MCP QUEEN
ai.aient/mcp C provisional — auth-gated, tooling unverifiable
MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.
Dev & Codev0.1.0streamable-httpaient.ai repository
Grade evidence — probed 2026-07-12 14:18 UTC
| Criterion | Points | Observed |
|---|---|---|
| reachability | 18 / 25 | HTTP 401 in 257ms — auth required; WWW-Authenticate present: "Bearer error="invalid_token", error_description="No authorization provided", resource_metadata="https://aient.ai/.well-k" |
| protocol | 0 / 15 | handshake not reachable behind auth — unverified |
| tooling | 0 / 0 | auth-gated — tooling unverifiable, excluded from score (grade marked provisional) |
| latency | 10 / 10 | initialize round-trip 257ms |
| provenance | 15 / 15 | description present; repository linked; version 0.1.0; namespace ai.aient matches endpoint/repo |
Score 66/100 · latency 257ms · — tools · auth: auth-wellbehaved
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Probe history
| When (UTC) | Grade | Score | Latency |
|---|---|---|---|
| 2026-07-12 14:18 | C | 66 | 257ms |