Run 100+ AI models — image, video, audio, 3D — through one API with pay-per-use billing.
Media & Designv1.1.0streamable-httpmcp.modelrunner.run repository
| Criterion | Points | Observed |
|---|---|---|
| reachability | 18 / 25 | HTTP 401 in 668ms — auth required; WWW-Authenticate present: "Bearer realm="https://mcp.modelrunner.run", resource_metadata="https://mcp.modelrunner.run/.well-known/oauth-protected-r" |
| protocol | 0 / 15 | handshake not reachable behind auth — unverified |
| tooling | 0 / 0 | auth-gated — tooling unverifiable, excluded from score (grade marked provisional) |
| latency | 7 / 10 | initialize round-trip 668ms |
| provenance | 8 / 15 | description present; repository linked; version 1.1.0; namespace ai.modelrunner does NOT match remote host (expected *.modelrunner.ai) |
Score 51/100 · latency 668ms · — tools · auth: auth-wellbehaved
Live badge, re-probed continuously — put it in your README:
[](https://mcpqueen.com/s/ai.modelrunner/mcp)
Think the grade is wrong? Fix the finding the evidence shows, then the next probe cycle picks it up automatically (full cycle ≈ 3 days) — or open a dispute via the MCP endpoint.
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| When (UTC) | Grade | Score | Latency |
|---|---|---|---|
| 2026-07-12 15:01 | D | 51 | 668ms |