Real-World Forms

Five realistic forms tested with pure inference: no toolname attributes. The library infers tool names, descriptions, and schemas entirely from HTML structure and field semantics.

All tool names & schemas inferred: vanilla HTML only

User Login

Email + password: password field excluded from schema

inferred

Inferred tool name: detecting...

E-commerce Checkout

Mix of text, select, checkbox, number, and hidden fields

inferred

Inferred tool name: detecting...

Job Application

Long textarea, multiple selects, radio groups, file input (excluded from schema)

inferred
Work Authorization

Inferred tool name: detecting...

Hotel Room Search

Date pickers, number inputs, select: classic travel search form

inferred
Board Type

Inferred tool name: detecting...

Event Registration

Multiple checkboxes (interests), select, required fields mix

inferred
Session Interests (select all that apply)

Inferred tool name: detecting...

About This Page
Pure inference mode. None of these forms use toolname or tooldescription attributes. Tool names and schemas are inferred entirely from the form's id, field names, and HTML structure.

Password and file inputs are automatically excluded from all schemas. Toggle "Tool JSON" on any form to see what was inferred.

Registered Tools 0

Forms register here as they load...

Event Log

Events appear here in real time...