web-perf

web-perf is a skill for Claude Code, Codex from neverinfamous/memory-journal-mcp. It costs 134 tokens per session (2,097 once invoked), scanned A, a copy of web-perf, MIT.

A guide to measuring and improving website speed and frontend quality using Chrome DevTools. It covers Core Web Vitals, which measure loading, responsiveness, and visual stability.

In plain words
What is it for?
Use it to audit page performance, measure loading and interaction metrics, find blocking resources or caching problems, and investigate layout shifts.
Why use it?
It shows which network requests, resources, layout shifts, or accessibility gaps are affecting the page and helps prioritize changes by likely impact.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to audit page performance, measure loading and interaction metrics, find blocking resources or caching problems, and investigate layout shifts.

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Install with agentmods
npx agentmods add skills/neverinfamous/memory-journal-mcp/web-perf
Install

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.

Any agent
npx skills add neverinfamous/memory-journal-mcp --skill web-perf
Clone the repo
git clone --depth 1 https://github.com/neverinfamous/memory-journal-mcp

Made for: Claude Code, Codex.

Wrote 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.

agentmods badge for web-perf

README.md
[![agentmods](https://agentmods.dev/badge/skills/neverinfamous/memory-journal-mcp/web-perf/github.svg)](https://agentmods.dev/skills/neverinfamous/memory-journal-mcp/web-perf)
Your own site
<a href="https://agentmods.dev/skills/neverinfamous/memory-journal-mcp/web-perf"><img src="https://agentmods.dev/badge/skills/neverinfamous/memory-journal-mcp/web-perf/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.

agentmods 80×15 button for web-perf

Your own site · 80×15
<a href="https://agentmods.dev/skills/neverinfamous/memory-journal-mcp/web-perf"><img src="https://agentmods.dev/badge/skills/neverinfamous/memory-journal-mcp/web-perf.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 134 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,097 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 84% copy Near-identical to another mod in the catalogue.
Token cost

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.

ModelPer sessionOnce invoked
Fable 5.1 $0.00134 $0.02097
Opus 5 $0.00067 $0.01048
Sonnet 5 $0.00027 $0.00419
Haiku 4.5 $0.00013 $0.00210

Measured 10d ago against content hash d6b7b50e8035, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

web-perf 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 10d 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.

Origin

This is a copy

84% identical to web-perf — 84 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

skills/web-perf/SKILL.md · 208 lines

How it starts

The opening of the file, as written. The whole thing — 208 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Web Performance Audit

Audit web page performance using Chrome DevTools MCP tools. This skill focuses on Core Web Vitals, network optimization, and high-level accessibility gaps.

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)

Read the full file on GitHub · 208 lines

Changes

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.

  1. 10d ago First seen · 208 lines · 134 tokens per session scan A d6b7b50e8035

Subscribe to this mod's changes

web-perf is a skill published in the GitHub repository neverinfamous/memory-journal-mcp (20 stars, last pushed 1mo ago), licensed MIT. It adds 134 tokens to every session and 2,097 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. It is 84% identical to web-perf, differing in 84 lines, and is treated as a copy.

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