"Toll" matching MCP connectors:

Recovery loop for agent tool catalogs: measured confusion, ranked fixes, signed recovery receipts.

Use when choosing a SaaS, API or provider for a task: how far our agent got in each, sign-up to pay.

Read visual design reviews captured on live web pages with the Website Feedback Tool Chrome extension: comments, CSS selectors, computed styles, console and network errors, and screenshots, so a coding agent can apply the fixes. Tool calls require the agent key from the extension (Connect AI agent) as an Authorization: Bearer header.

Read visual design reviews from live web pages: comments, CSS selectors, styles, console errors.

Scores any public website on how usable it is by AI agents, with per-check evidence.