> 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.

# aient.ai/mcp

Last observed: 2026-10-02T08:41:40.113Z
Recorded as: OK
Transport: streamable-http
Observations held: 58
Published: yes

## Observations

| Observed | Snapshot | Recorded as | Detail | Latency ms | Tools | Tool schema fingerprint |
|---|---|---|---|---|---|---|
| 2026-08-06T17:37:23.680Z | REL-SNAP-002 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-07T08:23:09.447Z | REL-SNAP-003 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-08T10:04:16.742Z | REL-SNAP-004 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-09T08:46:20.456Z | REL-SNAP-005 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-10T08:41:38.113Z | REL-SNAP-006 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-11T08:46:18.099Z | REL-SNAP-007 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-12T08:45:20.920Z | REL-SNAP-008 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-13T08:40:01.503Z | REL-SNAP-009 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-14T08:50:24.000Z | REL-SNAP-010 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-15T08:41:05.239Z | REL-SNAP-011 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-16T08:42:05.765Z | REL-SNAP-012 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-17T11:14:05.731Z | REL-SNAP-013 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-18T08:41:00.784Z | REL-SNAP-014 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-19T08:35:11.476Z | REL-SNAP-015 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-20T08:43:40.395Z | REL-SNAP-016 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-21T08:59:31.760Z | REL-SNAP-017 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-22T08:36:43.726Z | REL-SNAP-018 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-23T09:37:48.503Z | REL-SNAP-019 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-24T08:40:00.129Z | REL-SNAP-020 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-25T08:40:56.001Z | REL-SNAP-021 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-26T08:36:58.009Z | REL-SNAP-022 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-27T08:49:07.039Z | REL-SNAP-023 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-28T08:48:16.957Z | REL-SNAP-024 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-29T08:38:11.342Z | REL-SNAP-025 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-30T08:40:16.059Z | REL-SNAP-026 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-08-31T08:42:59.640Z | REL-SNAP-027 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-01T08:38:01.630Z | REL-SNAP-028 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-02T08:46:09.076Z | REL-SNAP-029 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-03T09:07:56.633Z | REL-SNAP-030 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-04T08:53:52.886Z | REL-SNAP-031 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-05T08:41:20.670Z | REL-SNAP-032 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-06T08:53:16.116Z | REL-SNAP-033 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-07T09:04:19.602Z | REL-SNAP-034 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-08T08:57:20.571Z | REL-SNAP-035 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-09T08:53:46.458Z | REL-SNAP-036 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-10T08:48:02.927Z | REL-SNAP-037 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-11T08:47:08.908Z | REL-SNAP-038 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-12T08:39:43.433Z | REL-SNAP-039 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-13T09:06:58.733Z | REL-SNAP-040 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-14T09:05:52.946Z | REL-SNAP-041 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-15T08:57:20.680Z | REL-SNAP-042 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-16T09:16:14.675Z | REL-SNAP-043 | AUTH_REQUIRED | http_401 | - | - | - |
| 2026-09-17T08:58:55.323Z | REL-SNAP-044 | OK | - | 2424 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-18T08:56:41.015Z | REL-SNAP-045 | OK | - | 234 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-19T08:44:33.519Z | REL-SNAP-046 | OK | - | 559 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-20T08:57:59.154Z | REL-SNAP-047 | OK | - | 243 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-21T08:37:49.275Z | REL-SNAP-048 | OK | - | 279 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-22T08:55:50.970Z | REL-SNAP-049 | OK | - | 259 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-23T09:18:20.851Z | REL-SNAP-050 | OK | - | 183 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-24T09:11:43.994Z | REL-SNAP-051 | OK | - | 493 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-25T09:12:09.287Z | REL-SNAP-052 | OK | - | 189 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-26T08:49:19.941Z | REL-SNAP-053 | OK | - | 224 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-27T09:02:04.440Z | REL-SNAP-054 | OK | - | 291 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-28T09:15:55.785Z | REL-SNAP-055 | OK | - | 302 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-29T09:03:37.538Z | REL-SNAP-056 | OK | - | 403 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-09-30T09:07:47.302Z | REL-SNAP-057 | OK | - | 216 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-10-01T08:45:23.236Z | REL-SNAP-058 | OK | - | 213 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |
| 2026-10-02T08:41:40.113Z | REL-SNAP-059 | OK | - | 225 | 2 | 17d65336098c3fe54e92e09eba1efef0a615ede23b46128974f0d426f5360c44 |

## Identity

Record key: aient.ai/mcp (the normalised endpoint observed)
Registry names (not anchored — no inclusion proof reaches this field): ai.aient/mcp (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: aient-mcp-signup (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.
