Core Web Vitals Audit

Perform a comprehensive Core Web Vitals assessment across three viewport breakpoints. Installs PerformanceObserver-based instrumentation, drives realistic user interactions, and harvests LCP, INP, and CLS with full attribution data.

When to Use

•Evaluating page performance before a release.
•Diagnosing which element is the Largest Contentful Paint.
•Identifying layout shift sources and their visual impact.
•Measuring interaction responsiveness (INP) on a real page.
•Comparing performance across mobile, tablet, and desktop viewports.

Prerequisites

•Playwright MCP server connected and responding (all mcp__playwright__browser_* tools available).
•Chromium-based browser required for PerformanceObserver with full attribution (layoutShift.sources, largest-contentful-paint element attribution, event timing breakdowns).
•Target page must be reachable from the browser instance.

Workflow

Repeat the following steps for each viewport:

Viewport	Width	Height
Mobile	375	667
Tablet	768	1024
Desktop	1440	900

Step 1 -- Resize the Viewport

Call browser_resize with the viewport dimensions.

code

browser_resize({ width: 375, height: 667 })

Step 2 -- Navigate to the Target Page

Call browser_navigate to load the page. This triggers a fresh page load so LCP and CLS observers capture the full loading lifecycle.

code

browser_navigate({ url: "<target_url>" })

Step 3 -- Install Performance Observers

Call browser_evaluate with the following function to set up observers for all three Core Web Vitals before any interactions occur.

javascript

browser_evaluate({
  function: `() => {
    window.__cwv = { lcp: null, cls: { value: 0, sources: [] }, interactions: [] };

    // --- LCP Observer ---
    new PerformanceObserver((list) => {
      const entries = list.getEntries();
      const last = entries[entries.length - 1];
      window.__cwv.lcp = {
        value: last.startTime,
        renderTime: last.renderTime,
        loadTime: last.loadTime,
        size: last.size,
        element: last.element ? last.element.tagName + (last.element.id ? '#' + last.element.id : '') : null,
        url: last.url || null
      };
      // Store element reference for screenshot annotation
      window.__cwv._lcpElement = last.element || null;
    }).observe({ type: 'largest-contentful-paint', buffered: true });

    // --- CLS Observer ---
    new PerformanceObserver((list) => {
      for (const entry of list.getEntries()) {
        if (!entry.hadRecentInput) {
          window.__cwv.cls.value += entry.value;
          if (entry.sources) {
            for (const src of entry.sources) {
              window.__cwv.cls.sources.push({
                node: src.node ? src.node.tagName + (src.node.id ? '#' + src.node.id : '') + (src.node.className ? '.' + String(src.node.className).split(' ')[0] : '') : null,
                previousRect: src.previousRect ? { x: src.previousRect.x, y: src.previousRect.y, width: src.previousRect.width, height: src.previousRect.height } : null,
                currentRect: src.currentRect ? { x: src.currentRect.x, y: src.currentRect.y, width: src.currentRect.width, height: src.currentRect.height } : null
              });
            }
          }
        }
      }
    }).observe({ type: 'layout-shift', buffered: true });

    // --- INP / Event Timing Observer ---
    new PerformanceObserver((list) => {
      for (const entry of list.getEntries()) {
        window.__cwv.interactions.push({
          name: entry.name,
          duration: entry.duration,
          startTime: entry.startTime,
          processingStart: entry.processingStart,
          processingEnd: entry.processingEnd,
          inputDelay: entry.processingStart - entry.startTime,
          processingTime: entry.processingEnd - entry.processingStart,
          presentationDelay: entry.startTime + entry.duration - entry.processingEnd,
          interactionId: entry.interactionId,
          target: entry.target ? entry.target.tagName + (entry.target.id ? '#' + entry.target.id : '') : null
        });
      }
    }).observe({ type: 'event', durationThreshold: 0, buffered: true });

    return 'CWV observers installed';
  }`
})

Step 4 -- Perform Realistic Interactions

After observers are installed, simulate realistic user behavior to trigger INP measurements and potential layout shifts.

