Dynamic menu extraction template

[aq17]

Stagehand + Browserbase: Restaurant Menu Extractor

AT A GLANCE

• Goal: Automate restaurant menu extraction from websites using AI-powered browser automation to scrape menu items, prices, descriptions, and categories.
• Pattern Template: Demonstrates web scraping with Stagehand's observe/act/extract pattern for navigating complex restaurant websites and parsing menu structures.
• Workflow: Stagehand navigates to restaurant website, finds menu links using observe, extracts structured data with Pydantic schemas, handles multi-section menus (lunch/dinner/drinks), and outputs JSON results.
• Multi-Section Support: Automatically detects menu subsections (Lunch, Dinner, Happy Hour, etc.) and extracts each separately for comprehensive coverage.
• Production-Ready: Includes retry logic, popup handling, logging, error recovery, and parallel processing capabilities for batch extraction.
• Docs → Stagehand Act | Stagehand Observe | Stagehand Extract

[aq17]

@jay-sahnan still a WIP, few things that need to be tested and cleaned up – would love to sync early next week when it's ready to get some eyes (+converted to TS) and then hopefully merged 🙏🏼

[aq17]

@jay-sahnan @Kylejeong2 @shrey150 this is good to go on my end – feedback on what's needed to get this template approved would be great!