MCP ADOPTION LAB / PUBLIC BETA

Bring your AI.
Leave verifiable evidence.

Choose the client you already use. Install one public endpoint, make one free call, and verify the receipt in your browser.

Choose your client

No account. No API key. No purchase in the first task.

Live 7-day adoption evidenceLoading public snapshot…
Observed tool requests
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Identified tool requests
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Receipt requests
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Provider-verified requests
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01 / INSTALL

Use the AI client already on your machine

The endpoint is the same. Installation differs by product, plan, and policy.

Generated setupCLI command

02 / FIRST PROOF

Ask for proof before asking for value

This task calls a zero-input, read-only tool. It does not purchase the evidence package.

Paste this into your AI after installation

Then paste the returned receipt into the browser-local verifier. Open receipt verifier

03 / TRUTHFUL FUNNEL

Traffic is not adoption

The public counter only moves when the edge observes a request. Anonymous history stays anonymous.

What the numbers do not prove

An initialize handshake is not an AI user. A tool request is not a successful result. Client identity is not carried across stateless requests, so unattributed calls are never relabeled as external AI.

Inspect the signed snapshot input

04 / VALUE LADDER

Free proof first. Paid evidence only by explicit choice.

The product earns trust before asking for payment.

FREE

Connect

Install the endpoint and inspect its tools, resources, and prompts.

FREE

Connection receipt

Generate a checksum-bound receipt and verify it locally.

FREE

Public surface audit

Audit one public URL for machine-readable readiness.

Open free audit

05 / SOURCES

Client instructions tied to primary documentation