# Confident AI — WebMCP observations

Canonical: https://www.lazyweb.com/directory/webmcp/accelerators-2026-09-20/yc-30283
Updated: 2026-09-20

Native WebMCP census · September 20, 2026

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

- Roster identity: Confident AI · yc:30283
- Program and cohort: Y Combinator · Winter 2025
- Roster observed: 2026-09-18
- Official profile: <https://www.ycombinator.com/companies/confident-ai>
- Listed website: <https://confident-ai.com>
- 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.confident-ai.com/ | 2026-09-20 21:20 UTC | 2026-09-20 21:20 UTC |
| Experimental features enabled | Registration observed | https://www.confident-ai.com/ | 2026-09-20 21:44 UTC | 2026-09-20 21:44 UTC |

## Exact tool names

| Name | Default | Experimental |
| --- | --- | --- |
| `get_page_markdown` | Not observed | Observed |
| `list_agent_resources` | Not observed | Observed |
| `search_confident_ai_docs` | 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 `f4027cf346b1ebc177f781082d4abd1c0663ba0724691574ad84bdf31f25dc67`; tool frame origins: No registration observed
- Experimental features enabled: source hash `52f97a214a49681a10c530e43165f8149062b8a2b12a2d1aefbdcc92398e70c0`; tool frame origins: https://www.confident-ai.com

[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)