mudpie

Six free field instruments

Grade the web
agents see.

One URL. Six separate verdicts. No blended score that hides what failed.

READTESTSHOW THE EVIDENCE
Mudpie watches over a stack of grading sheets.

Choose the question.

01

Agent experience grader

Discovery, readability, actionability, and trust.

02

SEO grader

Crawling, indexing, and page metadata.

03

AEO grader

Answer structure, decision facts, and source signals.

04

WebMCP tool grader

Runtime discovery and tool quality.

05

ChatGPT vs Perplexity

A cross-agent access matrix.

06

International agent readiness

Locale discovery and parity.

How these grades work.

Public evidence only. Every finding names what the scanner fetched or observed.

Separate denominators. SEO, access, WebMCP, and locale readiness are different jobs.

No tool execution. The WebMCP grader discovers and inspects tools without calling them.