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Agent-Ready Grader

AI-readiness scoring instrument — running live in this site's /lab

Grades any public site's readiness for the machine readers (crawler access, extractability, snippet eligibility, structured data, semantic HTML, metadata, vitals), with the model published and the report ungated.

sector
AI-readiness scoring instrument · live at /lab
period
2026 · live
role
built and shipped — builder credit

run it at /lab

readouts — measured, sourced

03 on the record · every one names its source

readout

7 + 3

weighted categories plus gates


read from — scoring model

readout

100 / A

this site's own grade


read from — grader run

readout

74 → 99

a client site, C → A


read from — grader runs

the file — read in order

01

the problem

  • The tools in this niche either scored nothing (a pass/fail audit list) or scored everything the same. And robots.txt readers miss the silent case: a firewall that lets the file through and blocks the crawler.

02

the engineering

  • Seven weighted categories, three gates (fail any and the grade caps at C), a frontier bonus for llms.txt and agent endpoints. The crawler check reconciles robots.txt against live user-agent-spoofed fetches. Training-bot blocks are never penalised; citation-bot blocks are.

  • Rate-limited, spend-capped, and exposed as an MCP tool with the same engine, cache and limits as the page.

03

the proof

  • This site dogfoods it: 86/B before its SEO layer, 100/A after. A Leeds dental practice went 74/C → 99/A with the fixes the report named. Every grade on the lab's league table is a real run.

provenance

surfaces touched
scan engine · /lab exhibit · grade API · MCP tool
numbers read from
scoring model · grader runs
stack
TypeScript · pure DI'd grader · MCP · this site's API
tags
agent readiness · grader · mcp

builder credit — engineered and shipped; ownership sits with the product. every readout above is measured from the repository or the platform that runs it.

the registry

the same hands

The person who diagnosed this file is the person who ships the fix. Two plain sentences beat a brief.