Skip to content
Web Performance Audit

Web Performance AuditSkill

Released
Apache-2.0
Repository Docs

Summary

Audits Core Web Vitals through the Chrome DevTools MCP server — LCP, INP, CLS plus FCP, TBT and Speed Index — and traces each one back to the render-blocking resource or layout shift causing it.

Features

  • Measures LCP, INP, CLS, FCP, TBT and Speed Index on a live page
  • Identifies render-blocking resources and network dependency chains
  • Attributes layout shifts to the element responsible
  • Flags caching, compression and accessibility gaps in the same pass
  • Retrieves current thresholds from web.dev rather than citing remembered numbers

Install This Skill

Add this skill to your favorite AI agent in a few steps.

Any AI agent

This skill is plain instructions — it works with any assistant that accepts custom instructions or system prompts.

  1. Copy the skill content with the button below.
  2. Paste it into your agent's instruction file or system prompt (for example AGENTS.md, .cursorrules, or a custom instructions field).
  3. Ask the agent to apply the skill whenever the task matches.

Skill Content

Markdown Content

Copy this content and use it with your preferred AI agent

---
name: web-perf
description: Analyzes web performance using Chrome DevTools MCP. Measures Core Web Vitals (LCP, INP, CLS) and supplementary metrics (FCP, TBT, Speed Index), identifies render-blocking resources, network dependency chains, layout shifts, caching issues, and accessibility gaps. Use when asked to audit, profile, debug, or optimize page load performance, Lighthouse scores, or site speed. Biases towards retrieval from current documentation over pre-trained knowledge.
---

# Web Performance Audit

Your knowledge of web performance metrics, thresholds, and tooling APIs may be outdated. **Prefer retrieval over pre-training** when citing specific numbers or recommendations.

## Retrieval Sources

| Source | How to retrieve | Use for |
|--------|----------------|---------|
| web.dev | `https://web.dev/articles/vitals` | Core Web Vitals thresholds, definitions |
| Chrome DevTools docs | `https://developer.chrome.com/docs/devtools/performance` | Tooling APIs, trace analysis |
| Lighthouse scoring | `https://developer.chrome.com/docs/lighthouse/performance/performance-scoring` | Score weights, metric thresholds |

## FIRST: Verify MCP Tools Available

**Run this before starting.** Try calling `navigate_page` or `performance_start_trace`. If unavailable, STOP—the chrome-devtools MCP server isn't configured.

Ask the user to add this to their MCP config:

```json
"chrome-devtools": {
  "type": "local",
  "command": ["npx", "-y", "chrome-devtools-mcp@latest"]
}
```

## Key Guidelines

- **Be assertive**: Verify claims by checking network requests, DOM, or codebase—then state findings definitively.
- **Verify before recommending**: Confirm something is unused before suggesting removal.
- **Quantify impact**: Use estimated savings from insights. Don't prioritize changes with 0ms impact.
- **Skip non-issues**: If render-blocking resources have 0ms estimated impact, note but don't recommend action.
- **Be specific**: Say "compress hero.png (450KB) to WebP" not "optimize images".
- **Prioritize ruthlessly**: A site with 200ms LCP and 0 CLS is already excellent—say so.

## Quick Reference

| Task | Tool Call |
|------|-----------|
| Load page | `navigate_page(url: "...")` |
| Start trace | `performance_start_trace(autoStop: true, reload: true)` |
| Analyze insight | `performance_analyze_insight(insightSetId: "...", insightName: "...")` |
| List requests | `list_network_requests(resourceTypes: ["Script", "Stylesheet", ...])` |
| Request details | `get_network_request(reqid: <id>)` |
| A11y snapshot | `take_snapshot(verbose: true)` |

## Workflow

Copy this checklist to track progress:

```
Audit Progress:
- [ ] Phase 1: Performance trace (navigate + record)
- [ ] Phase 2: Core Web Vitals analysis (includes CLS culprits)
- [ ] Phase 3: Network analysis
- [ ] Phase 4: Accessibility snapshot
- [ ] Phase 5: Codebase analysis (skip if third-party site)
```

