Atlas entry

`mcp.gondola.ai`

46 capabilities over MCP. The inventory is incomplete. First atlas observation.

Observed 8 Nov 2026, 10:04 UTC · passive: no tools called, no credentials sent · sha256:1d1dd5…ef71

46 tools. 31 only read. 5 change records, and 3 of those delete or cancel. 10 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 46 tools, and 36 have AI readings.

cancel_flight_booking, delete_rate_alert and cancel_vehicle_booking are read as deleting or cancelling records.

select_flight_seats is read as changing records.

create_rate_alert is read as creating records.

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 36 of 46 MCP tools. 3 read as deleting or cancelling.

Moves money
0
No tool read this way.
Deletes or cancels records
3 tools
- cancel_vehicle_booking0.90
- delete_rate_alert0.88
- cancel_flight_booking0.80
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 10 tools No reading was counted, so any effect above is possible for them: book_flight, book_hotel, book_vehicle, credit_card_coverage, get_booking_link, get_flight_points, get_suggested_searches, get_vehicle_booking_link, predict_price, prepare_flight_booking.

What changed

First atlas observation. Atlas history

Look first

AI reading, beta: AI adds items here; it never removes one.

cancel_vehicle_bookingDeletes or cancels records · 0.90
delete_rate_alertDeletes or cancels records · 0.88
cancel_flight_bookingDeletes or cancels records · 0.80

Surfaces

5 protocols checked

ARD	Not found	No document retrieved
A2A	Not found	0 skills
MCP	Valid	2026-07-28 · 46 tools · 0 resources retained · listing incomplete · prompts not advertised
OpenAPI	Not detected	0 operations
WebMCP	Not detected	0 declarative form tools · experimental

Exact states and meaning

ARD
absent
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
A2A
absent
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
MCP
observed
Exact state: valid · Revision 2026-07-28 · 46 tools · 0 resources retained · listing incomplete · prompts not advertised
A usable protocol document was retrieved and validated.
Directly observed
OpenAPI
absent
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
WebMCP
absent
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

46 · inventory incomplete

Showing 46 of 46.

