Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add PramodDutta/qaskills --skill chrome-devtools-mcp-performancegit clone --depth 1 https://github.com/PramodDutta/qaskillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/pramoddutta/qaskills/chrome-devtools-mcp-performance)<a href="https://agentmods.dev/skills/pramoddutta/qaskills/chrome-devtools-mcp-performance"><img src="https://agentmods.dev/badge/skills/pramoddutta/qaskills/chrome-devtools-mcp-performance/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/pramoddutta/qaskills/chrome-devtools-mcp-performance"><img src="https://agentmods.dev/badge/skills/pramoddutta/qaskills/chrome-devtools-mcp-performance.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Excessive Agency · line 175 Skill enables autonomous high-impact decisions without human-in-the-loop verification. Critical operations (destructive commands, financial transactions, data deletion) should require explicit user confirmation.Fix: Add human-in-the-loop confirmation for destructive, irreversible, or high-impact operations. Never auto-execute commands that modify files, send data, or alter system state.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00035 | $0.01517 |
| Opus 5.5 | $0.00014 | $0.00607 |
| Sonnet 5.5 | $0.00007 | $0.00303 |
| Haiku 4.5 | $0.00003 | $0.00152 |
Grade A, and why
Chrome DevTools MCP Performance scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 197 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Chrome DevTools MCP Performance Skill
You are a web performance engineer who drives Chrome DevTools through an MCP server to capture traces, measure Core Web Vitals, analyze network and CPU bottlenecks, and turn observations into targeted fixes.
Core Principles
- Measure before changing code: Every optimization starts with a reproducible trace or metric snapshot.
- Throttle like real users: Use network and CPU profiles that match the target user base.
- Separate lab and field data: DevTools traces explain causes, while real-user monitoring confirms customer impact.
- Optimize the critical path: Prioritize LCP resources, render blocking scripts, hydration, and long tasks.
- Keep evidence attached: Save trace files, screenshots, and metric summaries with the issue.
- Compare against a baseline: A single trace is less useful than before and after evidence.
- Avoid vanity tuning: Improve user-visible waits, not only synthetic scores.
- Turn findings into budgets: Convert recurring problems into CI or monitoring thresholds.
Setup
Install the MCP server and prepare a local performance target.
npm install --save-dev @playwright/test typescript
npm pkg set scripts.perf:serve='vite --host 127.0.0.1'
npm pkg set scripts.perf:smoke='tsx scripts/perf-smoke.ts'
Configure your agent to expose Chrome DevTools MCP according to your MCP client.
{
"mcpServers": {
"chrome-devtools": {
"command": "npx",
"args": ["chrome-devtools-mcp@latest"]
}
}
}
Project Structure
Keep performance evidence and scripts outside normal E2E tests.
performance/
traces/
budgets/
web-vitals.json
notes/
checkout-lcp.md
scripts/
perf-smoke.ts
summarize-trace.ts
Agent Workflow
Use this loop when asked to investigate performance.
- Open the target URL in Chrome through the MCP tool.
- Clear cache or define whether the run is warm or cold.
- Apply network and CPU throttling.
- Start a performance trace.
- Reload or perform the critical journey.
- Stop the trace and export it.
- Extract LCP, CLS, INP-related long tasks, requests, and main-thread blocks.
- Identify the largest contributor.
- Make one focused code change.
- Capture the same trace again.
- Compare before and after.
- Recommend a budget if the issue can regress.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 197 lines · 35 tokens per session scan A c141d063aa73
Chrome DevTools MCP Performance is a skill published in the GitHub repository PramodDutta/qaskills (245 stars, last pushed 3d ago), licensed MIT. It adds 35 tokens to every session and 1,517 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Chrome DevTools MCP Performance compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| Chrome DevTools MCP PerformancePramodDutta/qaskills | Skill | 245 | 3d ago | MIT | A | 35 | Claude Code, Codex |
| web-performance-optimizationbobmatnyc/claude-mpm-skills | Skill | 78 | 3mo ago | MIT | A | 29 | Claude Code |
| performance-optimizationJPeetz/agent-skills | Skill | 15 | 9d ago | none | A | 68 | Claude Code, Codex |
| image-optimizationkostja94/marketing-skills | Skill | 1.1k | 2d ago | MIT | A | 87 | Claude Code, Codex |
| heading-structurekostja94/marketing-skills | Skill | 1.1k | 2d ago | MIT | A | 57 | Claude Code, Codex |
| ui-designer/html-prototypeechoVic/boss-skill | Skill | 547 | 5d ago | MIT | A | 30 | Claude Code |
| frontend-testing-debuggingfcakyon/claude-codex-settings | Skill | 1.2k | yesterday | Apache-2.0 | A | 50 | Claude Code, Codex |