Open data / selected-bay-area-agent-reach-2026-08-13
Verified Aesthetics & Wellness data, structured for machines.
Every published field points back to evidence. One selected Bay Area snapshot for agents, crawlers and developers who need a source they can inspect.
01 / One record
Not a pin on a map. A location with a trail.
- name
- official business name
- services[]
- name, price, duration
- booking
- provider, URL, status
- evidence[]
- source, quote, confidence
The source is part of the record, not a footnote added after the search.
02 / Access
One manifest. Choose the surface your system needs.
03 / Change log
Re-observe the field. Keep the history.
Each accepted snapshot can produce field-level add, remove and replace events. A source change is visible instead of silently overwriting yesterday.
04 / Boundary
Useful because the edges are written down.
Verified facts come from official sites or permitted sources and carry evidence.
Analysis is a separate, derived layer. Raw reviews and photos are never published.
Coverage means selected Bay Area locations, not every business in the region.
MCP
The local MCP server exposes search_locations, get_location, list_services, list_changes and get_location_analysis.