# Confident AI — WebMCP observations

Canonical: https://mudpie.ai/directory/webmcp/accelerators-2026-09-20/yc-30283/

- Roster: 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

## Default Chrome

Not observed in this window. Final URL: <https://www.confident-ai.com/>

Window: 2026-09-20T21:20:20.807Z to 2026-09-20T21:20:23.445Z.

Tools: Not observed in this window.

Source SHA-256: f4027cf346b1ebc177f781082d4abd1c0663ba0724691574ad84bdf31f25dc67

## Experimental features enabled

Registration observed. Final URL: <https://www.confident-ai.com/>

Window: 2026-09-20T21:44:05.346Z to 2026-09-20T21:44:07.628Z.

Tools: get\_page\_markdown, list\_agent\_resources, search\_confident\_ai\_docs.

Source SHA-256: 52f97a214a49681a10c530e43165f8149062b8a2b12a2d1aefbdcc92398e70c0

## 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/)