚠ AI Agent v1 (old agent modes)
Run a WhatsApp customer support chatbot with OpenWA, OpenAI and Qdrant
Classify and route DevOps chat requests with Mattermost and Claude
Generate photo-based construction cost estimates with GPT-4 Vision and DDC CWICR
Handle AI customer support chats via WhatsApp, web chat, Ollama, and Qdrant
Build hybrid RAG search over PDFs with Qdrant and Ollama
Match medical symptoms to products with OpenAI, Qdrant & Google Sheets RAG
⚠ AI Agent v1 (old agent modes)
Auto-index your website and build a RAG chatbot with Firecrawl, Qdrant, and GPT-4o-mini
Generate AI-curated sales quotes with OpenAI, Qdrant & CraftMyPDF PDF delivery
⚠ AI Agent v1 (old agent modes)
Build a WordPress RAG chatbot with OpenAI, Qdrant or MongoDB
Automated customer support system with Gmail, GPT-4 & vector knowledge base
⚠ AI Agent v1 (old agent modes)
Index local documents for RAG using Ollama embeddings and Qdrant
Analyze Alertmanager incidents and post diagnostic reports to Mattermost
Investigate Mattermost incident reports with an AI SRE assistant using OpenRouter
Answer document questions with Ollama and Qdrant retrieval chat bot
Answer Instagram FAQ DMs using Google Gemini and Qdrant from Google Drive
Answer infrastructure questions in Mattermost with OpenRouter and Qdrant
Publish science newsletter posts from YouTube using Ghost and Google Sheets
Convert DevOps Mattermost requests into Jira tasks with OpenRouter GPT and Gemini
Classify LinkedIn posts as quality or slop with OpenAI and Qdrant
Answer restaurant voice queries with ElevenLabs, OpenAI, Qdrant, and Google Drive
⚠ AI Agent v1 (old agent modes)
Analyze alerts from Alertmanager and send diagnostic reports to Slack
Filter AI slop from your LinkedIn feed (backend for StopSlopIn Chrome extension)
Classify and route DevOps support messages with Slack and GPT-5.5
Sync documentation vectors from GitHub with Ollama and Qdrant
Answer internal policy questions from Google Drive with OpenAI and Qdrant
⚠ AI Agent v1 (old agent modes)
Index and query financial documents with Qdrant and Mistral
Run multi-step cold email sequences with OpenAI, LinkedIn, Qdrant and NocoDB
⚠ AI Agent v1 (old agent modes)
Book dental appointments via chat using OpenAI, Qdrant, and Google Calendar
Sync and audit template vectors with Ollama embeddings and Qdrant
⚠ Item Lists (legacy)