Use when revising a USENIX FAST paper for a storage contribution on the first page, a design/mechanism narrative a storage reviewer can…
Build Python APIs with FastAPI, Pydantic v2, and SQLAlchemy 2.0.
FastAPI advanced patterns including lifespan, dependencies, middleware, and Pydantic settings.
Master FastAPI dependency injection for building modular, testable APIs.
Build high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Use when FastAPI validation with Pydantic models.
Build, test, and deploy Python MCP servers.
Build MCP servers in Python with FastMCP framework to expose tools, resources, and prompts to LLMs.
Analyzes TikTok Shop market category scale, growth trajectories, and competition dynamics using the FastMoss data gateway.
Searches and analyzes TikTok Shop livestream sessions by title, creator, or time window using FastMoss e-commerce intelligence data.
Analyzes TikTok Shop product portfolios, category breakdowns, and pricing tiers using FastMoss cross-border e-commerce intelligence data.
Analyzes single TikTok Shop video performance and associated product sales using FastMoss e-commerce intelligence data.
Build a meeting analytics pipeline with Fathom transcripts and summaries.
Optimize Fathom API usage and plan selection.
Retrieve meeting transcripts and summaries from the Fathom API.
Writing Swift/Kotlin native modules with the Expo Modules API, requireNativeModule, async functions, view modules, and the event-emitter…
Use when a new user wants to register for FavCRM from inside an MCP client, create a FavCRM workspace, request or verify signup OTP…
Use for invoices, payments, products, orders, promotions, subscriptions, overdue follow-up, and commerce operations in FavCRM.
Use for service setup, availability, booking lifecycle, cancellations, no-shows, reminders, and daily booking operations in FavCRM.
Use for FavCRM marketing campaigns, customer reactivation, broadcasts, WhatsApp, SMS, email, inbox replies, and approval-gated customer…