Templates / Integrations / Qdrant Vector Store

Qdrant Vector Store templates

48ready
47need changes
9unknown
Ready for 3.0140,168 views

Local chatbot with retrieval augmented generation (RAG)

by Thomas Janssen

Needs changes86,572 views

🤖 AI powered RAG chatbot for your docs + Google Drive + Gemini + Qdrant

by Joseph LePage

⚠ LangChain Code (legacy), AI Agent v1 (old agent modes)

Ready for 3.071,035 views

Community insights using Qdrant, Python and Information Extractor

by Jimleuk

Needs changes69,203 views

AI voice chatbot with ElevenLabs & OpenAI for customer service and restaurants

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.048,030 views

Build a PDF Document RAG System with Mistral OCR, Qdrant and Gemini AI

by Davide Boizza

Needs changes44,843 views

Complete business WhatsApp AI-powered RAG chatbot using OpenAI

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes36,798 views

Building RAG chatbot for movie recommendations with Qdrant and Open AI

by Jenny

⚠ AI Agent v1 (old agent modes)

Needs changes35,721 views

Build a chatbot, voice and phone agent with Voiceflow, Google Calendar and RAG

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes32,562 views

Effortless email management with AI-powered summarization & review

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.031,991 views

AI crew to automate fundamental stock analysis - Q&A workflow

by Derek Cheung

Needs changes31,454 views

Build an AI powered phone agent 📞🤖 with Retell, Google Calendar and RAG

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.030,210 views

Breakdown documents into study notes using templating MistralAI and Qdrant

by Jimleuk

Ready for 3.029,665 views

Api schema extractor

by Polina Medvedieva

Needs changes20,705 views

Evaluate tool usage accuracy in multi-agent AI workflows using evaluation nodes

by Angel Menendez

⚠ AI Agent v1 (old agent modes)

Ready for 3.019,148 views

Build a financial documents assistant using Qdrant and Mistral.ai

by Jimleuk

Needs changes19,083 views

AI-powered email automation for business: Summarize & respond with RAG

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes14,738 views

Automate SIEM alert enrichment with MITRE ATT&CK, Qdrant & Zendesk in n8n

by Angel Menendez

⚠ AI Agent v1 (old agent modes)

Needs changes13,795 views

Personal shopper chatbot for WooCommerce with RAG using Google Drive and openAI

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes12,103 views

AI-powered email processing autoresponder and response approval (Yes/No)

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes10,649 views

Build a tax code assistant with Qdrant, Mistral.ai and OpenAI

by Jimleuk

⚠ AI Agent v1 (old agent modes)

Needs changes10,336 views

Slack AI chatbot for business team with RAG, Claude 3.7 Sonnet and Google Drive

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.08,612 views

Build and update RAG system with Google Drive, Qdrant, and Gemini Chat

by Davide Boizza

Needs changes7,988 views

Scale deal flow with a Pitch Deck AI vision, chatbot and QDrant vector store

by Jimleuk

⚠ AI Agent v1 (old agent modes)

Needs changes7,631 views

Bitrix24 AI-Powered RAG Chatbot for Open Line Channels

by Ferenc Erb

⚠ Function (legacy)

Needs changes7,075 views

Recipe recommendations with Qdrant and Mistral

by Jimleuk

⚠ AI Agent v1 (old agent modes)

Ready for 3.06,832 views

Customer insights with Qdrant, Python and information extractor

by Jimleuk

Unknown6,606 views

OpenClaw Clone 🦞: Expandable Personal Telegram AI Agent Template

by Davide Boizza

Needs changes6,049 views

Create adaptive RAG chat agent with Google Gemini and Qdrant

by Brandon Crenshaw

⚠ AI Agent v1 (old agent modes)

Needs changes5,193 views

Build an on-premises AI Kaggle competition assistant with Qdrant RAG and Ollama

by JHH

⚠ AI Agent v1 (old agent modes)

Ready for 3.04,995 views

Build an MCP server which answers questions with retrieval augmented generation

by Thomas Janssen

Needs changes4,677 views

Adaptive RAG with Google Gemini & Qdrant: context-aware query answering

by Nisa

⚠ AI Agent v1 (old agent modes)

Ready for 3.04,580 views

Youtube RAG search with frontend using Apify, Qdrant and AI

by Jimleuk

Ready for 3.04,033 views

Create a private document Q&A system with Llama3, Postgres, Qdrant and Google Drive

by David Olusola

Needs changes3,970 views

AI-powered auto-generate exam questions and answers from Google Docs with Gemini

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Needs changes3,962 views

WooCommerce AI post-sales chatbot with GPT-4o, RAG, Google Drive and Telegram

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.03,871 views

Automate ITSM ticket classification and resolution using Gemini, Qdrant and ServiceNow

by Nikitha

Ready for 3.03,718 views

Survey insights with Qdrant, Python and Information Extractor

by Jimleuk

Needs changes3,457 views

Adaptive RAG strategy with query classification & retrieval (Gemini & Qdrant)

by dmr

⚠ AI Agent v1 (old agent modes)