Tool and inputs							◇ AI reading, beta · confidence
Read as one of the six effects 3 AI only raises attention: these rows come first.
booking_id*, cancellation_id, confirm, currency and 4 more◇ AIDeletes or cancels records 0.80		Deletes or cancels records 0.80					Deletes or cancels records0.80
`cancel_flight_booking` inputs `booking_id` (required), `cancellation_id`, `confirm`, `currency` and 4 more AI Deletes or cancels records 0.80
booking_id*, confirm◇ AIDeletes or cancels records 0.90		Deletes or cancels records 0.90					Deletes or cancels records0.90
`cancel_vehicle_booking` inputs `booking_id` (required), `confirm` AI Deletes or cancels records 0.90
alert_id*◇ AIDeletes or cancels records 0.88		Deletes or cancels records 0.88					Deletes or cancels records0.88
`delete_rate_alert` inputs `alert_id` (required) AI Deletes or cancels records 0.88
Read as none of the six 33 Not a clearance.
checkin, checkout, hotel_ids*, num_adults							Reads only0.85
`compare_rates` inputs `checkin` (required), `checkout` (required), `hotel_ids` (required), `num_adults` AI Reads only 0.85
checkin, checkout, hotel_id*							Creates records0.85
`create_rate_alert` inputs `checkin`, `checkout`, `hotel_id` (required) AI Creates records 0.85
checkin, checkout, hotel_id*, num_adults and 1 more							Reads only0.80
`diagnose_rates` inputs `checkin` (required), `checkout` (required), `hotel_id` (required), `num_adults` and 1 more AI Reads only 0.80
booking_id*							Reads only0.85
`get_booking` inputs `booking_id` (required) AI Reads only 0.85
cursor, limit							Reads only0.91
`get_favorite_hotels` inputs `cursor`, `limit` AI Reads only 0.91
booking_id*, test							Reads only0.87
`get_flight_booking` inputs `booking_id` (required), `test` AI Reads only 0.87
no inputs							Reads only0.88
`get_flight_credits` AI Reads only 0.88
handoff_id, quote_id, test							Reads only0.82
`get_flight_seats` inputs `handoff_id` (required), `quote_id` (required), `test` AI Reads only 0.82
no inputs							Reads only0.90
`get_free_night_credits` AI Reads only 0.90
hotel_id*							Reads only0.80
`get_hotel_details` inputs `hotel_id` (required) AI Reads only 0.80
checkin, checkout, hotel_id*, num_adults and 1 more							Reads only0.88
`get_hotel_rates` inputs `checkin` (required), `checkout` (required), `hotel_id` (required), `num_adults` and 1 more AI Reads only 0.88
hotel_id*							Reads only0.84
`get_hotel_reviews` inputs `hotel_id` (required) AI Reads only 0.84
hotel_id, nightly_cash_cost, nightly_cash_cost_currency*, nightly_points_cost							Reads only0.82
`get_hotel_stats` inputs `hotel_id` (required), `nightly_cash_cost` (required), `nightly_cash_cost_currency` (required), `nightly_points_cost` AI Reads only 0.82
no inputs							Reads only0.85
`get_loyalty_accounts` AI Reads only 0.85
end_date, hotel_id, nights, start_date*							Reads only0.80
`get_multi_night_rates` inputs `end_date` (required), `hotel_id` (required), `nights`, `start_date` (required) AI Reads only 0.80
limit, page							Reads only0.91
`get_past_trips` inputs `limit`, `page` AI Reads only 0.91
no inputs							Reads only0.82
`get_payment_methods` AI Reads only 0.82
category, cursor, deadline_from, deadline_to and 2 more							Reads only0.90
`get_promotions` inputs `category`, `cursor`, `deadline_from`, `deadline_to` and 2 more AI Reads only 0.90
no inputs							Reads only0.91
`get_rate_alerts` AI Reads only 0.91
checkin, checkout, destination, hotel_id* and 1 more							Reads only0.81
`get_similar_hotels` inputs `checkin` (required), `checkout` (required), `destination`, `hotel_id` (required) and 1 more AI Reads only 0.81
no inputs							Reads only0.87
`get_suite_upgrade_credits` AI Reads only 0.87
no inputs							Reads only0.90
`get_travel_profiles` AI Reads only 0.90
no inputs							Reads only0.90
`get_traveler_context` AI Reads only 0.90
no inputs							Reads only0.90
`get_upcoming_trips` AI Reads only 0.90
booking_id*							Reads only0.91
`get_vehicle_booking` inputs `booking_id` (required) AI Reads only 0.91
booking_id*							Reads only0.84
`get_vehicle_booking_coverage` inputs `booking_id` (required) AI Reads only 0.84
acriss_code, desk_kind, pickup_location, rate_code* and 3 more							Reads only0.85
`get_vehicle_details` inputs `acriss_code`, `desk_kind`, `pickup_location`, `rate_code` (required) and 3 more AI Reads only 0.85
no inputs							Reads only0.84
`optimize_loyalty_portfolio` AI Reads only 0.84
attraction_id, classification, end_date, include_unavailable and 10 more							Reads only0.87
`search_events` inputs `attraction_id`, `classification`, `end_date`, `include_unavailable` and 10 more AI Reads only 0.87
airlines, cabin_class, departure_date, destination and 7 more							Reads only0.80
`search_flights` inputs `airlines`, `cabin_class`, `departure_date` (required), `destination` (required) and 7 more AI Reads only 0.80
chain_name, checkin, checkout, hotel_name and 2 more							Reads only0.90
`search_hotels` inputs `chain_name`, `checkin` (required), `checkout` (required), `hotel_name` and 2 more AI Reads only 0.90
dropoff_datetime, dropoff_query, pickup_datetime, pickup_location* and 4 more							Reads only0.88
`search_vehicles` inputs `dropoff_datetime` (required), `dropoff_query`, `pickup_datetime` (required), `pickup_location` (required) and 4 more AI Reads only 0.88
handoff_id, quote_id, seat_selection_tokens*, test							Changes records0.80
`select_flight_seats` inputs `handoff_id` (required), `quote_id` (required), `seat_selection_tokens` (required), `test` AI Changes records 0.80
No counted reading 10 No reading was counted, so any effect is possible.
confirm, consent_version, contact, currency and 6 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`book_flight` inputs `confirm` (required), `consent_version` (required), `contact` (required), `currency` (required) and 6 more
email_address, family_name, given_name, gondola_rate_id* and 5 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`book_hotel` inputs `email_address`, `family_name`, `given_name`, `gondola_rate_id` (required) and 5 more
acriss_code, email_address, family_name, given_name and 7 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`book_vehicle` inputs `acriss_code` (required), `email_address` (required), `family_name` (required), `given_name` (required) and 7 more
card_number_bin, card_provider, credit_card_product_name	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`credit_card_coverage` inputs `card_number_bin`, `card_provider`, `credit_card_product_name`
checkin, checkout, gondola_rate_id, hotel_id* and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_booking_link` inputs `checkin` (required), `checkout` (required), `gondola_rate_id`, `hotel_id` (required) and 1 more
departure_date, pending_sources, search_id, test	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_flight_points` inputs `departure_date` (required), `pending_sources`, `search_id` (required), `test`
no inputs	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_suggested_searches`
dropoff_datetime, pickup_datetime, rate_code, search_id and 1 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`get_vehicle_booking_link` inputs `dropoff_datetime` (required), `pickup_datetime` (required), `rate_code` (required), `search_id` (required) and 1 more
checkin, checkout, hotel_id, nightly_cash_cost and 2 more	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`predict_price` inputs `checkin` (required), `checkout` (required), `hotel_id` (required), `nightly_cash_cost` (required) and 2 more
selection_token*, test	unknown	unknown	unknown	unknown	unknown	unknown	No reading
`prepare_flight_booking` inputs `selection_token` (required), `test`

