About

Data sources

FastFuel starts from MenuStat, a public-domain (CC0) dataset of chain-restaurant menu nutrition published via the Harvard Dataverse — roughly 30,000 items across 96 chains. Every item on this site carries its data source and vintage year. As we add chains, we also ingest nutrition PDFs published by the chains themselves; those items are labeled with their chain source and the year we captured them.

The vintage caveat

MenuStat is frozen at 2018 — chains change menus and recipes constantly, so treat those items as a guide, not gospel. Whenever we have fresher chain-published data for an item, it wins: look for the newest vintage year on the item's page.

Diet modes

• High protein — protein ≥ 20 g
• Keto — carbs ≤ 10 g
• Low-carb — carbs ≤ 25 g
• Vegan* — best-effort name heuristic only. Our source data has no ingredient lists, so we match item names against plant keywords and exclude anything mentioning meat, dairy, egg, honey, etc. Expect misses: always verify ingredients with the chain before treating an item as vegan.

Disclaimer

This site is nutrition facts for discovery, not diet or medical advice. Talk to a professional about your diet. Numbers come from the sources listed per item and may be out of date.