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Configure CircleCI workflows and orbs for continuous integration and deployment. Create config.yml pipelines, use orbs for reusable configurations, and optimize build performance. Use when working with CircleCI for CI/CD automation.
N-version programming for critical implementations - generates N independent solutions and selects the best through comparison
Automatically generate Excel reports from data sources including CSV, databases, or Python data structures. Supports data analysis reports, business reports, data export, and template-based report generation using pandas and openpyxl. Activate when u...
Scan package dependencies for known vulnerabilities using Snyk, Dependabot, and OWASP Dependency-Check. Identify and remediate vulnerable libraries in your software supply chain. Use when managing third-party dependencies or implementing software com...
Use when implementing features or fixing bugs. Enforces Test-Driven Development (TDD) Red-Green-Refactor cycle. Supports Vitest, Jest, and similar frameworks.
Test-driven development workflow with philosophy guide - plan → write tests → implement → validate
Generate agile release plans with sprints and roadmaps using unique sprint codes. Use when creating sprint schedules, product roadmaps, release planning, or when user mentions agile planning, sprints, roadmap, or release plans.
Guide coding agents to fix specific Python linter issues from Ruff. Use when encountering Ruff linter errors identified by alpha-numeric codes (e.g., B008, S108, PLC0415). Provides context-aware resolution strategies for common linter issues.
Manage data flow when producers outpace consumers. Bounded buffers, adaptive flushing, and graceful degradation prevent OOM crashes and data loss.
Creates platform-specific captions for social media posts. Use when the user asks about Instagram captions, LinkedIn posts, Twitter/X threads, TikTok descriptions, hashtags, or social media copy.
Implement minimal code to make failing tests pass (GREEN phase of TDD). Write just enough code to pass tests, no more. Use after red-phase when tests are failing.
This skill should be used when the user asks to 'audit for JSR', 'check JSR readiness', 'review JSR config', 'verify package for JSR', 'publish to JSR', 'prepare for JSR publishing', 'JSR compliance check', 'run JSR audit', or wants to ensure their D...
This skill provides patterns for setting up just (command runner) in projects. Use PROACTIVELY when creating build systems, setting up new repos, or when the user asks about just/justfile configuration. Covers both simple single-project repos and mon...
Comprehensive GitHub integration modes for workflow orchestration, PR management, and repository coordination. Use for GitHub CLI operations, automated workflows, PR reviews, issue tracking, release management, and CI/CD coordination.
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.
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