Scaffold and run a minimal FastAPI server inside the dev container on port 8888. Use when the user asks for a Python web API, REST endpoints, or to expose something over HTTP.
Use when scaffolding or production-hardening a FastAPI service shell after backend architecture is approved or deferred.
Maintain existing uv-managed FastAPI services, including route and dependency composition, typed settings, lifespan, async and integration testing, OpenAPI review,…
Initialize FastAPI backend projects with UV package manager, configure project structure, install dependencies, and set up basic FastAPI application.
Reusable FastAPI skill with REST endpoint patterns, Pydantic models, dependencies, and async operations. Use for building Python web APIs.
Standard patterns for building and maintaining CRUD APIs with FastAPI and SQLModel: models, routers, database access, and error handling in a reusable way.
FastAPI patterns for building high-performance Python APIs. Covers routing, dependency injection, Pydantic models, background tasks, WebSockets, testing, and production deployment.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Create production-ready FastAPI projects with async patterns, dependency injection, and comprehensive error handling.
Testing FastAPI apps with pytest-asyncio and httpx.AsyncClient — fixtures, dependency overrides, DB isolation, auth.
將「意圖分類 + if/elif 分派情境處理」的 FastAPI 應用程式，一步轉換為 LangGraph（StateGraph）架構。當使用者要求把 FastAPI 專案改成 LangGraph、加情境節點、用 graph 架構重構時，主動使用本技能。
Genera guías de aprendizaje de temas de FastAPI. Úsala cuando el usuario pida aprender, entender o explorar un tema de FastAPI como autenticación, base de datos, middlewares, etc.
Verification loop for FastAPI projects: type checking, linting, tests with coverage, security scans, and API schema validation before release or PR.
Create FastAPI web server with standard middleware, JWT authentication, and REST API endpoints
FastAPI framework workflow guidelines. Activate when working with FastAPI projects, uvicorn, or FastAPI-specific patterns.
Prepare and deploy FastAPI apps to FastAPI Cloud. Use when the user asks to deploy a project, create or link a FastAPI Cloud app, log in before deployment, set up CI/CD, a GitHub…
Manage FastAPI Cloud environment variables and secrets. Use when listing, reading, setting, deleting, or auditing FastAPI Cloud env vars, handling runtime secrets, or diagnosing…
Inspect FastAPI Cloud logs. Use when the user asks for recent logs, the latest or last log timestamp, runtime log lines, build logs for a deployment, whether an app has emitted…
Builds high-performance Node.js APIs with Fastify, TypeScript, schema validation, and plugins. Use when building fast REST APIs, microservices, or needing schema-based validation.
Guide for creating Fastify route handlers with TypeBox schemas and OpenAPI documentation. Use when adding new routes to app/src/routes/.
Guidelines for building high-performance APIs with Fastify and TypeScript, covering validation, Prisma integration, and testing best practices
iOS and Android app deployment automation with Fastlane. Use when building, signing, and distributing apps to TestFlight, App Store, or Google Play.
Provides Fastlane configuration patterns for Flutter apps including iOS and Android lanes, code signing with match, CI/CD integration with GitHub Actions, and environment…
FastLED color expert for palette generation, color math, performance optimization, and LED effect debugging across any FastLED project.
Fix Fastly Compute Rust build failures caused by edition2024 dependencies. Use when: (1) cargo build fails with "feature `edition2024` is required", (2) wit-bindgen or wasip2…
Use when testing VCL against real Fastly edge infrastructure, writing assertion-based Fiddle tests, producing shareable fiddle URLs for bug reproductions, running VCL integration…
Build, test, inspect, install, and deploy MCP servers with FastMCP in Python. Use when creating a new MCP server, wrapping an API or database as MCP tools, exposing resources or…
Build MCP servers in Python with FastMCP to expose tools, resources, and prompts to LLMs. Supports storage backends, middleware, OAuth Proxy, OpenAPI integration, and Fas — from…
Build production-ready MCP servers using FastMCP framework with proven patterns for tools, resources, prompts, OAuth authentication, and comprehensive testing.
