AI-powered adeno-associated virus (AAV) vector design for gene therapy including capsid engineering, promoter selection, and tropism optimization.
日本語の概要は準備中です。原文の説明を表示しています。
Optimize Core Web Vitals (LCP, INP, CLS) for better page experience and search ranking. Use when asked to "improve Core Web Vitals", "fix LCP", "reduce CLS", "optimize INP", "page experience optimization", or "fix layout shifts".
インストールする前に、エージェントに与えられる指示の中身を確認できます。
Targeted optimization for the three Core Web Vitals metrics that affect Google Search ranking and user experience.
| Metric | Measures | Good | Needs work | Poor |
|---|---|---|---|---|
| LCP | Loading | ≤ 2.5s | 2.5s – 4s | > 4s |
| INP | Interactivity | ≤ 200ms | 200ms – 500ms | > 500ms |
| CLS | Visual Stability | ≤ 0.1 | 0.1 – 0.25 | > 0.25 |
Google measures at the 75th percentile — 75% of page visits must meet "Good" thresholds.
LCP measures when the largest visible content element renders. Usually this is:
<svg> element1. Slow server response (TTFB > 800ms)
Fix: CDN, caching, optimized backend, edge rendering
2. Render-blocking resources
<!-- ❌ Blocks rendering -->
<link rel="stylesheet" href="/all-styles.css">
<!-- ✅ Critical CSS inlined, rest deferred -->
<style>/* Critical above-fold CSS */</style>
<link rel="preload" href="/styles.css" as="style"
onload="this.onload=null;this.rel='stylesheet'">
3. Slow resource load times
<!-- ❌ No hints, discovered late -->
<img src="/hero.jpg" alt="Hero">
<!-- ✅ Preloaded with high priority -->
<link rel="preload" href="/hero.webp" as="image" fetchpriority="high">
<img src="/hero.webp" alt="Hero" fetchpriority="high">
4. Client-side rendering delays
// ❌ Content loads after JavaScript
useEffect(() => {
fetch('/api/hero-text').then(r => r.json()).then(setHeroText);
}, []);
// ✅ Server-side or static rendering
// Use SSR, SSG, or streaming to send HTML with content
export async function getServerSideProps() {
const heroText = await fetchHeroText();
return { props: { heroText } };
}
5. Make navigations instant with the Speculation Rules API
For most sites, the LCP a user actually experiences is dominated by the next page they navigate to, not the one they landed on. Telling the browser to prerender likely-next pages on hover collapses that LCP to ~0ms.
<script type="speculationrules">
{
"prerender": [{
"where": { "href_matches": "/*" },
"eagerness": "moderate"
}]
}
</script>
eagerness settings (cheapest → most aggressive): conservative (start on pointerdown), moderate (start after ~200ms hover), eager (start as soon as the link is in the viewport), immediate (start on page load). Start with moderate — it captures most navigations without prerendering pages users never visit.
Caveats:
where carefully (href_matches patterns, exclude logout/checkout) and avoid immediate outside small sites.prerenderingchange event or document.prerendering.- [ ] TTFB < 800ms (use CDN, edge caching)
- [ ] LCP image preloaded with fetchpriority="high"
- [ ] LCP image optimized (WebP/AVIF, correct size)
- [ ] Critical CSS inlined (< 14KB)
- [ ] No render-blocking JavaScript in <head>
- [ ] Fonts don't block text rendering (font-display: swap)
- [ ] LCP element in initial HTML (not JS-rendered)
- [ ] Speculation Rules added for likely-next navigations (moderate eagerness)
// Find your LCP element
new PerformanceObserver((list) => {
const entries = list.getEntries();
const lastEntry = entries[entries.length - 1];
console.log('LCP element:', lastEntry.element);
console.log('LCP time:', lastEntry.startTime);
}).observe({ type: 'largest-contentful-paint', buffered: true });
INP measures responsiveness across ALL interactions (clicks, taps, key presses) during a page visit. It reports the worst interaction (at 98th percentile for high-traffic pages).
