Leeds on a map: which restaurants and fast food can AI agents use?
The map shows 285 restaurants and fast food in Leeds with a website of their own. Each dot sits where OpenStreetMap places the business and is coloured by its Agent-Direct grade. 113 score A or B (yellow), 77 score C or D (grey) and 95 score F (ink). For 65 of the F grades, the site couldn't be reached. As of 2026-10-24.
businesses on the map
score A or B
score C or D
score F
Coordinates and listings come from OpenStreetMap contributors (ODbL). The frame is the index's bounding box. Grades come from the latest full scan of each site. The SVG · Markdown · the leaderboard · places to book or order from directly.
Leeds by neighbourhood
This table groups places by the neighbourhood their OpenStreetMap address tags name (addr:suburb, addr:neighbourhood or addr:city) and counts how many in each score A or B. Neighbourhoods with fewer than three places, and places without the tag, are on the map but not in the table.
| Neighbourhood | Businesses | A or B | Share |
|---|---|---|---|
| Horsforth | 22 | 8 | 36% |
| Otley | 10 | 3 | 30% |
| Morley | 10 | 4 | 40% |
| Armley | 6 | 0 | 0% |
| Bramley | 6 | 2 | 33% |
| Headingley | 6 | 2 | 33% |
| Moortown | 4 | 0 | 0% |
| Hunslet | 4 | 1 | 25% |
| Stanningley | 4 | 1 | 25% |
| Woodhouse | 4 | 1 | 25% |
| Guiseley | 4 | 1 | 25% |
| Wetherby | 4 | 2 | 50% |
| Yeadon | 4 | 2 | 50% |
| Adel | 3 | 2 | 67% |
| Burley | 3 | 1 | 33% |