Skip to main content
AllMCPs
BrowseBestCategoriesStackCompareToolsGuidesBlog
Log in Submit MCP

Stay in the loop

Get new MCP servers and top picks in your inbox.

AllMCPs

The open directory for discovering and installing Model Context Protocol servers.

AllMCPs on GitHub (opens in a new tab)
Launched onTiny Startupstinystartups.com
Explore
  • Browse servers
  • Best MCP servers
  • Categories
  • MCP clients
  • Agent prompts
  • Stack Builder
  • Compare servers
  • Random discovery New
  • Submit a server
  • Pricing & Boost Boost
Learn
  • Guides hub
  • What is MCP?
  • Install guide
  • Build an MCP server
  • Deploy an MCP server
  • Security guide
  • Troubleshooting
  • MCP for SEO & AEO
  • Protocol versioning
  • Transports: stdio vs HTTP
  • State of MCP (stats)
  • Blog & updates
Tools
  • All developer tools
  • Config generator
  • Config validator
  • Config auditor
  • MCP playground
  • Token calculator
  • OpenAPI → MCP
  • Badge generator
For agents
  • REST API docs
  • Trust & traffic Live
  • Remote MCP server SSE ↗ (opens in a new tab)
  • llms.txt ↗ (opens in a new tab)
  • Catalog JSON ↗ (opens in a new tab)
Company
  • About
  • Advertise Sponsor
  • Contact
  • GitHub ↗ (opens in a new tab)
  • Terms
  • Privacy
AllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZoneAllMCPs VerifiedAllMCPs VerifiedFeatured on Nick LaunchesFeatured on Nick LaunchesLaunch Llama NewsletterLaunch Llama NewsletterVerified DR - allmcps.comVerified DR - allmcps.comFeatured on SaaSGrowFeatured on SaaSGrowFeatured on Twelve ToolsFeatured on Twelve ToolsFeatured on Saaspa.geFeatured on Saaspa.geFeatured on Findly.toolsFeatured on Findly.toolsFeatured on Startup FameFeatured on Startup FameFeatured on LaunchKiwiFeatured on LaunchKiwiFeatured on ScrollLaunchFeatured on ScrollLaunchFeatured on DailyPingsFeatured on DailyPingsFazier badgeFazier badgeFeatured on NewTool.siteFeatured on NewTool.siteFeatured on saasfame.comFeatured on saasfame.comDR Checker - Domain RatingDR Checker - Domain RatingListed on Turbo0Listed on Turbo0Launched on LaunchBoard - Product Launch PlatformLaunched on LaunchBoard - Product Launch PlatformList on SimilarlabsList on Similarlabshttps://codetrendy.comhttps://codetrendy.comListed on DevTool.ioFeatured on BuildlistFeatured on BuildlistLaunched on Tiny StartupsFeatured on ShowMeBestAIFeatured on ShowMeBestAIFind us on LaunchZoneFind us on LaunchZone
© 2026 Jackalope Digital LLC. All rights reserved.
  1. Home
  2. Developer Tools
  3. Chrome Ux Report
  4. README

Chrome Ux Report README

The full upstream README, mirrored here for reference. Install config, tool schemas, adoption signals, and an original overview live on the Chrome Ux Report listing page.

Back to Chrome Ux Report View source on GitHub

@pipeworx/chrome-ux-report

Real-user Core Web Vitals for any site with enough traffic, from Google's Chrome UX Report — the 75th-percentile Largest Contentful Paint, Interaction to Next Paint and Cumulative Layout Shift that actual Chrome visitors experienced over the trailing 28 days, plus the distribution behind each number and ~40 weeks of history.

Part of Pipeworx — an MCP gateway connecting AI agents to 1683+ live data sources.

This is the field dataset Google Search uses for its Core Web Vitals assessment, so it answers "is this site passing Core Web Vitals" — which no lab tool, Lighthouse included, can.

Tools

  • crux_query_origin(origin, form_factor?, metrics?) — the whole site.
  • crux_query_url(url, form_factor?, metrics?) — one page.
  • crux_history(origin? | url?, form_factor?, metrics?) — ~40 weekly points.

Auth

BYO with platform fallback: _apiKey, or PLATFORM_GOOGLE_API_KEY when that secret is set on the gateway. There is no keyless path — the API answers an unkeyed request with HTTP 403 "Method doesn't allow unregistered callers".

A key is free, instant and self-service, with no billing account required: create one at https://console.cloud.google.com/apis/credentials and enable the Chrome UX Report API at https://console.cloud.google.com/apis/library/chromeuxreport.googleapis.com. Quota is 150 queries/minute.

