
web-perf
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.
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Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/secondsky/sap-skills --skill web-perf- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads web-perf automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
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Your knowledge of web performance metrics, thresholds, and tooling APIs may be outdated.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:
"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
-
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)
FAQ
What does the web-perf skill do?
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.
How do I install web-perf?
Run npx skills add https://github.com/secondsky/sap-skills --skill web-perf in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/web-perf/ (personal) or .claude/skills/web-perf/ (project).
Which AI agents can use web-perf?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is web-perf safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains web-perf?
It is published by secondsky in secondsky/sap-skills. It has 298 recorded installs.
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