Total INP = Input Delay + Processing Time + Presentation Delay
| Phase | Target | Optimization |
|---|---|---|
| Input Delay | < 50ms | Reduce main thread blocking |
| Processing | < 100ms | Optimize event handlers |
| Presentation | < 50ms | Minimize rendering work |
1. Long tasks blocking main thread
// ❌ Long synchronous task
function processLargeArray(items) {
items.forEach(item => expensiveOperation(item));
}
// ✅ Break into chunks and yield to the scheduler. scheduler.yield() is the
// recommended modern API — its continuation is queued at a boosted
// priority so the rest of your work resumes ahead of unrelated tasks,
// while still letting the browser handle pending input first.
async function processLargeArray(items) {
const CHUNK_SIZE = 100;
for (let i = 0; i < items.length; i += CHUNK_SIZE) {
items.slice(i, i + CHUNK_SIZE).forEach(expensiveOperation);
if ('scheduler' in window && 'yield' in scheduler) {
await scheduler.yield();
} else {
// Fallback for browsers without scheduler.yield (Safari, older Firefox).
// setTimeout(0) yields but loses priority — your continuation may run
// after unrelated tasks the browser picked up in between.
await new Promise(r => setTimeout(r, 0));
}
}
}
2. Heavy event handlers
// ❌ All work in handler
button.addEventListener('click', () => {
// Heavy computation
const result = calculateComplexThing();
// DOM updates
updateUI(result);
// Analytics
trackEvent('click');
});
// ✅ Prioritize visual feedback, then yield before doing the heavy work
button.addEventListener('click', async () => {
// 1. Immediate visual feedback (cheap DOM update)
button.classList.add('loading');
// 2. Yield so the browser can paint the loading state before we block
if ('scheduler' in window && 'yield' in scheduler) {
await scheduler.yield();
}
// 3. Now do the heavy work — the user already saw the click register
const result = calculateComplexThing();
updateUI(result);
// 4. Lowest-priority work last, when the main thread is idle
if ('requestIdleCallback' in window) {
requestIdleCallback(() => trackEvent('click'));
} else {
setTimeout(() => trackEvent('click'), 0);
}
});
3. Third-party scripts
// ❌ Eagerly loaded, blocks interactions
<script src="https://heavy-widget.com/widget.js"></script>
// ✅ Lazy loaded on interaction or visibility
const loadWidget = () => {
import('https://heavy-widget.com/widget.js')
.then(widget => widget.init());
};
button.addEventListener('click', loadWidget, { once: true });
4. Excessive re-renders (React/Vue)
// ❌ Re-renders entire tree
function App() {
const [count, setCount] = useState(0);
return (
<div>
<Counter count={count} />
<ExpensiveComponent /> {/* Re-renders on every count change */}
</div>
);
}
// ✅ Memoized expensive components
const MemoizedExpensive = React.memo(ExpensiveComponent);
function App() {
const [count, setCount] = useState(0);
return (
<div>
<Counter count={count} />
<MemoizedExpensive />
</div>
);
}
- [ ] No tasks > 50ms on main thread
- [ ] Event handlers complete quickly (< 100ms)
- [ ] Visual feedback provided immediately
- [ ] Heavy work deferred with requestIdleCallback
- [ ] Third-party scripts don't block interactions
- [ ] Debounced input handlers where appropriate
- [ ] Web Workers for CPU-intensive operations
// Identify slow interactions. durationThreshold: 40 matches what the
// web-vitals library uses — 16 (one frame) fires on nearly every interaction
// and drowns the console; 40 surfaces interactions that are starting to feel
// sluggish without spamming.
new PerformanceObserver((list) => {
for (const entry of list.getEntries()) {
if (entry.duration > 200) {
console.warn('Slow interaction:', {
type: entry.name,
duration: entry.duration,
processingStart: entry.processingStart,
processingEnd: entry.processingEnd,
target: entry.target
});
}
}
}).observe({ type: 'event', buffered: true, durationThreshold: 40 });
For field debugging across real users, prefer the web-vitals/attribution build of the web-vitals library — onINP() from that build attaches a LoAF (Long Animation Frame) breakdown identifying the longest script and the input/processing/presentation phase that ate the budget.