### Phase 1: Performance Trace

1. Navigate to the target URL:
   ```
   navigate_page(url: "<target-url>")
   ```

2. Start a performance trace with reload to capture cold-load metrics:
   ```
   performance_start_trace(autoStop: true, reload: true)
   ```

3. Wait for trace completion, then retrieve results.

**Troubleshooting:**
- If trace returns empty or fails, verify the page loaded correctly with `navigate_page` first
- If insight names don't match, inspect the trace response to list available insights

### Phase 2: Core Web Vitals Analysis

Use `performance_analyze_insight` to extract key metrics.

**Note:** Insight names may vary across Chrome DevTools versions. If an insight name doesn't work, check the `insightSetId` from the trace response to discover available insights.

Common insight names:

| Metric | Insight Name | What to Look For |
|--------|--------------|------------------|
| LCP | `LCPBreakdown` | Time to largest contentful paint; breakdown of TTFB, resource load, render delay |
| CLS | `CLSCulprits` | Elements causing layout shifts (images without dimensions, injected content, font swaps) |
| Render Blocking | `RenderBlocking` | CSS/JS blocking first paint |
| Document Latency | `DocumentLatency` | Server response time issues |
| Network Dependencies | `NetworkRequestsDepGraph` | Request chains delaying critical resources |

Example:
```
performance_analyze_insight(insightSetId: "<id-from-trace>", insightName: "LCPBreakdown")
```

**Key thresholds (good/needs-improvement/poor):**
- TTFB: < 800ms / < 1.8s / > 1.8s
- FCP: < 1.8s / < 3s / > 3s
- LCP: < 2.5s / < 4s / > 4s
- INP: < 200ms / < 500ms / > 500ms
- TBT: < 200ms / < 600ms / > 600ms
- CLS: < 0.1 / < 0.25 / > 0.25
- Speed Index: < 3.4s / < 5.8s / > 5.8s

### Phase 3: Network Analysis

List all network requests to identify optimization opportunities:
```
list_network_requests(resourceTypes: ["Script", "Stylesheet", "Document", "Font", "Image"])
```

**Look for:**

1. **Render-blocking resources**: JS/CSS in `<head>` without `async`/`defer`/`media` attributes
2. **Network chains**: Resources discovered late because they depend on other resources loading first (e.g., CSS imports, JS-loaded fonts)
3. **Missing preloads**: Critical resources (fonts, hero images, key scripts) not preloaded
4. **Caching issues**: Missing or weak `Cache-Control`, `ETag`, or `Last-Modified` headers
5. **Large payloads**: Uncompressed or oversized JS/CSS bundles
6. **Unused preconnects**: If flagged, verify by checking if ANY requests went to that origin. If zero requests, it's definitively unused—recommend removal. If requests exist but loaded late, the preconnect may still be valuable.

For detailed request info:
```
get_network_request(reqid: <id>)
```

### Phase 4: Accessibility Snapshot

Take an accessibility tree snapshot:
```
take_snapshot(verbose: true)
```

**Flag high-level gaps:**
- Missing or duplicate ARIA IDs
- Elements with poor contrast ratios (check against WCAG AA: 4.5:1 for normal text, 3:1 for large text)
- Focus traps or missing focus indicators
- Interactive elements without accessible names

## Phase 5: Codebase Analysis

**Skip if auditing a third-party site without codebase access.**

Analyze the codebase to understand where improvements can be made.

