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Recipe Recommendations with Qdrant and Mistral

n8n template #2333
This n8n workflow demonstrates creating a recipe recommendation chatbot using the Qdrant vector store recommendation API. Use this example to build recommendation features in your AI Agents for your users. How it works For our recipes, we'll use HelloFresh's weekly course and recipes for data. We'll scrape the website for this data. Each recipe is split, vectorised and inserted into a Qdrant Collection using Mistral Embeddings Additionally the whole recipe is stored in a SQLite database for later retrieval. Our AI Agent is setup to recommend recipes from our Qdrant vector store. However, instead of the default similarity search, we'll use the Recommendation API instead. Qdrant's Recommendati

How to set it up

  1. Open template #2333 on n8n.io and click Use for free, or copy the template JSON and paste it onto an empty canvas in n8n.
  2. Create 3 credentials under Credentials → Add credential: Embeddings Mistral Cloud, Mistral Cloud Chat Model, Qdrant Vector Store. Then open each of those nodes and pick the credential.
  3. Check the model in the AI Agent node. The template may point at a model your account can't use; swap it for one you have access to.
  4. Click Execute workflow and step through each node's output to confirm the data looks right.
  5. Toggle the workflow to Active so its trigger runs on its own.

Hand off to your agent

Prompt

Help me set up the n8n workflow "Recipe Recommendations with Qdrant and Mistral" (https://n8n.io/workflows/2333). It uses: HTTP Request, Code, HTML, AI Agent, Recursive Character Text Splitter, Call n8n Workflow Tool, Default Data Loader, Embeddings Mistral Cloud, Mistral Cloud Chat Model, Qdrant Vector Store. Import the template JSON into my n8n instance, list every credential I need to create, and walk me through testing it.

Paste into Claude Code and it will do the rest.

Apps and nodes

Questions

Yes. Jimleuk published it free on n8n.io as a verified creator, and it has 6,207 views. It runs on n8n Cloud or a self-hosted n8n instance.

Embeddings Mistral Cloud, Mistral Cloud Chat Model, Qdrant Vector Store. The other 7 nodes are built into n8n.

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