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PyAI Voice AI is a remote MCP server published at api.pyai.com. It has been probed 7 times since 9/12/2026. It answered in 7 of them (100.0%), a near-uninterrupted record. Median response time is 600 ms, a delay an agent will notice. Its tool list could not be read; the server is closed to direct calls. It answers direct calls with an authentication wall.
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 04:35:29 | Auth-gated | 401 | 1466 | 401 | 1465 | — |
| 2026-09-13 01:33:33 | Auth-gated | 401 | 1915 | 401 | 1946 | — |
| 2026-09-12 23:31:36 | Auth-gated | 401 | 1074 | 401 | 1077 | — |
| 2026-09-12 21:29:15 | Auth-gated | 401 | 600 | 401 | 600 | — |
| 2026-09-12 19:27:29 | Auth-gated | 401 | 310 | 401 | 315 | — |
| 2026-09-12 17:24:09 | Auth-gated | 401 | 238 | 401 | 254 | — |
| 2026-09-12 15:21:42 | Auth-gated | 401 | 285 | 401 | 285 | — |
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
The two probe legs separately: modern server/discover and legacy initialize.
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
Add this badge to your README — it updates automatically as measurements change.
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