Focus code review effort on the 20% of code that causes 80% of issues. Prioritizes data access, security, concurrency, and integration boundaries over formatting and style. Uses blast radius scoring to determine review depth. Includes checkpoint schedules, critical path identification, and a batch review checklist. Load this skill when reviewing code, PRs, or architecture, or when the user mentions "review", "code review", "PR review", "what should I review", "review priorities", "blast radius", or "critical path". --- # 80/20 Review ## Core Principles 1. **Review at checkpoints, not continuously** — Constant review interrupts flow. Schedule reviews at natural breakpoints: post-implementation, pre-PR, post-integration, and post-deploy. Each checkpoint has a different focus. 2. **Focus on data access, security, concurrency, integration** — These are the 20% of code areas that cause 80% of production incidents. A missing `CancellationToken` is more dangerous than a misnamed variable. Review depth should match risk. 3. **Blast radius determines depth** — A utility function used in one place gets a glance. A middleware change that affects every request gets a thorough review. Score changes by blast radius and invest review time proportionally. 4. **Automate the trivial** — Formatting, import ordering, naming conventions, and basic anti-patterns should be caught by tools (formatters, analyzers, hooks), not humans. Save human attention for things tools can't catch: logic errors, design flaws, and missing edge cases. ## Patterns ### Checkpoint Schedule Review at these natural breakpoints, each with a specific focus: ```
attilaszasz
from GitHub
数据与AI
Perform non-destructive cross-artifact consistency and quality analysis across spec, plan, and tasks
- 📁 skills/
- 📄 .gitignore
- 📄 LICENSE
- 📄 package.json
Collection of agent skills for Helios video engine. Use when working with programmatic video creation, browser-native animations, or Helios compositions. Install individual skills by path for specific capabilities.
- 📁 references/
- 📁 templates/
- 📄 SKILL.md
Browser automation CLI for AI agents. Use when the user needs to interact with websites, including navigating pages, filling forms, clicking buttons, taking screenshots, extracting data, testing web apps, or automating any browser task. Triggers include requests to "open a website", "fill out a form", "click a button", "take a screenshot", "scrape data from a page", "test this web app", "login to a site", "automate browser actions", or any task requiring programmatic web interaction.
Creates VS Code custom agent files (.agent.md) for specialized AI personas with tools, instructions, and handoffs. Use when scaffolding new custom agents, configuring agent workflows, or setting up agent-to-agent handoffs.
Create distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages, or applications. Generates creative, polished code that avoids generic AI aesthetics.
- 📁 assets/
- 📁 examples/
- 📁 references/
- 📄 SKILL.md
Context window coach. Proactive guidance for token-efficient Claude Code projects, multi-agent systems, and skill architecture.
el09xccxy-stack
from GitHub
数据与AI
- 📁 .github/
- 📁 cases/
- 📁 references/
- 📄 CHANGELOG.md
- 📄 CONTRIBUTING.md
- 📄 README.md
Evaluate whether an open source project / company is investable by a USD-denominated VC fund in the current AI cycle.
Configure your Flutter app to support assistive technologies like Screen Readers
Web accessibility patterns, WCAG compliance, and inclusive design. Use when implementing accessible UI, keyboard navigation, screen reader support, focus management, semantic HTML, or auditing for compliance. Triggers: accessibility, a11y, WCAG, ARIA, screen reader, keyboard navigation, focus, tab order, tabindex, alt text, color contrast, semantic HTML, landmark, role, aria-label, aria-labelledby, aria-describedby, aria-live, aria-expanded, aria-selected, aria-hidden, focus trap, roving tabindex, skip link, assistive technology.
- 📁 references/
- 📁 scripts/
- 📄 SKILL.md
Manage BibTeX citations including DOI-to-BibTeX conversion, metadata extraction, validation, and deduplication. Use when building reference lists, converting DOIs to citations, or validating existing .bib files.
Get started with @farming-labs/docs — MDX-based documentation for Next.js, SvelteKit, Astro, and Nuxt. Use when setting up docs, scaffolding with the CLI, choosing themes, or writing docs.config. Covers init, --template, manual setup, and theme CSS.