Read-only tools for AI agents

Every page of braavlabs.com registers read-only WebMCP tools in browsers that support WebMCP. The same facts are published as one JSON file and on the plain-facts page.

We do not publish a remote MCP server, an API key or any write access.

facts.json

Every fact the tools return, in one file. No sign-in.

Plain-facts page

The same facts as HTML, with links to each source page.

llms.txt

Short site summary for AI tools.

7 tools, all marked readOnlyHint. Each returns JSON as a single text content item.

get_company_facts

Braav Labs identity: what the company is, where it is based, areas served, how pricing works, and the date the facts were last reviewed. Input: none. Returns: company, pricing, reviewed.

list_services

Every Braav Labs service with its slug, plain name, one-line summary and page URL. Input: none. Returns: services (slug, name, summary, url).

get_service

One Braav Labs service in full: summary, detail, what is included, its stated limits and page URL. Input: slug (string, required). Returns: one entry of services.

list_industries

The sectors Braav Labs works with and the areas it serves, with page URLs. Input: none. Returns: industries, areas.

list_case_studies

Braav Labs case studies with status, publish date, summary, measured results with sources where they exist (null where none), and page URL. Input: none. Returns: caseStudies.

get_contact_options

Email, phone, address, WhatsApp and contact page for Braav Labs. Input: none. Returns: contact.

get_audit_request_info

What the free audit request form asks and where it is. Describes the form only; it cannot be submitted through this tool. Input: none. Returns: auditRequest.

A small script checks for navigator.modelContext.registerTool after the page loads. Where it is missing, nothing is registered and nothing else runs.

The first tool call fetches /ai/facts.json from this site once per page. No other request is made, and nothing an agent passes in is stored or sent anywhere.

Tools are unregistered when the page is left.

They cannot submit the audit form or the contact form, send a message, book a call or change anything on the site.

Starting work always goes through a person: the free audit form, email or phone.

Free audit form

Name and email required.

Email

info@braavlabs.com

Phone

+1 (942) 381-3156

The tools and facts.json are built from the same data as the site's pages and change only when the site is deployed.

Facts last reviewed 2 November 2026.