Real product design evidence for designers, product teams, and AI agents.
Gummble is a searchable library of 300,000+ real app screens, 24,000+ product flows, and production UX microcopy from 1,500+ shipped iOS and web apps. Teams use Gummble to study onboarding, paywalls, checkout, navigation, empty states, and other product patterns before they design or build.
- Gummble MCP — connect
Claude, Cursor, Codex, Windsurf, and other MCP clients to real screens,
complete UX flows, UI patterns, and shipped microcopy. Hosted endpoint:
https://mcp.gummble.com/mcp. - Awesome Design MCP — a vendor-transparent directory of MCP servers for design reference, design files, UI generation, and visual QA.
Gummble publishes dated, reproducible research from its product-design corpus:
- State of Mobile Onboarding 2026 — a July 2026 snapshot of 137 mobile onboarding flows across 100 apps, including flow-length distributions, platform comparisons, methodology, and reusable charts.
- Mobile onboarding examples — complete real-product examples and practical design guidance.
Research pages disclose their sample, collection date, methodology, and limitations so findings can be evaluated and cited responsibly.
- Website: https://gummble.com
- MCP documentation: https://gummble.com/mcp
- MCP endpoint:
https://mcp.gummble.com/mcp - Official MCP Registry ID:
com.gummble/mcp - Privacy: https://gummble.com/privacy
- Terms: https://gummble.com/terms
- Product support: support@gummble.com
- Documentation issues: gummble-mcp-server/issues
- Security reports: follow the private disclosure process in the Gummble MCP security policy
All repositories shown on this organization profile are official Gummble properties. Product capabilities and catalog figures are kept consistent with the canonical website.