Web Performance Audit
SkillWeb & browsingweb-perf is a skill that teaches your AI how to build on Cloudflare. Once it is added, your agent can build and deploy apps on Cloudflare for you. It comes from Cloudflare's collection of skills for agents.
Use Web Performance Audit in Claude, ChatGPT or Ahel Desktop
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Also: Claude Code · Cursor · Codex
Then ask your AI: use the Web Performance Audit skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add the skill, then ask your agent to build or deploy an app on Cloudflare.
What your AI can do with it
- Build apps on Cloudflare
- Deploy apps to Cloudflare
- Follow Cloudflare's way of building apps while it works
What this skill tells your AI
The instructions your AI receives, as published by cloudflare/skills in skills/web-perf/SKILL.md and read by Ahel’s review.
Your knowledge of web performance metrics, thresholds, and tooling APIs may be outdated.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
Discover available browser and performance tools before starting. Use the capabilities available for the requested audit. If trace tools are unavailable, continue any useful source or network analysis and state which measurements could not be collected.
If the user wants Chrome DevTools MCP setup, consult its installation guide and use the latest package version. Only change MCP configuration when setup is within the user's authorized scope; otherwise ask first. For clients using command and args, an example server entry is:
"chrome-devtools": {
"command": "npx",
"args": ["-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
-
Navigate to the target URL:
navigate_page(url: "<target-url>") -
Start a performance trace with reload to capture cold-load metrics:
performance_start_trace(autoStop: true, reload: true) -
Wait for trace completion, then retrieve results.
Troubleshooting:
- If trace returns empty or fails, verify the page loaded correctly with
navigate_pagefirst - 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:
- Render-blocking resources: JS/CSS in
<head>withoutasync/defer/mediaattributes - Network chains: Resources discovered late because they depend on other resources loading first (e.g., CSS imports, JS-loaded fonts)
- Missing preloads: Critical resources (fonts, hero images, key scripts) not preloaded
- Caching issues: Missing or weak
Cache-Control,ETag, orLast-Modifiedheaders - Large payloads: Uncompressed or oversized JS/CSS bundles
- 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',sideEffectsin package.json,usedExportsoptimization - Vite/Rollup: Tree-shaking enabled by default; check for
treeshakeoptions - Look for: Barrel files (
index.jsre-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
contentconfig) - Identify dynamic imports vs. eager loading
Polyfills
- Check for
@babel/preset-envtargets anduseBuiltInssetting - Look for
core-jsimports (often oversized) - Check
browserslistconfig for overly broad targeting
Compression & Minification
- Check for
terser,esbuild, orswcminification - 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:
- Core Web Vitals Summary - Table with metric, value, and rating (good/needs-improvement/poor)
- Top Issues - Prioritized list of problems with estimated impact (high/medium/low)
- Recommendations - Specific, actionable fixes with code snippets or config changes
- Codebase Findings - Framework/bundler detected, optimization opportunities (omit if no codebase access)
Signals
- GitHub stars
- 3k
- Forks
- 298
- Last commit
- Oct 2026
- Installs
- 93k installs
Advanced
- Item type
- skill
- Key
web-perf- Source
- github.com/cloudflare/skills
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