FastMCP Cloud deployment validation, testing, and verification patterns. Use when deploying MCP servers, validating deployments, testing server configurations, checking…
Build MCP servers in Python with FastMCP to expose tools, resources, and prompts to LLMs. Supports storage backends, middleware, OAuth Proxy, OpenAPI integration, and Fas — from…
Use when creating or modifying Model Context Protocol (MCP) servers with FastMCP framework - guides through tools, resources, prompts, authentication, Claude Desktop integration,…
FastMCP is the standard Python framework for building Model Context Protocol servers, clients, and applications.
FastMCP Python framework for MCP servers with tools, resources, storage backends (memory/disk/Redis/DynamoDB).
Complete guide for building MCP servers with FastMCP 3.0 - tools, resources, authentication, providers, middleware, and deployment.
Create MCP (Model Context Protocol) servers using FastMCP Python SDK. Define tools that AI agents can call to perform task operations.
Work with FASTQ quality scores using Biopython. Use when analyzing read quality, filtering by quality, trimming low-quality bases, or generating quality reports.
Work with FASTQ quality scores using Biopython. Use when analyzing read quality, filtering by quality, trimming low-quality bases, or generating quality reports.
Receive and verify FastSpring webhooks. Use when setting up FastSpring webhook handlers, debugging X-FS-Signature verification, or handling ecommerce events like order.completed,…
Use when the user asks about FastSurfer voxel space, conformed vs native geometry, `--vox_size`, `--keepgeom`, `--native_image`, the `orig.mgz` file, RAS vs tkRAS coordinates,…
Use when user has alignment issues between FastSurfer outputs and other neuroimaging data — Mesh sits in wrong location, fixed 17.5mm offset, 90° rotation, voxel-grid mismatches,…
Test Fathom integrations in CI/CD pipelines. Trigger with phrases like "fathom CI", "fathom github actions", "test fathom pipeline".
Collect Fathom API diagnostics for support cases. Trigger with phrases like "fathom debug", "fathom diagnostics".
Deploy Fathom webhook handlers and meeting sync services. Trigger with phrases like "deploy fathom", "fathom webhook server", "fathom cloud function".
Optimize Fathom API performance with caching and batch processing. Trigger with phrases like "fathom performance", "fathom caching", "optimize fathom".
Handle Fathom API rate limits (60 requests/minute per user). Trigger with phrases like "fathom rate limit", "fathom 429", "fathom throttle".
Reference architecture for Fathom meeting intelligence integrations. Trigger with phrases like "fathom architecture", "fathom design", "fathom integration pattern".
Receive and verify Faundit webhooks. Use when setting up Faundit lost-and-found / returns webhook handlers, debugging signature verification, or handling the item-status and…
Faust.js by WP Engine is a JavaScript framework and WordPress plugin that streamlines building headless WordPress sites with Next.js.
Receive and verify Favro webhooks. Use when setting up Favro webhook handlers, debugging X-Favro-Webhook signature verification, accepting the setup ping, or handling card events…
Leitfaden Stresstest- und Szenarien-Aufbau fuer Fortbestehensprognose: Basis-, Stress- und Worst-Case, KPIs, Trigger fuer Massnahmen.
Reference guide for Frederik's preferred web development stack. Use when starting new projects, scaffolding apps, or when asked about preferred conventions for Cloudflare, Hono,…
前端架构演进技能包，涵盖框架大版本升级、微前端架构、TypeScript 迁移、CSS 架构迁移。 当需要升级框架版本（Vue2→3、React Class→Hooks、Angular 升级）、引入微前端、迁移到 TypeScript、或重构 CSS 架构时触发此技能。 支持 Angular、Vue、React、原生 JS、Node.js 技术栈。
프론트엔드 CRUD 화면을 작성합니다. Next.js + TypeScript + Tailwind CSS로 목록, 상세, 생성, 수정 화면을 구현합니다.
Reference for frontend-design heuristics — component architecture, layout patterns, form/table design, responsive strategy, a11y, UX principles.
Hướng dẫn viết unit test cho Pinia Stores và Vue Components trong PomoHaven bằng Vitest và Vue Test Utils.
Capture the current UI state — defaults to Python snap (OS-level, low token cost), falls back to Playwright only when browser-specific inspection is needed
Guidance for deploying FeatBit on AWS, including ECS Fargate, EKS (Kubernetes), and Terraform. Use when user asks about deploying or running FeatBit on AWS.