Flighty MCP
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TDQS
Scored across 48 tools
Several clusters overlap heavily: apply_changes claims to support all 43 actions already exposed by dedicated tools (update_ticket, set_flight_note, set_flight_archived, delete_flight), so an agent cannot easily tell when to use the generic editor versus the specific mutator. Airport status has five near-siblings (get_airport_status, get_airport_mini_status, get_airport_board, get_airports_home, get_airports_map), and the read/sync path is split across list_flights, sync_account, get_account_records, poll_flight, and wait_for_sync. Descriptions help somewhat but boundaries remain fuzzy.
Almost everything follows a snake_case verb_noun convention (get_*, search_*, set_*, subscribe_*, request_*), with resource-first lookup tools still using a consistent get_ prefix. Minor deviations like apply_changes and wait_for_sync are still readable verb phrases, and the mixed get_/lookup_ pair (get_airport_status vs lookup_aircraft) is a small blemish.
48 tools is far more than a coherent MCP surface needs; the set mirrors nearly every app endpoint, including marginal ones such as mark_year_in_review_viewed, submit_attribution, redeem_promo_code, and register_anonymous_user. Many tools earn no place for typical agent workflows and dilute the surface.
Coverage of the Flighty domain is broad: flight search/discovery, subscribe/archive/note/ticket edits, manual flights, account sync and record categories, reference lookups, airport boards, friends/invites, sharing, and schema introspection. Only minor gaps exist (e.g. reading an existing share link or invite list appears absent), which an agent can work around.