The same PLATFORM_GOOGLE_API_KEY serves the pagespeed-insights pack: one Google Cloud key with both APIs enabled covers both.

Data sources

  • https://chromeuxreport.googleapis.com/v1/records:queryRecord
  • https://chromeuxreport.googleapis.com/v1/records:queryHistoryRecord

Traps, verified live 2026-09-17

  • The three credential failures look nothing alike. Missing key → HTTP 403 PERMISSION_DENIED "Method doesn't allow unregistered callers". Wrong key → HTTP 400 INVALID_ARGUMENT "API key not valid". Key whose project has not enabled the API → a third shape (SERVICE_DISABLED). Collapsing them into "auth failed" sends the caller after the wrong problem; each is reported separately.
  • origin and url are different questions and exactly one may be sent. Both together is a 400. An origin must have no path.
  • HTTP 404 is the normal answer for most of the web. CrUX only publishes a page or origin once it has enough opted-in Chrome traffic to be statistically sound and non-identifying. That is the dataset's answer, not an outage, and this pack returns it as found: false, reason: "insufficient_traffic". A URL can be absent while its origin is present. Narrower form factors have separate, higher thresholds.
  • The headline number is p75, not the mean. Search assesses at the 75th percentile; averaging the histogram gives a different, wrong number.
  • CLS is unitless; every other metric is milliseconds. CrUX returns CLS p75 as a decimal string while timings are integers. (The PageSpeed Insights API returns the same metric as an integer ×100 — the two Google APIs disagree on the encoding of the same number.)
  • crux_history points are 28-day trailing windows. Consecutive weekly points overlap by 27 days, so a move in the series is a move in a rolling average and a one-week regression shows up damped across four points.

Quick Start

Add to your MCP client (Claude Desktop, Cursor, Windsurf, etc.):

config.json
{
  "mcpServers": {
    "chrome-ux-report": {
      "url": "https://gateway.pipeworx.io/chrome-ux-report/mcp"
    }
  }
}

What this endpoint actually serves

tools/list at https://gateway.pipeworx.io/chrome-ux-report/mcp returns the tools in the table above plus the shared Pipeworx meta-tools — ask_pipeworx, discover_tools, search_within, remember/recall and the rest of the gateway-wide set. So the tool count you see is larger than this table: a single-pack endpoint currently lists roughly 30 shared tools alongside the pack's own. The connection's initialize response states its exact scope, and is the authoritative answer for a given day.

This is deliberate, not multiplexing by accident. The meta-tools are what let a scoped connection answer a question this pack does not cover — via ask_pipeworx, which routes across the whole catalog — without you adding a second MCP server. There is currently no way to mount a pack endpoint without them; if the extra schemas cost you more context than the routing is worth, connect to the full gateway once rather than to several pack endpoints.

Or connect to the full Pipeworx gateway to get every pack's tools listed directly, instead of just this one's:

config.json
{
  "mcpServers": {
    "pipeworx": {
      "url": "https://gateway.pipeworx.io/mcp"
    }
  }
}

Both URLs reach the same gateway and the same 1683+ data sources. The only difference is which pack's tools are listed directly; ask_pipeworx reaches all of them from either one.

No MCP client? Call it over HTTP

Terminal
curl -X POST https://gateway.pipeworx.io/v1/tools/crux_query_origin \
  -H 'Content-Type: application/json' \
  -d '{"origin":"https://www.shopify.com"}'

No account needed for the first calls. Inspect any tool: GET https://gateway.pipeworx.io/v1/tools/crux_query_origin. Find one: POST https://gateway.pipeworx.io/v1/tools/search_packs with {"query":"..."}.

Standalone (no gateway account)

This package also runs as a local stdio MCP server — no Pipeworx account, no gateway round-trip:

config.json
{
  "mcpServers": {
    "chrome-ux-report": {
      "command": "npx",
      "args": ["-y", "@pipeworx/mcp-chrome-ux-report"]
    }
  }
}

Or run it directly to confirm it starts:

Terminal
npx -y @pipeworx/mcp-chrome-ux-report

It speaks MCP over stdin/stdout and answers initialize/tools/list/tools/call for only this pack's tools — none of the shared meta-tools the gateway connection above adds. Same source, same tools, no ask_pipeworx routing.

Using with ask_pipeworx

Instead of calling tools directly, you can ask questions in plain English — this works on the pack endpoint above as well as on the full gateway:

Code
ask_pipeworx({ question: "your question about Chrome Ux Report data" })

The gateway picks the right tool and fills the arguments automatically.

More

  • Docs and guides
  • pipeworx.io

License

MIT