24 hours of organic discovery: what we learned from our first external users

Yesterday we published a tutorial. No list. No paid promotion. No cold outreach.
By Tuesday morning, five developers and two autonomous agents had found AgentOracle and run real evaluations.
Who showed up:

Starlink — Albuquerque, NM
Comcast — Rockvill…


This content originally appeared on DEV Community and was authored by AgentOracle

Yesterday we published a tutorial. No list. No paid promotion. No cold outreach.
By Tuesday morning, five developers and two autonomous agents had found AgentOracle and run real evaluations.
Who showed up:

Starlink — Albuquerque, NM
Comcast — Rockville, MD
Charter/Spectrum — Missoula, MT
Azure cloud agent — Des Moines, IA
Azure cloud agent — Chicago, IL

Same path every time: tutorial → playground → /evaluate
The Azure IPs are the most interesting signal. Those aren't humans clicking a tutorial — those are autonomous agents running on cloud infrastructure that found the playground and ran evaluations on their own. That's exactly the use case we built for.
MCP server shipped tonight. Your agent can find it the same way they did.

npx agentoracle-mcp
Or hit the playground directly: agentoracle.co


This content originally appeared on DEV Community and was authored by AgentOracle


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