# Ambiguous AI — WebMCP observations

Canonical: https://mudpie.ai/directory/webmcp/accelerators-2026-09-20/speedrun-10d7704d-ca38-42b8-b227-64be0d802203/

- Roster: a16z Speedrun / SR005
- Roster observed: 2026-09-20
- Official profile: <https://speedrun.a16z.com/companies/ambiguous-ai>
- Listed website: <https://www.ambiguous.ai>
- Browser: 153.0.8010.50

## Default Chrome

Not observed in this window. Final URL: <https://www.ambiguous.ai/>

Window: 2026-09-20T21:24:50.649Z to 2026-09-20T21:24:53.479Z.

Tools: Not observed in this window.

Source SHA-256: 8bdea0e873d4b2d860b8d754a8e1904df1c936d95ed8b94d3580e281cb72b57f

## Experimental features enabled

Registration observed. Final URL: <https://www.ambiguous.ai/>

Window: 2026-09-20T21:48:23.928Z to 2026-09-20T21:48:26.632Z.

Tools: search\_applications.

Source SHA-256: 79bf2c6bd2204d07ec22926ee605520429ea9d4556842720780fa9f43dfd1492

## Limits

No tool was invoked. Registration does not establish execution, product quality, task success or adoption. Absence in one window is not website-wide absence.

[Study and methods](https://mudpie.ai/agent-readiness/measure-agent-distribution-without-counting-registrations/) · [Full dataset](https://mudpie.ai/research/native-webmcp-census-2026-09-20.json) · [Census directory](https://mudpie.ai/directory/webmcp/accelerators-2026-09-20/)