全部能力

创建全面的 API 参考文档，包含 OpenAPI/Swagger 规范、REST 端点、认证方式、示例代码和 SDK。适用于 REST API、GraphQL API、端点文档或 OpenAPI 规范的文档编写场景。

抗量子的、具备自学习能力的 AI 智能体版本控制，集成 ReasoningBank 智能与多智能体协调功能

Launch and configure EC2 instances with security groups, IAM roles, key pairs, AMIs, and auto-scaling. Use for virtual servers and managed infrastructure.

适用于 Android 应用测试、构建和自动化的生产级脚本。提供语义化 UI 导航、构建自动化、日志监控和模拟器…

Resize and validate App Store screenshots with current asc screenshot-size data and macOS sips. Use when preparing or fixing screenshots for App Store Connect…

Persistent browser interaction through a normal Node.js Playwright script for fast iterative web UI debugging.

LLM Tuning Patterns

Semantic search, similar content discovery, and structured research using Exa API. Use when you need semantic/embeddings-based search, finding similar content,…

Connects Figma design components to code components using Code Connect mapping tools. Use when user says "code connect", "connect this component to code", "map…

Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving 50%…

Translate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and…

Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures,…

Transforms vague prompts into optimized Claude Code prompts. Adds verification, specific context, constraints, and proper phasing. Invoke with /best-practices.

QLTY During Development

Python development principles and decision-making. Framework selection, async patterns, type hints, project structure. Teaches thinking, not copying.

Orchestrator-only workflow for migrating/rewriting codebases with full TDD and agent delegation

Review requirements or plan documents using parallel persona agents that surface role-specific issues. Use when a requirements document or plan document exists…

Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps tools.

Deploy serverless functions on Google Cloud Platform with triggers, IAM roles, environment variables, and monitoring. Use for event-driven computing on GCP.

查找适用于联盟营销的亚马逊商品，包含ASIN、价格和评分。当用户搜索亚马逊商品、联盟营销推荐或需要…时使用。