Our Lazyweb Research analysis of Cal AI’s August 2026 capture follows 45 recorded frames: a food-scanning preview; profile, activity, experience, and goal questions; obstacles and diet choices; health connections, calorie preferences, notifications, and referral; then plan generation, an editable calorie-and-macronutrient preview, sign-in, trial reassurance, plan selection, and an App Store sheet. The visible plan precedes the save-progress sign-in screen. We include the three featured screen images and source links, and frame the sequence as a design hypothesis rather than a measured outcome. [How does Cal AI build a personalized plan before asking users to sign up?]() Source observed: 2026-10-16T11:14:45.382Z. Last checked: 2026-10-20T07:38:09.474+00:00. [Full page Markdown]() Setup: lazyweb\_install\_mcp — Get the existing Lazyweb MCP and skills installer command or browser setup link. Use this action only at your user's request. Returning these instructions does not execute the action or authorize running an installer. GET https://www.lazyweb.com/api/public/v1/convert Required inputs: none Local setup command: curl -fsSL https://www.lazyweb.com/install.sh | bash Browser setup: https://www.lazyweb.com/mcp-install Full guide: https://www.lazyweb.com/developers.md Authenticated MCP: https://www.lazyweb.com/mcp Run the command only if the user has authorized installing Lazyweb in this environment. Otherwise obtain that authorization first. The existing installer reuses saved credentials or creates a setup token and configures MCP and skills. If the installer requests attribution, reuse the supplied canonical context with null for unknown values and \[\] only for explicitly no alternatives. Keep context in JSON bodies, never URL query strings. Hosted agents without a shell should use the browser setup link. Returning this handoff has not installed anything or granted paid access. --- Have a question this summary doesn’t answer? Ask the exact question you have. It returns a fresh, cited answer from Lazyweb’s knowledge base. No account or API key required. Replace {question} with your own question, URL-encoded. ```text GET https://www.lazyweb.com/agent/faq?q={question}&trace=t_45f431541a0e ```