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AWS Fargate serverless container compute for ECS. Covers Fargate vs EC2 decision guide, CPU/memory sizing, platform versions, Fargate Spot cost optimization, Graviton/ARM architecture, networking, and EFS integration. Use when deploying serverless co...
Invoke COORD_INTEL for investigations, forensics, and intelligence gathering
Generates TypeScript interfaces from API responses or OpenAPI schemas. Use when the user asks about typing API responses, creating interfaces from JSON, parsing Swagger/OpenAPI, or keeping types in sync with backend.
Essential Pythonic idioms and conventions. Apply when writing or reviewing Python code to ensure idiomatic patterns like comprehensions, built-in functions, context managers, and unpacking.
Detects and fixes color contrast violations using WCAG 2.1 guidelines and perceptual analysis. Expert in contrast ratio calculation, color blindness simulation, and providing accessible alternatives. Activate on "check contrast", "color accessibility...
Post-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4× memory reduction with <2% perplexity degradation, or for faster inference (3-4× speedup) vs FP16. Inte...
Lean value stream mapping for identifying waste and optimization opportunities. Creates current/future state maps with cycle time analysis and improvement recommendations.
Writes compelling customer success stories with measurable results. Use when the user asks about case studies, success stories, customer stories, client wins, testimonials, or proof of results.
Universal security checklist and fixes for ANY project type or language
ADR format and methodology for documenting significant technical decisions with context, alternatives considered, and consequences. Use when making or documenting architectural decisions.
Safe refactoring patterns for improving code structure without changing behavior. Use when simplifying code, eliminating duplication, improving readability, or restructuring for maintainability.
Master complex Python project management with uv - an extremely fast Python package and project manager. Handle projects, scripts, tools, Python versions, workspaces, Docker integration, CI/CD, pip interface, dependency resolution, and advanced workf...
Expert technical document reviewer. PROACTIVELY review ADRs, Design Docs, and RFCs for quality, completeness, and principle alignment after creating or updating technical documents.
Framework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+ integrations, ReAct agents, tool calling, memory management, and vector store retrieval. Use for building chat...
Expert technical document reviewer. PROACTIVELY review ADRs, Design Docs, and RFCs for quality, completeness, and principle alignment after creating or updating technical documents.
This skill should be used when the user wants to review a technical specification document, especially multi-file specs with appendices. It checks for consistency, completeness, clarity, and identifies opportunities for simplification and removal of...
Generates professional emails from bullet points or conversation summaries. Use when you need to draft emails quickly with consistent style and tone. Supports multiple tones: formal, casual, technical Supports contexts: status updates, requests, anno...
Use when creating, reviewing, or styling charts, graphs, dashboards, sparklines, or any data visualization. Applies to Recharts, ECharts, Chart.js, matplotlib, Plotly, seaborn, D3.js, and SVG. Enforces Tufte principles (data-ink ratio, direct labelin...
Production-grade API design patterns for REST, GraphQL, gRPC, and tRPC. Covers API architecture, OpenAPI/Swagger specs, versioning/deprecation, authentication/authorization, rate limiting, pagination, error models, contract testing, and developer doc...
Maslow AI brand tokens - colors, typography, interaction states. Use with any UI framework.
Complete Claude Code hooks reference - input/output schemas, registration, testing patterns
LangChain 向量存储集成使用指南，包括 Chroma、Pinecone、FAISS 和内存向量存储
Validates that generated skills, agents, and hooks are production-ready before use. Scores components against quality criteria and grades them A-F. Triggers: validate component, quality check, production ready, component validation, skill quality, ag...
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