Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
Study how a top app handles a user flow on Mobbin, evaluate your project, and adapt that flow into it — producing a flow spec, a task plan, and (with sign-off) the build. Use WHENEVER the goal is to model, mimic, match, restructure, or upgrade an app's onboarding, signup, checkout, paywall, search, settings…
Generate implementation, analysis, onboarding, agent-specific, PR-reference, and feature-review prompt packs from saved Mobbin artifacts without loading the Mobbin MCP server. Use when the user wants captured Mobbin references turned into Codex, Claude Code, Pi, Mem Palace, onboarding, PR, or review-ready context.
Search and browse Mobbin design references without loading the Mobbin MCP server. Use when the user needs app, screen, flow, site, section, collection, filter, or screenshot reference discovery from Mobbin, including queries like "find checkout screens on Mobbin", "search Mobbin sites", "get Mobbin filters", or…
Generate visual contact sheets, find visually similar captured Mobbin artifacts, and seed captures from Mobbin collections without loading the Mobbin MCP server. Use for screenshot boards, visual similarity review, flow review, collection-to-artifact seeding, and visual reference comparison.