Read as this effect No reading: unknown Not read as this effect◇ AI readings, beta. A zero is a count, not a clearance.

MCP resources 0+ observed

Inventory incomplete. The displayed count is a lower bound; missing items do not prove removal.

None recorded in this Passport.

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

8 Nov 2026, 10:04 UTC46 capabilities · MCP 2026-07-28 · MCP endpoint truncated · 1 incomplete inventory groupFirst observation
Fingerprint and versions
Fingerprint
1d1dd50d03f058952987e38dbacdf8e48698674e1509f2983ea26859fc70ef71 (incomplete)
Passport schema
0.5.0, passport-semantic-v4
Consistency
MCP_PROMPTS_ADVERTISEMENT_LIST: not applicable · MCP_RESOURCES_ADVERTISEMENT_LIST: indeterminate · 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

46 tools declare hints; the AI readings agree with all 36 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

Majestic link rank 904,057 of the top million for gondola.ai. Link popularity: Majestic Million (CC BY 3.0)

ai.gondola/gondola
Listed
Official MCP Registry · first listed 12 Sep 2026 · last listed 23 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:d47c188e7bf0b08a3554bdce1d76fca1c065b77ef1a6f2cb274b396a7712ba16
Locator SHA-256: 9dc511da618e354e45d7cbb1bbbb25c5b3ac81ee92c5d2fecea37a88005ea797
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.

Capability facts

As observed from outside, at the time below

Observed: 8 Nov 2026, 10:04 UTC
Signed: 8 Nov 2026, 12:42 UTC

Protocols: MCP
Tools: 46
Declared sign-in: None declared

Effects counted AI readings, beta

Moves money: 0
Deletes or cancels records: 3
Sends messages to people: 0
Changes permissions: 0
Runs code: 0
Asks a person: 0

46 tools examined; 36 counted above a measured threshold.

Declared vs read disagreements

Declared read-only, read as writing: 0
Declared destructive, read as not writing: 0
Declared non-destructive, read as deleting: 0
Declared closed-world, read as reaching out: 0

Change since previous: First observation
Label status: Current