CLS measures unexpected layout shifts. A shift occurs when a visible element changes position between frames without user interaction.
CLS Formula: impact fraction × distance fraction
1. Images without dimensions
<!-- ❌ Causes layout shift when loaded -->
<img src="photo.jpg" alt="Photo">
<!-- ✅ Space reserved -->
<img src="photo.jpg" alt="Photo" width="800" height="600">
<!-- ✅ Or use aspect-ratio -->
<img src="photo.jpg" alt="Photo" style="aspect-ratio: 4/3; width: 100%;">
2. Ads, embeds, and iframes
<!-- ❌ Unknown size until loaded -->
<iframe src="https://ad-network.com/ad"></iframe>
<!-- ✅ Reserve space with min-height -->
<div style="min-height: 250px;">
<iframe src="https://ad-network.com/ad" height="250"></iframe>
</div>
<!-- ✅ Or use aspect-ratio container -->
<div style="aspect-ratio: 16/9;">
<iframe src="https://youtube.com/embed/..."
style="width: 100%; height: 100%;"></iframe>
</div>
3. Dynamically injected content
// ❌ Inserts content above viewport
notifications.prepend(newNotification);
// ✅ Insert below viewport or use transform
const insertBelow = viewport.bottom < newNotification.top;
if (insertBelow) {
notifications.prepend(newNotification);
} else {
// Animate in without shifting
newNotification.style.transform = 'translateY(-100%)';
notifications.prepend(newNotification);
requestAnimationFrame(() => {
newNotification.style.transform = '';
});
}
4. Web fonts causing FOUT
/* ❌ Font swap shifts text */
@font-face {
font-family: 'Custom';
src: url('custom.woff2') format('woff2');
}
/* ✅ Optional font (no shift if slow) */
@font-face {
font-family: 'Custom';
src: url('custom.woff2') format('woff2');
font-display: optional;
}
/* ✅ Or match fallback metrics */
@font-face {
font-family: 'Custom';
src: url('custom.woff2') format('woff2');
font-display: swap;
size-adjust: 105%; /* Match fallback size */
ascent-override: 95%;
descent-override: 20%;
}
5. Animations triggering layout
/* ❌ Animates layout properties */
.animate {
transition: height 0.3s, width 0.3s;
}
/* ✅ Use transform instead */
.animate {
transition: transform 0.3s;
}
.animate.expanded {
transform: scale(1.2);
}
- [ ] All images have width/height or aspect-ratio
- [ ] All videos/embeds have reserved space
- [ ] Ads have min-height containers
- [ ] Fonts use font-display: optional or matched metrics
- [ ] Dynamic content inserted below viewport
- [ ] Animations use transform/opacity only
- [ ] No content injected above existing content
// Track layout shifts
new PerformanceObserver((list) => {
for (const entry of list.getEntries()) {
if (!entry.hadRecentInput) {
console.log('Layout shift:', entry.value);
entry.sources?.forEach(source => {
console.log(' Shifted element:', source.node);
console.log(' Previous rect:', source.previousRect);
console.log(' Current rect:', source.currentRect);
});
}
}
}).observe({ type: 'layout-shift', buffered: true });
npx lighthouse <url>import {onLCP, onINP, onCLS} from 'web-vitals';
function sendToAnalytics({name, value, rating}) {
gtag('event', name, {
event_category: 'Web Vitals',
value: Math.round(name === 'CLS' ? value * 1000 : value),
event_label: rating
});
}
onLCP(sendToAnalytics);
onINP(sendToAnalytics);
onCLS(sendToAnalytics);
// LCP: Use next/image with priority
import Image from 'next/image';
<Image src="/hero.jpg" priority fill alt="Hero" />
// INP: Use dynamic imports
const HeavyComponent = dynamic(() => import('./Heavy'), { ssr: false });
// CLS: Image component handles dimensions automatically
// LCP: Preload in head
<link rel="preload" href="/hero.jpg" as="image" fetchpriority="high" />
// INP: Memoize and useTransition
const [isPending, startTransition] = useTransition();
startTransition(() => setExpensiveState(newValue));
// CLS: Always specify dimensions in img tags
<!-- LCP: Use nuxt/image with preload -->
<NuxtImg src="/hero.jpg" preload loading="eager" />
<!-- INP: Use async components -->
<component :is="() => import('./Heavy.vue')" />
<!-- CLS: Use aspect-ratio CSS -->
<img :style="{ aspectRatio: '16/9' }" />
This skill is written to stay usable across GitHub Copilot, Claude Code, and Codex.
