Atlas entry
mcp. autonomad. ai
16 capabilities over MCP. First atlas observation.
16 capabilities, 14 of them tools. 7 only read. 1 changes records, and it deletes or cancels. 6 have no reading.◇
AI reading, beta. side-effects v1 on claude-haiku-5.5, calibrated on MCP (golden-3). Only readings above a measured precision count. Counts are tools, not calls: no tool was called.
AI readings summary · beta
The service lists 14 tools, and 8 have AI readings.
cancel_booking is read as deleting or cancelling records.
7 tools are read as read-only, including search_events, search_flights and get_updates.
Written by code from the AI readings on this page: it groups them and says nothing they do not.
What an agent can do here
AI readings, beta · Readings on 8 of 14 MCP tools. 1 reads as deleting or cancelling.
Moves money
0
No tool read this way.
Deletes or cancels records
1 tool
cancel_booking0.86
Sends messages to people
0
No tool read this way.
Changes permissions
0
No tool read this way.
Runs code
0
No tool read this way.
Should ask a person first
0
No tool read this way.
No counted reading 6 tools No reading was counted, so any effect above is possible for them: confirm_route_hotel, create_booking_intent, message_autonomad, preview_booking_change, quote_route_hotel, request_booking_change.
What changed
First atlas observation. Atlas history
Look first
AI reading, beta: AI adds items here; it never removes one.
cancel_bookingDeletes or cancels records · 0.86
Surfaces
5 protocols checked
| ARD | Not found | No document retrieved |
|---|---|---|
| A2A | Not found | 0 skills |
| MCP | Valid | 2025-11-25 · 14 tools · 2 resources · prompts not advertised |
| OpenAPI | Not detected | 0 operations |
| WebMCP | Not detected | 0 declarative form tools · experimental |
Exact states and meaning
- ARDabsent
Exact state: not found · No document retrieved
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
- A2Aabsent
Exact state: not found · 0 skills
The supported discovery location returned no matching document.
Not found does not prove the service exposes no such interface elsewhere.
Not observed / not fetched
- MCPobserved
Exact state: valid · Revision 2025-11-25 · 14 tools · 2 resources · prompts not advertised
A usable protocol document was retrieved and validated.
Directly observed
- OpenAPIabsent
Exact state: not detected · 0 operations
No endpoint was established from the evidence and scope that InterfaceDelta inspected.
Not detected does not prove that no endpoint exists.
Not observed / not fetched
- WebMCPabsent
Exact state: not detected · 0 declarative form tools · experimental
No named declarative WebMCP form tools were observed in the origin root HTML.
Script-registered tools and other pages are not observed, so this does not mean the site has no WebMCP tools.
Not observed / not fetched
Capabilities
Showing 16 of 16.
| Tool and inputs | ◇ AI reading, beta · confidence | ||||||
|---|---|---|---|---|---|---|---|
| Read as one of the six effects 1 AI only raises attention: these rows come first. | |||||||
| component_ids, note, quote_ids, reference* | Deletes or cancels records 0.86 | Deletes or cancels records0.86 | |||||
| |||||||
| Read as none of the six 7 Not a clearance. | |||||||
| no inputs | Reads only0.90 | ||||||
| |||||||
| cursor | Reads only0.90 | ||||||
| |||||||
| category, city*, date_from*, date_to and 1 more | Reads only0.82 | ||||||
| |||||||
| city*, cuisine, date*, neighborhood and 4 more | Reads only0.83 | ||||||
| |||||||
| airport, category, city*, country and 4 more | Reads only0.81 | ||||||
| |||||||
| adults, cabin_class, children_ages, departure_date* and 9 more | Reads only0.86 | ||||||
| |||||||
| amenities, brand, check_in*, check_out* and 11 more | Reads only0.85 | ||||||
| |||||||
| No counted reading 6 No reading was counted, so any effect is possible. | |||||||
| amount_cents_heard*, quote_id*, utterance | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| expires_minutes, intent_type*, offer_data* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| needs_person, text* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| component_ids, details, reference*, type* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| adults, check_in*, nights, property_id* and 1 more | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| details*, reference*, type* | unknown | unknown | unknown | unknown | unknown | unknown | No reading |
| |||||||
| MCP resources 2 Not read by AI. | |||||||
| no inputs | Not read | ||||||
| |||||||
| no inputs | Not read | ||||||
| |||||||
Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.
Not observed in this Passport: A2A skills, MCP prompts, OpenAPI operations.
The atlas shows each capability by its plain identifier, inputs and declared sign-in. Publisher descriptions, paths, links and source evidence are not published here.
The comparison with the previous observation is shown only to the account that recorded it.
Atlas history
1 observation
- 16 capabilities · MCP 2025-11-25 · MCP endpoint validFirst observation
Fingerprint and versions
- Fingerprint
319c005d24965af7bdaf58e5b154a650abc1fb6d3bf00506f1fcf48a19ab8d9e- Passport schema
- 0.5.0, passport-semantic-v4
- Consistency
- MCP_PROMPTS_ADVERTISEMENT_LIST: not applicable · MCP_RESOURCES_ADVERTISEMENT_LIST: match · MCP_TOOLS_ADVERTISEMENT_LIST: match · OPENAPI_MCP_EXPLICIT_MAPPING: not applicable
Each class compares an observation with the previous atlas observation. Runs of unchanged observations are grouped. Struck values are what the previous observation recorded; inserted values are what this one recorded.
Declared and observed
14 tools declare hints; the AI readings agree with all 8 that have a reading.
A disagreement is not a finding about the service: either side can be wrong. How we compare declarations and readings.
About this entry
ai.autonomad/travelListedOfficial MCP Registry · first listed 10 Sep 2026 · last listed 20 Oct 2026
Passive observations of a public interface listed in the Official MCP Registry. An observation does not verify security, ownership or compliance, and InterfaceDelta assigns no scores or rankings. Methodology · Report an inaccuracy · Ask for removal
Identity and snapshot
- Target key
sha256:c4cbc81082cb1e877697179de55a9b919e2d89252b5c34de24e22f5574b8f6ae- Locator SHA-256
f5155e0a8fba1a15c9b36325265cd25ccdc099c21c334201aff3a35d5901c88b- Snapshot generated
- 11 Nov 2026, 22:36 UTC
The entry is one exact observed target, not a real-world service identity, and implies no ownership. Endpoint paths are not published; the locator hash lets an operator confirm their own URL.

