GitHub
ml-rigor
Enforces baseline comparisons, cross-validation, interpretation, and leakage prevention for ML pipelines
☆ 141View skill
Documentation AI Skills
Discover Documentation skills, compare source repositories and read the instructions for each workflow.
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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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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...
☆ 141View skill
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.
☆ 141View skill
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.
☆ 141View skill
GitHub
accessibility-fundamentals
Auto-invoke when reviewing JSX with interactive elements, forms, buttons, or navigation. Enforces WCAG compliance and inclusive design.
☆ 141View skill
GitHub
documentation-fundamentals
Auto-invoke when reviewing README files, JSDoc comments, or inline documentation. Enforces "WHY not WHAT" principle.
☆ 141View skill
GitHub
performance-gate
Verify performance implications were considered and no obvious anti-patterns exist. Issues result in WARNINGS.
☆ 141View skill
GitHub
engineering-fundamentals
Auto-invoke for general code quality review. Enforces naming conventions, function size, DRY principles, SOLID principles, and code organization.
☆ 141View skill
GitHub
error-handling-gate
Verify errors are handled gracefully with meaningful user feedback. Issues result in WARNINGS.
☆ 141View skill
GitHub
testing-fundamentals
Auto-invoke when reviewing test files or discussing testing strategy. Enforces testing pyramid, strategic coverage, and stack-appropriate frameworks.
☆ 141View skill
GitHub
database-fundamentals
Auto-invoke when reviewing schema design, database queries, ORM usage, or migrations. Enforces normalization, indexing awareness, query optimization, and migration safety.
☆ 141View skill
GitHub
frontend-fundamentals
Auto-invoke when reviewing React, Vue, or frontend component code. Enforces component architecture, state management patterns, and UI best practices.
☆ 141View skill
GitHub
seo-fundamentals
Auto-invoke when reviewing HTML head, meta tags, or Next.js page components. Enforces semantic HTML and search optimization.
☆ 141View skill
GitHub
fundamentals-gate
Verify code quality standards are met - naming, structure, DRY principles. Issues result in SUGGESTIONS for improvement.
☆ 141View skill
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.
☆ 141View skill
GitHub
resume-bullet-extraction
Auto-invoke after task completion to generate powerful resume bullet points from completed work.
☆ 141View skill
GitHub
ownership-gate
Verify the junior can explain and defend every line of code they wrote. This gate BLOCKS completion if failed.
☆ 141View skill
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.