Autonomad Travel MCP · Autonomad

Operational
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https://mcp.autonomad.ai/mcp
Badge
100%
Availability · 30 days · 349 checks
238 ms
Latency (last observation)
rev 16
Contract
9days
Schema stable
0
Incidents · 30 days
Aug 6, 2026
Observed since

Availability — last 30 days

No failures Some failures Mostly failing Auth required No observations

Last observed 2 h ago by MCP Tools Edge Scanner · scheduled every 120 min

Server version changed Informational Nov 1, 2026 — 3:50 PM
Server reports version 1.6.4 (was 1.6.3).
Verifiedinitialize returned serverInfo.version 1.6.4.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Nov 1, 2026 — 1:45 PM
5 description/metadata changes; the functional contract is unchanged (hash sha256:fc452b82f115a79c…).
VerifiedDescriptions or metadata for create_booking_intent changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.create_booking_intent description changed Informational Descriptions or metadata for create_booking_intent changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_activities description changed Informational Descriptions or metadata for search_activities changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_events description changed Informational Descriptions or metadata for search_events changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_flights description changed Informational Descriptions or metadata for search_flights changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_hotels description changed Informational Descriptions or metadata for search_hotels changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Server version changed Informational Oct 28, 2026 — 4:05 AM
Server reports version 1.6.3 (was 1.6.2).
Verifiedinitialize returned serverInfo.version 1.6.3.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 27, 2026 — 7:50 PM
10 description/metadata changes; the functional contract is unchanged (hash sha256:fc452b82f115a79c…).
VerifiedDescriptions or metadata for cancel_booking changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.cancel_booking description changed Informational Descriptions or metadata for cancel_booking changed.
No structural change. Wording changes can still influence model tool selection.
tools.create_booking_intent description changed Informational Descriptions or metadata for create_booking_intent changed.
No structural change. Wording changes can still influence model tool selection.
tools.get_updates description changed Informational Descriptions or metadata for get_updates changed.
No structural change. Wording changes can still influence model tool selection.
tools.message_autonomad description changed Informational Descriptions or metadata for message_autonomad changed.
No structural change. Wording changes can still influence model tool selection.
tools.preview_booking_change description changed Informational Descriptions or metadata for preview_booking_change changed.
No structural change. Wording changes can still influence model tool selection.
tools.quote_route_hotel description changed Informational Descriptions or metadata for quote_route_hotel changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_dining description changed Informational Descriptions or metadata for search_dining changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_events description changed Informational Descriptions or metadata for search_events changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_flights description changed Informational Descriptions or metadata for search_flights changed.
No structural change. Wording changes can still influence model tool selection.
tools.search_hotels description changed Informational Descriptions or metadata for search_hotels changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Server version changed Informational Oct 24, 2026 — 5:25 PM
Server reports version 1.6.2 (was 1.6.1).
Verifiedinitialize returned serverInfo.version 1.6.2.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 23, 2026 — 10:50 PM
1 description/metadata change; the functional contract is unchanged (hash sha256:fc452b82f115a79c…).
VerifiedDescriptions or metadata for message_autonomad changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.message_autonomad description changed Informational Descriptions or metadata for message_autonomad changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Non-breaking contract changes (5) Non-breaking Oct 23, 2026 — 12:30 PM
1 non-breaking change. Optional parameter quote_ids was added at cancel_booking.inputSchema.
VerifiedOptional parameter quote_ids was added at cancel_booking.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 15,
  "afterRev": 16,
  "changeCount": 5
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (2) Non-breaking Oct 21, 2026 — 6:35 AM