•

Scroll the page -- call browser_evaluate:

javascript

browser_evaluate({
  function: `() => {
    window.scrollBy(0, window.innerHeight * 2);
    return 'scrolled';
  }`
})

•
Wait for content to settle -- call browser_wait_for:
code
```
browser_wait_for({ time: 2 })
```
•
Click the primary CTA -- take a browser_snapshot to identify the primary call-to-action, then call browser_click on it using the ref from the snapshot.
•
Type in a search field (if present) -- use browser_snapshot to locate a search input, then call browser_type with a short query string.
•
Wait again for any async responses:
code
```
browser_wait_for({ time: 2 })
```

Step 5 -- Harvest Metrics

Call browser_evaluate to collect all recorded data.

javascript

browser_evaluate({
  function: `() => {
    const data = window.__cwv;

    // Compute INP (p98 of interaction durations)
    const durations = data.interactions
      .filter(i => i.interactionId > 0)
      .map(i => i.duration)
      .sort((a, b) => a - b);

    let inp = 0;
    if (durations.length > 0) {
      const p98Index = Math.min(Math.ceil(durations.length * 0.98) - 1, durations.length - 1);
      inp = durations[p98Index];
    }

    return {
      lcp: data.lcp,
      cls: { value: Math.round(data.cls.value * 10000) / 10000, sources: data.cls.sources.slice(0, 10) },
      inp: {
        value: inp,
        totalInteractions: durations.length,
        slowest5: data.interactions
          .filter(i => i.interactionId > 0)
          .sort((a, b) => b.duration - a.duration)
          .slice(0, 5)
      }
    };
  }`
})

Step 6 -- Annotate and Screenshot the LCP Element

Call browser_evaluate to highlight the LCP element, then take a screenshot.

javascript

browser_evaluate({
  function: `() => {
    const el = window.__cwv._lcpElement;
    if (el) {
      el.style.outline = '4px solid red';
      el.style.outlineOffset = '2px';
      el.scrollIntoView({ block: 'center' });
      return 'LCP element highlighted: ' + el.tagName + (el.id ? '#' + el.id : '');
    }
    return 'No LCP element reference available';
  }`
})

code

browser_take_screenshot({ type: "png", filename: "cwv-<viewport>-lcp.png" })

Step 7 -- Repeat for Next Viewport

Go back to Step 1 with the next viewport dimensions.

Interpreting Results

Thresholds (per Google Web Vitals)

Metric	Good	Needs Improvement	Poor
LCP	< 2500 ms	2500 -- 4000 ms	> 4000 ms
CLS	< 0.1	0.1 -- 0.25	> 0.25
INP	< 200 ms	200 -- 500 ms	> 500 ms

Report Card Format

For each viewport, produce a summary:

code

## Core Web Vitals -- Mobile (375x667)

| Metric | Value   | Rating             |
|--------|---------|--------------------|
| LCP    | 1850 ms | GOOD               |
| CLS    | 0.032   | GOOD               |
| INP    | 245 ms  | NEEDS IMPROVEMENT  |

### LCP Attribution
- Element: IMG#hero-banner
- Size: 285,600 px
- Render Time: 1850 ms

### CLS Sources (top shifts)
1. DIV.ad-slot -- shifted 120px downward at load
2. IMG.lazy -- shifted 45px when decoded

### Slowest Interactions
1. click on BUTTON#submit -- 245ms (inputDelay: 12ms, processing: 180ms, presentation: 53ms)
2. keydown on INPUT#search -- 89ms (inputDelay: 4ms, processing: 62ms, presentation: 23ms)

What to Look For

•LCP element is an image: check if it has loading="lazy" (anti-pattern for above-the-fold images), missing fetchpriority="high", or no preload hint.
•CLS sources reference ad slots or lazy images: add explicit width/height or CSS aspect-ratio to reserve space.
•INP has high processingTime: the event handler is doing heavy synchronous work. Suggest requestIdleCallback, scheduler.yield(), or moving work to a Web Worker.
•INP has high presentationDelay: the browser is spending time on layout/paint after the handler. Look for forced reflows or large DOM mutations in the handler.

Limitations

•Chromium only: largest-contentful-paint with element attribution, layout-shift with sources, and event timing with interactionId require Chromium. Firefox and Safari have partial or no support.
•INP requires real interactions: synthetic clicks via Playwright count as real events for Event Timing API, but the input delay component may be lower than real user input since there is no OS-level input queue contention.
•CLS is session-based: this measures CLS during the audit session only. Real-user CLS may differ based on scroll depth and session length.
•performance.memory is Chromium-only and not used here, but if heap analysis is needed, see the Memory Leak Detector skill.
•Single page load: LCP is only meaningful for the initial page load (or soft navigation in SPA). Re-navigating resets the observer.