GitHub
ml-rigor
Enforces baseline comparisons, cross-validation, interpretation, and leakage prevention for ML pipelines
☆ 141查看技能
工具与集成 AI 技能
发现 工具与集成 相关 Skills，比较来源仓库和用途，查看适合你工作流的技能说明。
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GitHub
ml-rigor
Enforces baseline comparisons, cross-validation, interpretation, and leakage prevention for ML pipelines
☆ 141查看技能
GitHub
build
Build features with AI coding tools (Claude Code, Lovable, Replit, Cursor). Use when implementing specs, iterating on AI code, or choosing tools. Focuses on tool selection, effective prompting, and iteration wo...
☆ 141查看技能
GitHub
monitor
Track production app health and catch issues before users complain. Use after deploying, to check app status, or when investigating user reports. Covers error tracking, uptime monitoring, and metrics for non-te...
☆ 141查看技能
GitHub
test
Test features before users find bugs. Use when feature is built, before deploying, or when bugs reported. Covers manual testing, edge cases, cross-browser testing, and testing checklists for non-technical found...
☆ 141查看技能
GitHub
security
Protect your SaaS app from common vulnerabilities. Use when building auth, handling user data, or deploying features. Covers authentication, data protection, API security, and OWASP Top 10 for non-technical fou...
☆ 141查看技能
GitHub
optimize
Optimize your SaaS app across four dimensions - Speed (page load, API response), Code (unused files, dead code), Database (orphaned data, schema hygiene), and Dependencies (package bloat, bundle size). Use when...
☆ 141查看技能
GitHub
scope
Turn ideas into clear, buildable specs for AI tools or stakeholder review. Use when starting features, planning projects, or when AI keeps building the wrong thing. Creates Quick Feature Specs (10-15 min) for i...
☆ 141查看技能
GitHub
debug
Fix bugs systematically instead of guessing. Use when features break, users report errors, or tests fail. Covers reproducing bugs, gathering diagnostic info, and working with AI tools to fix issues efficiently...
☆ 141查看技能
GitHub
design
Create and manage project-specific design systems for SaaS applications. Use when starting a new app (CREATE mode), updating an existing design system (MODIFY mode), or building features that need to follow est...
☆ 141查看技能
GitHub
backend-fundamentals
Auto-invoke when reviewing API routes, server logic, Express/Node.js code, or backend architecture. Enforces REST conventions, middleware patterns, and separation of concerns.
☆ 141查看技能
GitHub
performance-fundamentals
Auto-invoke when reviewing loops, data fetching, rendering, database queries, or resource-intensive operations. Identifies N+1 queries, unnecessary re-renders, memory leaks, and scalability issues.
☆ 141查看技能
GitHub
accessibility-fundamentals
Auto-invoke when reviewing JSX with interactive elements, forms, buttons, or navigation. Enforces WCAG compliance and inclusive design.
☆ 141查看技能
GitHub
documentation-fundamentals
Auto-invoke when reviewing README files, JSDoc comments, or inline documentation. Enforces "WHY not WHAT" principle.
☆ 141查看技能
GitHub
performance-gate
Verify performance implications were considered and no obvious anti-patterns exist. Issues result in WARNINGS.
☆ 141查看技能
GitHub
security-gate
Verify security considerations were addressed before shipping. Issues result in WARNINGS that strongly recommend fixing.
☆ 141查看技能
GitHub
engineering-fundamentals
Auto-invoke for general code quality review. Enforces naming conventions, function size, DRY principles, SOLID principles, and code organization.
☆ 141查看技能
GitHub
error-handling-gate
Verify errors are handled gracefully with meaningful user feedback. Issues result in WARNINGS.
☆ 141查看技能
GitHub
testing-fundamentals
Auto-invoke when reviewing test files or discussing testing strategy. Enforces testing pyramid, strategic coverage, and stack-appropriate frameworks.
☆ 141查看技能
GitHub
database-fundamentals
Auto-invoke when reviewing schema design, database queries, ORM usage, or migrations. Enforces normalization, indexing awareness, query optimization, and migration safety.
☆ 141查看技能
GitHub
frontend-fundamentals
Auto-invoke when reviewing React, Vue, or frontend component code. Enforces component architecture, state management patterns, and UI best practices.
☆ 141查看技能
GitHub
seo-fundamentals
Auto-invoke when reviewing HTML head, meta tags, or Next.js page components. Enforces semantic HTML and search optimization.
☆ 141查看技能
GitHub
fundamentals-gate
Verify code quality standards are met - naming, structure, DRY principles. Issues result in SUGGESTIONS for improvement.
☆ 141查看技能
GitHub
security-fundamentals
Auto-invoke when reviewing authentication, authorization, input handling, data exposure, or any user-facing code. Enforces OWASP top 10 awareness and security-first thinking.
☆ 141查看技能
默认按已收录数据中的 GitHub 仓库 Stars 排序。Stars 属于来源仓库，同一仓库的多个技能可能共享相同数值；它反映仓库关注度，不代表单个技能的安装量或质量评分。