Aient AI SRE MCP · Aient

Operational
Unclaimed — claim this pagedeveloper-tools Streamable HTTP2025-06-18 Auth expectations unknown
https://aient.ai/mcp
Badge
100%
Availability · 30 days · 356 checks
468 ms
Latency (last observation)
rev 1
Contract
1days
Schema stable
0
Incidents · 30 days
Sep 16, 2026
Observed since

Availability — last 30 days

No failures Some failures Mostly failing Auth required No observations

Last observed 1 h ago by MCP Tools Edge Scanner · scheduled every 120 min

Latency recovered below 1,000 ms Informational Sep 17, 2026 — 7:10 PM
Latest observation: 468 ms.
VerifiedObserved initialization latency: 468 ms.
Observed by MCP Tools Edge Scanner
Latency crossed above 1,000 ms Informational Sep 17, 2026 — 10:55 AM
Three consecutive observations exceeded 1,000 ms (latest: 2427 ms).
VerifiedObserved initialization latency: 2427 ms.
InterpretationClients may experience slow tool discovery and responses.
Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Sep 16, 2026 — 8:25 PM
2 description/metadata changes; the functional contract is unchanged (hash sha256:7e6265fc7912ba7b…).
VerifiedDescriptions or metadata for signup changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.signup description changed Informational Descriptions or metadata for signup changed.
No structural change. Wording changes can still influence model tool selection.
tools.verify_email description changed Informational Descriptions or metadata for verify_email changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Authentication no longer required Non-breaking Sep 16, 2026 — 10:10 AM
The endpoint now accepts unauthenticated initialization.
Verifiedinitialize succeeded without credentials.
Observed by MCP Tools Edge Scanner
Baseline captured Sep 16, 2026 — 10:10 AM
2 tools, 0 resources, 0 prompts observed. Future observations will identify outages, recoveries, protocol changes, and contract drift from this state.
VerifiedCanonical contract hash sha256:7e6265fc7912ba7b… computed from the normalized capability inventory.
Raw event details
{
  "contractHash": "sha256:7e6265fc7912ba7bd2f8e9df146fafbf3754d0e3be00a8032ab8138c8d56cdef"
}
Observed by MCP Tools Edge Scanner
Recovery Aug 14, 2026 — 9:35 PM
Endpoint returned to service after 250 minutes.
VerifiedA successful observation followed a confirmed outage (result: auth_required).
Observed by MCP Tools Edge Scanner 4 h 10 m
Outage Aug 14, 2026 — 7:30 PM
HTTP 500 with content-type unknown — this does not look like an MCP endpoint.
VerifiedTwo consecutive observations failed (latest: not_mcp, HTTP 500).
InterpretationClients depending on this endpoint may currently be unable to connect.
Raw event details
{
  "result": "not_mcp",
  "error": "HTTP 500 with content-type unknown — this does not look like an MCP endpoint."
}
Observed by MCP Tools Edge Scanner
Baseline captured — authentication required Informational Aug 6, 2026 — 5:05 AM
Endpoint is reachable; initialization requires authentication. Passive observation records availability, latency, and protocol behavior only.
Verifiedinitialize returned HTTP 401.
InterpretationAuthenticated contract monitoring can be added later (OAuth support planned).
Raw event details
{
  "httpStatus": 401,
  "wwwAuthenticate": "Bearer error=\"invalid_token\", error_description=\"No authorization provided\", resource_metadata=\"https://aient.ai/.well-known/oauth-protected-resource\"",
  "discovery": {
    "resource": "https://aient.ai/mcp",
    "authorization_servers": [
      "https://aient.ai"
    ],
    "scopes_supported": [
      "aient.mcp.read",
      "aient.mcp.onboarding",
      "aient.mcp.write"
    ]
  }
}
Observed by MCP Tools Edge Scanner