2 non-breaking changes. New tool confirm_route_hotel was added.
VerifiedNew tool confirm_route_hotel was added.
InterpretationExisting clients are unaffected.
Raw event details
{
  "beforeRev": 14,
  "afterRev": 15,
  "changeCount": 2
}
View full diff Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 21, 2026 — 4:30 AM
1 description/metadata change; the functional contract is unchanged (hash sha256:e96d3ce348a1a427…).
VerifiedDescriptions or metadata for create_booking_intent changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.create_booking_intent description changed Informational Descriptions or metadata for create_booking_intent changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Breaking contract change: tools.find_hotels_on_route Breaking Oct 20, 2026 — 4:00 PM
1 breaking change. Tool find_hotels_on_route was removed.
VerifiedTool find_hotels_on_route was removed.
InterpretationClients that call find_hotels_on_route will receive errors and may require an update.
Raw event details
{
  "beforeRev": 13,
  "afterRev": 14,
  "changeCount": 1
}
View full diff Observed by MCP Tools Edge Scanner
Server version changed Informational Oct 20, 2026 — 1:55 PM
Server reports version 1.6.1 (was 1.6.0).
Verifiedinitialize returned serverInfo.version 1.6.1.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Breaking contract changes (3) Breaking Oct 20, 2026 — 11:50 AM
1 breaking change. create_booking_intent.inputSchema.intent_type no longer accepts activity, event, experiences.
Verifiedcreate_booking_intent.inputSchema.intent_type no longer accepts activity, event, experiences.
InterpretationExisting calls that send these values are no longer schema-valid.
Raw event details
{
  "beforeRev": 12,
  "afterRev": 13,
  "changeCount": 3
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract change: tools.find_hotels_on_route Non-breaking Oct 20, 2026 — 5:35 AM
1 non-breaking change. New tool find_hotels_on_route was added.
VerifiedNew tool find_hotels_on_route was added.
InterpretationExisting clients are unaffected.
Raw event details
{
  "beforeRev": 11,
  "afterRev": 12,
  "changeCount": 1
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (35) Non-breaking Oct 19, 2026 — 11:20 PM
30 non-breaking changes. Optional parameter arrival_airports was added at search_activities.inputSchema.place.
VerifiedOptional parameter arrival_airports was added at search_activities.inputSchema.place.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 10,
  "afterRev": 11,
  "changeCount": 35
}
View full diff Observed by MCP Tools Edge Scanner
Server version changed Informational Oct 18, 2026 — 10:20 PM
Server reports version 1.6.0 (was 1.5.0).
Verifiedinitialize returned serverInfo.version 1.6.0.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Breaking contract changes (5) Breaking Oct 18, 2026 — 6:10 PM
1 breaking, 3 non-breaking changes. Tool change_booking was removed.
VerifiedTool change_booking was removed.
InterpretationClients that call change_booking will receive errors and may require an update.
Raw event details
{
  "beforeRev": 9,
  "afterRev": 10,
  "changeCount": 5
}
View full diff Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 17, 2026 — 5:15 PM
3 description/metadata changes; the functional contract is unchanged (hash sha256:8e4dac3243ef3af4…).
VerifiedDescriptions or metadata for change_booking changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.change_booking description changed Informational Descriptions or metadata for change_booking changed.
No structural change. Wording changes can still influence model tool selection.
tools.create_booking_intent description changed Informational Descriptions or metadata for create_booking_intent changed.
No structural change. Wording changes can still influence model tool selection.
tools.message_autonomad description changed Informational Descriptions or metadata for message_autonomad changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Non-breaking contract changes (11) Non-breaking Oct 14, 2026 — 7:01 PM
6 non-breaking changes. Optional parameter place was added at search_activities.inputSchema.
VerifiedOptional parameter place was added at search_activities.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 8,
  "afterRev": 9,
  "changeCount": 11
}
View full diff Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 13, 2026 — 10:31 PM
1 description/metadata change; the functional contract is unchanged (hash sha256:419c0b8782f9fc4f…).
VerifiedDescriptions or metadata for autonomad://hotels changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
resources.autonomad://hotels description changed Informational Descriptions or metadata for autonomad://hotels changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Non-breaking contract changes (3) Non-breaking Oct 13, 2026 — 6:00 AM