Ready for 3.03,437 views

Build a RAG system with automatic citations using Qdrant, Gemini & OpenAI

by Davide Boizza

Ready for 3.03,226 views

Build your own Qdrant vector store MCP server

by Jimleuk

Needs changes3,073 views

AI YouTube playlist & video analyst chatbot

by dmr

⚠ AI Agent v1 (old agent modes)

Ready for 3.02,362 views

Build persistent chat memory with GPT-4o-mini and Qdrant vector database

by Einar César Santos

Ready for 3.02,235 views

Build a RAG agent with n8n, Qdrant & OpenAI

by Yulia

Needs changes2,059 views

Website chatbot with Google Drive knowledge base using GPT-4 and Mistral AI

by DIGITAL BIZ TECH

⚠ AI Agent v1 (old agent modes)

Needs changes2,006 views

Gmail assistant with full Gmail history RAG using OpenAI

by Zain Ali

⚠ AI Agent v1 (old agent modes)

Needs changes2,005 views

Document RAG & chat agent: Google Drive to Qdrant with Mistral OCR

by DIGITAL BIZ TECH

⚠ HTTP Request Tool (legacy), AI Agent v1 (old agent modes)

Ready for 3.01,920 views

Loading JSON via FTP to Qdrant vector database embedding pipeline

by Ghaith Alsirawan

Ready for 3.01,894 views

Build a multi-agent system with n8n, Qdrant, Gmail & OpenAI

by Yulia

Ready for 3.01,753 views

Automate web research with GPT-4, Claude & Apify for content analysis and insights

by Peter Zendzian

Unknown1,729 views

Vision RAG and image embeddings using Cohere Command-A and Embed v4

by Jimleuk

Unknown1,706 views

Build a multi-functional Telegram bot with Gemini, RAG PDF search & Google Suite

by Issam AGGOUR

Needs changes1,603 views

Voice AI customer support for WooCommerce using VAPI, GPT-4o & Gemini with RAG

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.01,576 views

Build a self-updating RAG system with OpenAI, Qdrant and Google Drive

by Davide Boizza

Needs changes1,540 views

Automated book summarization with DeepSeek AI, Qdrant Vector DB & Google Drive

by Abdellah Homrani

⚠ AI Agent v1 (old agent modes)

Needs changes1,516 views

Voice AI chatbot with OpenAI, RAG (Qdrant) & Guardrails for WordPress

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Ready for 3.01,503 views

Build a ServiceNow knowledge chatbot with OpenAI and Qdrant RAG

by Tushar Mishra

Needs changes1,419 views

AI-powered RAG Q&A chatbot with OpenAI, Google Sheets, Glide & Supabase

by Sam Yassine

⚠ AI Agent v1 (old agent modes)

Needs changes1,266 views

PDF proposal knowledge base with S3, OpenAI GPT-4o & Qdrant RAG agent

by Joe Swink

⚠ AI Agent v1 (old agent modes)

Ready for 3.01,202 views

Process documents & build semantic search with OpenAI, Gemini & Qdrant

by Jez

Ready for 3.01,188 views

My solution for the "Agentic Arena Community Contest" (RAG, Qdrant, Mistral OCR)

by Davide Boizza

Ready for 3.01,027 views

Implement on-prem RAG with Qdrant and Ollama for a self-hosted KB

by Mabura Ze Guru

Needs changes973 views

Automated document compliance validation with AI and vector database

by Thapani Sawaengsri

⚠ LangChain Code (legacy)

Needs changes863 views

Conversational sales agent for WooCommerce with GPT-4, Stripe and CRM integration

by Cong Nguyen

⚠ AI Agent v1 (old agent modes)

Ready for 3.0756 views

Automate systematic literature reviews with Google Drive, GPT-4, Gemini, Qdrant and Airtable

by Jannik Hiller

Needs changes747 views

Build a document-based AI chatbot with Google Drive, Llama 3, and Qdrant RAG

by Mohsin

⚠ AI Agent v1 (old agent modes)

Ready for 3.0720 views

Build comprehensive entity profiles with GPT-4, Wikipedia & vector DB for content

by Peter Zendzian

Needs changes610 views

Generate AI News LinkedIn Posts with GPT-4o-mini, NewsAPI, and Qdrant

by Lucien

⚠ AI Agent v1 (old agent modes)

Ready for 3.0570 views

Create an AI Telegram bot using Google Drive, Qdrant, and OpenAI GPT-4.1

by Konstantin

Needs changes420 views

Estimate 4D/5D construction costs from Revit BIM models with DDC CWICR

by Artem Boiko

⚠ Read Binary File, Write Binary File

Needs changes409 views

Transform books into 100+ social media posts with DeepSeek AI and Google Drive

by Abdellah Homrani

⚠ AI Agent v1 (old agent modes)

