> NOTICE — Pre-launch build. Every record here is a dated observation of a real MCP endpoint operated by a third party, rendered from the published archive. Coverage is partial — the figures cover the snapshots in the export this build was made from, not the whole chain and not the whole ecosystem. Claims and badges are not open.

# api.lazy-mac.com/llm-output-quality-monitor/mcp

Last observed: 2026-10-02T08:36:57.690Z
Recorded as: OK
Transport: streamable-http
Observations held: 58
Published: yes

## Observations

| Observed | Snapshot | Recorded as | Detail | Latency ms | Tools | Tool schema fingerprint |
|---|---|---|---|---|---|---|
| 2026-08-06T17:30:40.132Z | REL-SNAP-002 | OK | - | 120 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-07T08:16:32.460Z | REL-SNAP-003 | OK | - | 41 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-08T09:57:18.153Z | REL-SNAP-004 | OK | - | 286 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-09T08:39:54.351Z | REL-SNAP-005 | OK | - | 198 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-10T08:34:43.749Z | REL-SNAP-006 | OK | - | 173 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-11T08:39:18.241Z | REL-SNAP-007 | OK | - | 144 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-12T08:38:31.495Z | REL-SNAP-008 | OK | - | 152 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-13T08:33:35.595Z | REL-SNAP-009 | OK | - | 117 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-14T08:43:00.422Z | REL-SNAP-010 | OK | - | 174 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-15T08:33:47.790Z | REL-SNAP-011 | OK | - | 68 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-16T08:34:26.932Z | REL-SNAP-012 | OK | - | 168 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-17T09:42:05.726Z | REL-SNAP-013 | OK | - | 176 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-18T08:33:43.432Z | REL-SNAP-014 | OK | - | 201 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-19T08:29:55.325Z | REL-SNAP-015 | OK | - | 109 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-20T08:38:24.941Z | REL-SNAP-016 | OK | - | 215 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-21T08:54:13.892Z | REL-SNAP-017 | OK | - | 66 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-22T08:31:23.315Z | REL-SNAP-018 | OK | - | 218 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-23T09:32:34.365Z | REL-SNAP-019 | OK | - | 118 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-24T08:34:41.150Z | REL-SNAP-020 | OK | - | 232 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-25T08:35:01.733Z | REL-SNAP-021 | OK | - | 178 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-26T08:31:20.106Z | REL-SNAP-022 | OK | - | 299 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-27T08:43:21.155Z | REL-SNAP-023 | OK | - | 222 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-28T08:42:49.936Z | REL-SNAP-024 | OK | - | 168 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-29T08:32:38.211Z | REL-SNAP-025 | OK | - | 236 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-30T08:34:39.494Z | REL-SNAP-026 | OK | - | 251 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-08-31T08:37:06.833Z | REL-SNAP-027 | OK | - | 180 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-01T08:32:25.344Z | REL-SNAP-028 | OK | - | 267 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-02T08:40:42.687Z | REL-SNAP-029 | OK | - | 230 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-03T09:02:22.064Z | REL-SNAP-030 | OK | - | 252 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-04T08:47:27.479Z | REL-SNAP-031 | OK | - | 208 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-05T08:34:24.315Z | REL-SNAP-032 | OK | - | 175 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-06T08:47:07.000Z | REL-SNAP-033 | OK | - | 226 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-07T08:57:47.470Z | REL-SNAP-034 | OK | - | 224 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-08T08:51:01.553Z | REL-SNAP-035 | OK | - | 74 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-09T08:48:24.541Z | REL-SNAP-036 | OK | - | 245 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-10T08:42:50.767Z | REL-SNAP-037 | OK | - | 254 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-11T08:41:44.291Z | REL-SNAP-038 | OK | - | 193 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-12T08:34:17.110Z | REL-SNAP-039 | OK | - | 213 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-13T09:01:26.521Z | REL-SNAP-040 | OK | - | 73 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-14T09:00:31.206Z | REL-SNAP-041 | OK | - | 263 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-15T08:51:34.125Z | REL-SNAP-042 | OK | - | 219 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-16T09:10:08.705Z | REL-SNAP-043 | OK | - | 235 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-17T08:52:47.350Z | REL-SNAP-044 | OK | - | 200 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-18T08:50:45.483Z | REL-SNAP-045 | OK | - | 218 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-19T08:39:05.665Z | REL-SNAP-046 | OK | - | 277 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-20T08:52:14.112Z | REL-SNAP-047 | OK | - | 193 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-21T08:31:45.247Z | REL-SNAP-048 | OK | - | 196 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-22T08:50:33.350Z | REL-SNAP-049 | OK | - | 126 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-23T09:13:11.054Z | REL-SNAP-050 | OK | - | 264 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-24T09:06:06.649Z | REL-SNAP-051 | OK | - | 63 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-25T09:07:21.619Z | REL-SNAP-052 | OK | - | 274 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-26T08:44:25.781Z | REL-SNAP-053 | OK | - | 260 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-27T08:57:23.384Z | REL-SNAP-054 | OK | - | 167 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-28T09:11:08.651Z | REL-SNAP-055 | OK | - | 297 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-29T08:58:46.427Z | REL-SNAP-056 | OK | - | 269 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-09-30T09:02:50.649Z | REL-SNAP-057 | OK | - | 258 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-10-01T08:40:38.911Z | REL-SNAP-058 | OK | - | 234 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |
| 2026-10-02T08:36:57.690Z | REL-SNAP-059 | OK | - | 199 | 5 | 4095afca5240eb1640f9ce6cb1a022144e4f74e8b5d6148f96802db30387ffbe |

## Identity

Record key: api.lazy-mac.com/llm-output-quality-monitor/mcp (the normalised endpoint observed)
Registry names (not anchored — no inclusion proof reaches this field): io.github.lazymac2x/llm-output-quality-monitor (what the registry said when we swept it, as observed by us — not evidence that the registry was correct, that the name belongs to whoever registered it, or that it still resolves)
Name reported by the server: llm-output-quality-monitor-api (self-reported, unverified, never used as identity)

Each observation carries a merkle leaf in the snapshot it belongs to. The chain
establishes that a root existed by a given time; it does not establish that any
measurement is true.