2 non-breaking changes. Optional parameter airport was added at search_events.inputSchema.
VerifiedOptional parameter airport was added at search_events.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 7,
  "afterRev": 8,
  "changeCount": 3
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (2) Non-breaking Oct 12, 2026 — 7:41 PM
1 non-breaking change. Optional parameter flexible was added at search_hotels.inputSchema.
VerifiedOptional parameter flexible was added at search_hotels.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 6,
  "afterRev": 7,
  "changeCount": 2
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (5) Non-breaking Oct 12, 2026 — 3:40 PM
3 non-breaking changes. Optional parameter adults was added at search_flights.inputSchema.
VerifiedOptional parameter adults was added at search_flights.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 5,
  "afterRev": 6,
  "changeCount": 5
}
View full diff Observed by MCP Tools Edge Scanner
Server version changed Informational Oct 11, 2026 — 2:45 PM
Server reports version 1.5.0 (was 1.4.0).
Verifiedinitialize returned serverInfo.version 1.5.0.
InterpretationVersion changes often accompany contract or behavior changes; drift detection will confirm.
Observed by MCP Tools Edge Scanner
Breaking contract changes (12) Breaking Oct 11, 2026 — 2:45 PM
2 breaking, 1 non-breaking changes. Parameter action was removed from message_autonomad.inputSchema.
VerifiedParameter action was removed from message_autonomad.inputSchema.
InterpretationExisting calls that send action may be rejected or silently ignored, depending on the server.
Raw event details
{
  "beforeRev": 4,
  "afterRev": 5,
  "changeCount": 12
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (2) Non-breaking Oct 10, 2026 — 3:35 AM
2 non-breaking changes. New tool get_updates was added.
VerifiedNew tool get_updates was added.
InterpretationExisting clients are unaffected.
Raw event details
{
  "beforeRev": 3,
  "afterRev": 4,
  "changeCount": 2
}
View full diff Observed by MCP Tools Edge Scanner
Non-breaking contract changes (5) Non-breaking Oct 8, 2026 — 4:10 AM
4 non-breaking changes. Optional parameter destination_iata was added at search_hotels.inputSchema.
VerifiedOptional parameter destination_iata was added at search_hotels.inputSchema.
InterpretationExisting calls are unaffected.
Raw event details
{
  "beforeRev": 2,
  "afterRev": 3,
  "changeCount": 5
}
View full diff Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Oct 5, 2026 — 6:11 PM
1 description/metadata change; the functional contract is unchanged (hash sha256:370f90d0343df17e…).
VerifiedDescriptions or metadata for search_events changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.search_events description changed Informational Descriptions or metadata for search_events changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Descriptions or metadata changed Informational Sep 11, 2026 — 8:45 PM
1 description/metadata change; the functional contract is unchanged (hash sha256:370f90d0343df17e…).
VerifiedDescriptions or metadata for create_booking_intent changed.
InterpretationNo structural change. Wording changes can still influence model tool selection.
PathChangeClassificationDetail
tools.create_booking_intent description changed Informational Descriptions or metadata for create_booking_intent changed.
No structural change. Wording changes can still influence model tool selection.
Observed by MCP Tools Edge Scanner
Breaking contract changes (2) Breaking Sep 9, 2026 — 11:45 AM
2 breaking changes. Tool search_transport was removed.
VerifiedTool search_transport was removed.
InterpretationClients that call search_transport will receive errors and may require an update.
Raw event details
{
  "beforeRev": 1,
  "afterRev": 2,
  "changeCount": 2
}
View full diff Observed by MCP Tools Edge Scanner
Latency recovered below 1,000 ms Informational Aug 6, 2026 — 10:30 PM
Latest observation: 139 ms.
VerifiedObserved initialization latency: 139 ms.
Observed by MCP Tools Edge Scanner
Latency crossed above 1,000 ms Informational Aug 6, 2026 — 8:30 PM
Three consecutive observations exceeded 1,000 ms (latest: 1818 ms).
VerifiedObserved initialization latency: 1818 ms.
InterpretationClients may experience slow tool discovery and responses.
Observed by MCP Tools Edge Scanner
Baseline captured Aug 6, 2026 — 5:30 AM
8 tools, 2 resources, 0 prompts observed. Future observations will identify outages, recoveries, protocol changes, and contract drift from this state.
VerifiedCanonical contract hash sha256:937ac726e26532b4… computed from the normalized capability inventory.
Raw event details
{
  "contractHash": "sha256:937ac726e26532b459fcd791c1ed40ce2819bfd4412d218aff61d96d4beed02e"
}
Observed by MCP Tools Edge Scanner