# Ambiguous AI — WebMCP observations

Canonical: https://www.lazyweb.com/directory/webmcp/accelerators-2026-09-20/speedrun-10d7704d-ca38-42b8-b227-64be0d802203
Updated: 2026-09-20

Native WebMCP census · September 20, 2026

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: <https://speedrun.a16z.com/companies/ambiguous-ai>
- 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.

| Context | Result | Final URL | Start | End |
| --- | --- | --- | --- | --- |
| Default Chrome | Not observed in this window | https://www.ambiguous.ai/ | 2026-09-20 21:24 UTC | 2026-09-20 21:24 UTC |
| Experimental features enabled | Registration observed | https://www.ambiguous.ai/ | 2026-09-20 21:48 UTC | 2026-09-20 21:48 UTC |

## Exact tool names

| Name | Default | Experimental |
| --- | --- | --- |
| `search_applications` | Not observed | Observed |

## 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`; tool frame origins: No registration observed
- Experimental features enabled: source hash `79bf2c6bd2204d07ec22926ee605520429ea9d4556842720780fa9f43dfd1492`; tool frame origins: https://www.ambiguous.ai

[Census directory](https://www.lazyweb.com/directory/webmcp/accelerators-2026-09-20) · [Study and methods](https://www.lazyweb.com/agent-readiness/measure-agent-distribution-without-counting-registrations) · [All row-level data](https://www.lazyweb.com/datasets/native-webmcp-census-2026-09-20.json) · [Archived WebMCP directory](https://www.lazyweb.com/webmcp)