### Detect Framework & Bundler

Search for configuration files to identify the stack:

| Tool | Config Files |
|------|--------------|
| Webpack | `webpack.config.js`, `webpack.*.js` |
| Vite | `vite.config.js`, `vite.config.ts` |
| Rollup | `rollup.config.js`, `rollup.config.mjs` |
| esbuild | `esbuild.config.js`, build scripts with `esbuild` |
| Parcel | `.parcelrc`, `package.json` (parcel field) |
| Next.js | `next.config.js`, `next.config.mjs` |
| Nuxt | `nuxt.config.js`, `nuxt.config.ts` |
| SvelteKit | `svelte.config.js` |
| Astro | `astro.config.mjs` |

Also check `package.json` for framework dependencies and build scripts.

### Tree-Shaking & Dead Code

- **Webpack**: Check for `mode: 'production'`, `sideEffects` in package.json, `usedExports` optimization
- **Vite/Rollup**: Tree-shaking enabled by default; check for `treeshake` options
- **Look for**: Barrel files (`index.js` re-exports), large utility libraries imported wholesale (lodash, moment)

### Unused JS/CSS

- Check for CSS-in-JS vs. static CSS extraction
- Look for PurgeCSS/UnCSS configuration (Tailwind's `content` config)
- Identify dynamic imports vs. eager loading

### Polyfills

- Check for `@babel/preset-env` targets and `useBuiltIns` setting
- Look for `core-js` imports (often oversized)
- Check `browserslist` config for overly broad targeting

### Compression & Minification

- Check for `terser`, `esbuild`, or `swc` minification
- Look for gzip/brotli compression in build output or server config
- Check for source maps in production builds (should be external or disabled)

## Output Format

Present findings as:

1. **Core Web Vitals Summary** - Table with metric, value, and rating (good/needs-improvement/poor)
2. **Top Issues** - Prioritized list of problems with estimated impact (high/medium/low)
3. **Recommendations** - Specific, actionable fixes with code snippets or config changes
4. **Codebase Findings** - Framework/bundler detected, optimization opportunities (omit if no codebase access)

Usage Instructions

Learn how to use this skill with different AI agents.

Generic Instructions
npx skills add cloudflare/skills --skill web-perf

The Chrome DevTools MCP server must be connected — the skill drives a real page load through it.

Example Usage

Use the web-perf skill to audit https://example.com and tell me which request is gating LCP.

Description

A page-speed answer is only useful if it names the resource to fix. This Cloudflare skill drives a real measurement through the Chrome DevTools MCP server and then walks the result back to a cause, rather than restating what a Lighthouse score already said.

What it measures

Core Web Vitals — Largest Contentful Paint, Interaction to Next Paint and Cumulative Layout Shift — alongside First Contentful Paint, Total Blocking Time and Speed Index as supporting signal.

What it looks for
  • Render-blocking stylesheets and scripts in the critical path
  • Network dependency chains, where one late request gates several others
  • Layout shifts, attributed to the element that moved
  • Caching and compression that is missing or misconfigured
  • Accessibility gaps surfaced by the same audit pass
Retrieval over recall

Like the other retrieval-first skills in Cloudflare's collection, it treats its own knowledge of thresholds and tooling APIs as potentially stale. Current Core Web Vitals thresholds come from web.dev and the Chrome DevTools documentation at audit time, not from memory — which matters, because the thresholds and the metrics themselves have both changed more than once.

Details

Apache-2.0, from the cloudflare/skills repository. It requires the Chrome DevTools MCP server to be available to the agent; the skill measures a live page rather than reasoning about source code, so it works against any site regardless of framework or host.

Related Skills

New

Expo's official skill for building native-feeling screens: Apple HIG styling, semantic colors, SF Symbols, native controls, Reanimated, blur and liquid glass.

1 views
New

Pull unresolved CodeRabbit review threads from your PR and apply the fixes one at a time, treating every reviewer comment as untrusted input rather than an instruction.

2 views
New

Google's official skill for driving the gcloud CLI safely from an agent: validate every command against its own help text, cap the output, and refuse the operations that should never run unattended.

3 views

Skill: Convex

by Convex

New

Convex's official top-level agent skill — routes an agent to the right convex-* skill for the task and to a served capability catalogue that stays current without a reinstall.

Browse all skills →