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Seven Questions Checklist sensor validating Key Principles before coding. Ask 7 questions - all must be "yes" before proceeding. Quality gate enforcing TDD, modularity, reuse, and excellence. Use before starting any coding task.
Provides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL algorithms for LLM post-training at scale with flexible infrastructure backends.
Initialize a new git worktree and branch for feature development or bug fixes. Use when: (1) Starting work on a new feature, (2) Beginning a bug fix, (3) Creating an isolated workspace for any task, (4) You want to work in parallel on multiple branch...
Use when generating security patches, fixing vulnerabilities, or creating code remediation for security findings. Invoked for automated fix generation, patch creation, and vulnerability remediation.
Analyze recent conversation context and capture learnings to project knowledge files (for project-specific insights) or skills/commands/subagents (for cross-project patterns). Use when the user asks to "capture this learning", "update the docs with t...
Create aesthetically pleasing, visually distinctive frontend UIs using research-backed prompting strategies from Anthropic's frontend aesthetics cookbook
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
Create and maintain Agent Skills following the agentskills.io specification for AI agents
创建有效技能的指南。当用户想要创建新技能（或更新现有技能）以通过专业知识、工作流或工具集成扩展 Claude 的功能时，应使用此技能。
CoreML diagnostics - model load failures, slow inference, memory issues, compression accuracy loss, compute unit problems, conversion errors.
Guide teams through Acceptance Test-Driven Development workflow. Use when: defining acceptance criteria, running specification workshops, writing user stories with acceptance tests, PO sign-off. Keywords: ATDD, acceptance test, acceptance criteria, u...
Realtime bidirectional communications between Clojure server and ClojureScript client. Use when building apps where BOTH client and server use sente - NOT for connecting to third-party WebSocket APIs. Provides server push, realtime updates, and relia...
Comprehensive REST and GraphQL API design patterns with versioning, pagination, error handling, and HATEOAS principles. Use when designing APIs, defining endpoints, or architecting service contracts requiring production-grade patterns.
Manages environment variable additions and updates across all project files. Use when adding new environment variables, updating PORT configuration, modifying deployment configurations, or documenting configuration requirements.
Identifies, categorizes, and articulates code issues with brutal honesty and quantifiable specificity. Use when reviewing code, providing feedback, performing code audits, or when user needs direct assessment of code quality.
Create protocol-compliant JSON session logs with verification-based enforcement. Autonomous operation with auto-incremented session numbers and objective derivation from git state. Use when starting any new session.
End-to-end web application testing with Playwright 1.57. Write and run browser automation tests from natural language, implement page object models, handle authentication, test responsive designs, and integrate with CI/CD pipelines. Includes Playwrig...
Expert guide for designing Git branching strategies including Git Flow, GitHub Flow, trunk-based development, and release management. Use when establishing team workflows or improving version control practices.
Observability patterns for Python backends. Use when adding logging, metrics, tracing, or debugging production issues.
Security vulnerability scanner using Trivy for container images, filesystems, and IaC. Blocks CRITICAL and HIGH severity vulnerabilities before commit. Triggers on "trivy", "vulnerability scan", "security scan", "container scan", "image scan", "sbom"...
Interact with ClickUp tasks and documents - get task details, view comments, create and manage tasks, create and edit docs. Use when working with ClickUp task/doc URLs or IDs.
Fine-tune LLMs with Unsloth using GRPO or SFT. Supports FP8, vision models, mobile deployment, Docker, packing, GGUF export. Use when: train with GRPO, fine-tune, reward functions, SFT training, FP8 training, vision fine-tuning, phone deployment, doc...
Reduces attack surface across OS, container, cloud, network, and database layers using CIS Benchmarks and zero-trust principles. Use when hardening production infrastructure, meeting compliance requirements, or implementing defense-in-depth security.
dotenvx - secure environment variable management with encryption. Use for encrypting .env files, multi-environment configuration, cross-platform secret management, and migrating from plaintext dotenv.
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