Tools / Nutrition Data / Use Cases / Build Nutrition Labels

Build Nutrition Labels

Generate nutrition facts data for recipes and food products by aggregating ingredient-level nutritional information.

Tool
Nutrition Data icon
Nutrition Data

Every packaged food product needs a nutrition label, and every recipe blog benefits from one. But creating accurate nutrition labels requires looking up every ingredient, adjusting for quantities, accounting for cooking losses, and formatting the result according to regulatory standards. It is one of the most tedious parts of food product development.

The search_foods and get_nutrition skills provide the raw data needed to build nutrition labels from scratch. Look up each ingredient in a recipe, get the per-serving nutritional breakdown, aggregate the totals, and you have the foundation for a standard nutrition facts panel. This works for food manufacturers developing new products, recipe bloggers adding nutrition info to their posts, meal prep services labeling their offerings, and restaurants adding calorie counts to menus.

While the final label still needs formatting and regulatory compliance review, having accurate nutritional data for every ingredient is the hardest and most time-consuming part. This tool handles that lookup and calculation in seconds.

Agent Guides

Claude

  1. Connect ToolRouter: claude mcp add toolrouter -- npx -y toolrouter-mcp
  2. Ask Claude: "Look up nutrition for each ingredient in this recipe and create a nutrition label: 400g chicken, 200g rice, 100g peppers, 30ml olive oil"
  3. Claude looks up each ingredient and aggregates the totals
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ChatGPT

  1. Configure ToolRouter in ChatGPT
  2. Ask: "Create a nutrition label for this smoothie recipe: 1 banana, 200ml almond milk, 30g protein powder, 100g frozen berries"
  3. ChatGPT looks up each ingredient and calculates totals
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Copilot

  1. Add ToolRouter to Copilot MCP config
  2. In Copilot Chat: "Calculate nutrition totals for this recipe: 300g pasta, 200g sauce, 100g cheese"
  3. Copilot looks up each ingredient and returns aggregated totals
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OpenClaw

  1. Connect ToolRouter: openclaw mcp add toolrouter -- npx -y toolrouter-mcp
  2. Ask OpenClaw: "Build a nutrition label for this recipe: 500g ground beef, 200g pasta, 300g tomato sauce"
  3. OpenClaw looks up each ingredient and aggregates the nutrition
Read full guide →

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