Dataset boundary
Mechanic Head's public launch dataset organizes repair listings into 16 service categories and thousands of city-level directories. The public site uses shop-level fields and service signals, not private review text.
What the data can and cannot say
The dataset is useful for directory coverage and service availability. It should not be read as a national demand survey, pricing survey, or endorsement of any shop.
Comparison table
| Service signal | How drivers can use it |
|---|---|
| Brake repair | Find shops that publicly signal brake service |
| Oil change | Find routine maintenance options |
| Transmission repair | Find specialist or general repair options |
| Diagnostics | Find shops for warning lights and inspection |
FAQ
Does this report rank shops?
No. It explains service coverage and directory structure only.
Does Mechanic Head publish review text?
No. Public pages show ratings and review counts, not individual review text or reviewer identity.
Can this data confirm shop availability?
No. Call the shop directly to confirm current services, hours, and availability.