$CODEX_HOME/skills/core-web-vitals and restart Codex after major changes.Preferred MCP Server: None required
core-web-vitals outside its documented task boundary.Before claiming the core-web-vitals workflow succeeded:
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概要と使いどころ
AI-powered adeno-associated virus (AAV) vector design for gene therapy including capsid engineering, promoter selection, and tropism optimization.
日本語の概要は準備中です。原文の説明を表示しています。
Improve the clarity and voice of AI-assisted academic writing (papers, theses, rebuttals) and
日本語の概要は準備中です。原文の説明を表示しています。
12-agent academic paper writing pipeline. 11 modes (full/plan/outline/revision/revision-coach/abstract/lit-review/format-convert/citation-check/disclosure/rebuttal-audit). 6 paper types, 5 citation formats, bilingual abstracts, LaTeX/DOCX-via-Pandoc/PDF output. Style Calibration + Writing Quality Check + Anti-Patterns with IRON RULE markers. Triggers: write paper, academic paper, guide my paper, parse reviews, audit my rebuttal, check my response draft, AI disclosure, 寫論文, 學術論文, 引導我寫論文, 審查意見, 評估回覆, 논문 작성, 초록 작성, 논문 수정, 논문 계획을 도와줘, 심사 의견 반영, 답변서 점검, AI 사용 고지.
日本語の概要は準備中です。原文の説明を表示しています。
Systematic writing framework for philosophy and interdisciplinary academic papers from optimized outline to submission-ready manuscript. Use when users want to: (1) write a paper from a detailed outline, (2) ensure quality control during writing, (3) maintain consistency across chapters, (4) prepare a submission-ready manuscript, or (5) systematically execute a planned paper. Triggered by phrases like 'write the paper from this outline,' 'compose the full manuscript,' 'execute the outline,' or when users have completed strategic planning (academic-paper-strategist skill) and are ready to write. Takes optimized outline as input; outputs complete manuscript with iterative quality checks.
日本語の概要は準備中です。原文の説明を表示しています。
Multi-perspective academic paper review with dynamic reviewer personas. Runs a 5-seat, role-separated review panel (Journal-Fit Reviewer + 3 peer-review roles + Devil's Advocate) with field-specific expertise; role separation is not a claim of independent error processes. Supports full review, re-review (verification), quick assessment, methodology focus, Socratic guided, and calibration modes. Triggers on: review paper, peer review, manuscript review, referee report, review my paper, critique paper, simulate review, editorial review, calibrate reviewer, reviewer calibration, measure reviewer accuracy, 審查論文, 論文審查, 模擬審查, 同儕審查, 幫我審這篇, 以審查人角度評估, 審查者校準, 논문 심사, 동료 심사, 모의 심사, 심사자 관점에서 평가, 심사자 보정.
日本語の概要は準備中です。原文の説明を表示しています。
Systematic strategic planning framework for philosophy and interdisciplinary academic papers targeting preprint platforms (PhilArchive, arXiv, PhilSci-Archive). Use when users want to: (1) plan a paper on a specific topic, (2) identify research gaps and assess originality, (3) develop optimized paper outlines, (4) prepare for preprint submission, or (5) understand platform requirements and writing standards. Triggered by phrases like 'plan a paper on,' 'help me design a paper about,' 'identify research gaps in,' 'is this idea original,' or when users need structured research planning. The skill guides through three phases: Platform Analysis (identifying target venue and studying sample papers), Theoretical Framework (AI-driven literature search and gap identification), and Outline Optimization (structured design with reviewer-perspective self-assessment). Each phase includes quality evaluation standards and validation checkpoints.
日本語の概要は準備中です。原文の説明を表示しています。