Ready for 3.0376 views

Find the most relevant workflow templates using RAG, Qdrant and Gemini

by ARofiqi Maulana

Needs changes294 views

Handle e-commerce WhatsApp support with Whapi, WooCommerce, RAG and Gmail escalation

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Unknown287 views

Chat with your business knowledge base using Google Gemini and Qdrant

by Nguyễn Thiệu Toàn (Jay Nguyen)

Needs changes286 views

Provide ecommerce support with Qdrant RAG, WooCommerce, and human backup

by Davide Boizza

⚠ AI Agent v1 (old agent modes)

Unknown283 views

Run a WhatsApp customer support chatbot with OpenWA, OpenAI and Qdrant

by Davide Boizza

Ready for 3.0255 views

Classify and route DevOps chat requests with Mattermost and Claude

by Sergei Byvshev

Ready for 3.0238 views

Generate photo-based construction cost estimates with GPT-4 Vision and DDC CWICR

by Artem Boiko

Ready for 3.0231 views

Handle AI customer support chats via WhatsApp, web chat, Ollama, and Qdrant

by Paras Gediya

Unknown207 views

Build hybrid RAG search over PDFs with Qdrant and Ollama

by Christo

Needs changes206 views

Match medical symptoms to products with OpenAI, Qdrant & Google Sheets RAG

by Zain Ali

⚠ AI Agent v1 (old agent modes)

Unknown168 views

Auto-index your website and build a RAG chatbot with Firecrawl, Qdrant, and GPT-4o-mini

by folorunso victor

Needs changes146 views

Generate AI-curated sales quotes with OpenAI, Qdrant & CraftMyPDF PDF delivery

by Cong Nguyen

⚠ AI Agent v1 (old agent modes)

Ready for 3.0129 views

Build a WordPress RAG chatbot with OpenAI, Qdrant or MongoDB

by Paolo Ronco

Needs changes120 views

Automated customer support system with Gmail, GPT-4 & vector knowledge base

by Khair Ahammed

⚠ AI Agent v1 (old agent modes)

Ready for 3.0106 views

Index local documents for RAG using Ollama embeddings and Qdrant

by Akash Narayan

Ready for 3.093 views

Analyze Alertmanager incidents and post diagnostic reports to Mattermost

by Sergei Byvshev

Ready for 3.085 views

Investigate Mattermost incident reports with an AI SRE assistant using OpenRouter

by Sergei Byvshev

Ready for 3.083 views

Answer document questions with Ollama and Qdrant retrieval chat bot

by Akash Narayan

Unknown83 views

Answer Instagram FAQ DMs using Google Gemini and Qdrant from Google Drive

by Fahmi Fahreza

Ready for 3.068 views

Answer infrastructure questions in Mattermost with OpenRouter and Qdrant

by Sergei Byvshev

Unknown57 views

Publish science newsletter posts from YouTube using Ghost and Google Sheets

by Hesham Mashhour

Ready for 3.056 views

Convert DevOps Mattermost requests into Jira tasks with OpenRouter GPT and Gemini

by Sergei Byvshev

Ready for 3.046 views

Classify LinkedIn posts as quality or slop with OpenAI and Qdrant

by Mario

Needs changes42 views

Answer restaurant voice queries with ElevenLabs, OpenAI, Qdrant, and Google Drive

by Redowan Ahmed Farhan

⚠ AI Agent v1 (old agent modes)

Ready for 3.038 views

Analyze alerts from Alertmanager and send diagnostic reports to Slack

by Sergei Byvshev

Ready for 3.030 views

Filter AI slop from your LinkedIn feed (backend for StopSlopIn Chrome extension)

by Mario

Ready for 3.028 views

Classify and route DevOps support messages with Slack and GPT-5.5

by Sergei Byvshev

Ready for 3.023 views

Sync documentation vectors from GitHub with Ollama and Qdrant

by John Moorhead

Needs changes15 views

Answer internal policy questions from Google Drive with OpenAI and Qdrant

by Intuz

⚠ AI Agent v1 (old agent modes)

Ready for 3.07 views

Index and query financial documents with Qdrant and Mistral

by Redowan Ahmed Farhan

Needs changes7 views

Run multi-step cold email sequences with OpenAI, LinkedIn, Qdrant and NocoDB

by Syed Maaz Saeed

⚠ AI Agent v1 (old agent modes)

Ready for 3.06 views

Book dental appointments via chat using OpenAI, Qdrant, and Google Calendar

by Syed Maaz Saeed

Needs changes3 views

Sync and audit template vectors with Ollama embeddings and Qdrant

by John Moorhead

⚠ Item Lists (legacy)

Ready for 3.03 views

Run an English website chatbot with OpenAI GPT-5 and Qdrant

by Paolo Ronco

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