mudpie

Native WebMCP census · September 20, 2026

Ambiguous AI — WebMCP observations

Tools observed on the website listed for Ambiguous AI, with default and experimental browser contexts shown separately.

Roster identity
Ambiguous AI · speedrun:10d7704d-ca38-42b8-b227-64be0d802203
Program and cohort
a16z Speedrun · SR005
Roster observed
2026-09-20
Official profile
Official directory entry
Listed website
https://www.ambiguous.ai
Browser
153.0.8010.50

Observation windows

The experimental mode enabled WebMCP and WebMCPTesting. Both modes used fresh logged-out contexts and a 1.5-second settled observation window.

Captured context, result and time in UTC
ContextResultFinal URLStart / end
Default ChromeNot observed in this windowhttps://www.ambiguous.ai/2026-09-20T21:24:50.649Z
2026-09-20T21:24:53.479Z
Experimental features enabledRegistration observedhttps://www.ambiguous.ai/2026-09-20T21:48:23.928Z
2026-09-20T21:48:26.632Z

Exact tool names

Names reported by the browser registration event
NameDefaultExperimental
search_applicationsNot observedObserved

Evidence limits

Passive homepage observation only. No tool was invoked. Registration does not establish execution, product quality, task success or adoption. A tool absent from one window may appear in another context.

Names and metadata describe exposed interfaces. They do not prove that a tool performs the named action or belongs to the company’s core product rather than a hosting platform.

Default Chrome source hash
8bdea0e873d4b2d860b8d754a8e1904df1c936d95ed8b94d3580e281cb72b57f
Default Chrome tool frame origins
No registration observed
Experimental features enabled source hash
79bf2c6bd2204d07ec22926ee605520429ea9d4556842720780fa9f43dfd1492
Experimental features enabled tool frame origins
https://www.ambiguous.ai

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