Weighted, deterministic, the same for every product. This is the rubric the score is measured against.
Machine-obtainable credentials. No human-only OAuth dead-ends.
A served MCP surface agents can call without a browser.
/llms.txt, an agent manifest, a documented entrypoint.
Machine-readable codes, not HTML stack-trace pages.
Retries are safe. Event IDs let agents dedupe.
Remaining + Retry-After headers so agents self-throttle.
Structured, parseable reference, not a marketing PDF.
An agent drives your product like a real user.
N=3 agents reach a consensus, 0 to 100.
Host an MCP proxy, open a PR. No code changes.
Re-run through the proxy. Watch the score climb.
We audit before, open the PR, then re-audit live. Same rubric, same agents. The only thing that changed is the product.
No MCP surface, OAuth dead-ends, HTML error pages. Agents bounce.
Served MCP, machine auth, /llms.txt, typed errors. Agents complete the task.
Paste a domain. Three agents, a live browser, a score in under two minutes.
The audit is free. The recurring value is the hosted MCP proxy and drift monitoring that keep your product usable by agents over time.
Judges & hackathon viewers: use your access code on the sign-in page for full access.