Mamba Labs builds GTM signal enrichment tools published as Apify actors and MCP servers. Every tool returns flat, Clay-ready JSON per company, priced per result with no subscriptions.

What is the GTM Suite?

The GTM Suite is an all-in-one MCP server that bundles fifteen Mamba Labs tools into a single install. It covers identity resolution, signal detection, ICP scoring, and sequencer push from one endpoint.

USE CASE:

The hard part of agent readability for developer tools companies

What follows is the honest set of ways to get agent readability on developer tools companies, including the ones that are not ours. The tools we name are Mamba Labs Apify actors, priced per row, and Agent Accessibility Auditor is the one pointed at developer tools companies.

What is actually going wrong

Agent readability for developer tools companies is where the assumptions get expensive. Developer tools companies are bought by the people who use them, so the buyer and the user are the same person, and agent readability has to work around it. Worth knowing about developer tools companies, since agent readability inherits it: a procurement signal arrives months after adoption, so anything sourced from finance data is late. Agent Accessibility Auditor carries 1 ready made setup for agent readability on developer tools companies.

Why anyone bothers

A growing share of the people deciding about developer tools companies never visit the site, because an assistant reads it and reports back for them.

How we would run it

Start with one of developer tools companies you already know, so a wrong agent readability answer is obvious rather than plausible.
Run Agent Accessibility Auditor across your list of developer tools companies, which carries 1 ready made setup for agent readability.
Read ten rows of agent readability on developer tools companies by hand before you trust the rest of the list.

Traditional Search Tools

GitHub, for developer tools companies. Public repositories and contributor counts, free, and the strongest adoption signal in the category.
Google's Rich Results Test. Free and authoritative on structured data, which is a large part of this. It says nothing about the AI crawlers specifically.
Screaming Frog or a crawler. Crawls the site the way a bot does and shows what a bot sees. Built for SEO, and this question is close enough that it mostly works.
Asking an assistant about your product. The crudest test and the most convincing one. If the answer is wrong, you have your finding.
Read your own robots.txt and disable JavaScript. Two checks, ten minutes. Open robots.txt and look for the AI crawler rules, then load your key pages with JavaScript turned off and see what survives.

Mamba Labs Apify Actors

These are the actors we built for this job. If yours is not covered here, search from the bar at the top of the page or contact us here and tell us what you need.

Agent Accessibility Auditor1 preconfigured task on this page's job.