Vacation rental discovery, direct booking, and property protection for AI agents.
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Scored across 67 tools
Several tools are explicitly aliases or near-duplicates (e.g., analyze_guest_communication_risk, detect_guest_communication_risk, detect_guest_message_threat_pattern; get_dispute_defense_packet_for_booking, get_chargeback_defense_for_booking, get_dispute_evidence_bundle_for_booking). Search and evidence-verification tools also overlap heavily, making it hard to choose the right one without trial and error.
All names use snake_case, but verb and noun conventions vary: get_ vs fetch_ vs analyze_ vs assess_ vs detect_, and inconsistent domain prefixes ('vacation_rental', 'rental', 'str', or none). It remains readable but not predictably patterned.
67 tools is far beyond a reasonable scope for this server, with many redundant aliases and niche/one-off tools (Philadelphia landmarks, founding-member availability, World Cup compliance). The surface is heavily bloated.
The set covers search, booking, risk analysis, evidence, maintenance, and compliance broadly, but lacks obvious core operations such as booking cancellation/modification, property create/update, and guest messaging. Niche Philadelphia tools inflate the count without filling those gaps.
Recent tool additions, removals, and schema changes observed during successful MCP inspections.
search_vacation_rentals_by_description1 field changedInput schema / properties / threshold / descriptionPrevious value: -"Similarity threshold 0-1 (default 0.7)"New value: +"Match strictness (higher = stricter)"fetch_vacation_rental_detailssearch_vacation_rentalssearch_world_cup_rentalsanalyze_booking_threat_riskanalyze_communicationanalyze_guest_communication_riskanalyze_guest_interaction_riskanalyze_interaction_riskanalyze_threat_riskask_property_questionask_vacation_rental_questionassess_booking_riskassess_extended_stay_squatter_riskassess_vacation_rental_booking_riskassign_cleanerassign_cleaner_to_rental_turnoverbook_vacation_rental_directcheck_availabilitycheck_guest_risk_scorecheck_permit_requirementscheck_protection_statuscheck_str_permit_requirementscheck_vacation_rental_availability_and_pricingcheck_vacation_rental_protection_statuscheck_world_cup_2026_str_compliancecheck_world_cup_compliancecompare_propertiescompare_vacation_rentals_side_by_sidecreate_bookingcreate_maintenance_taskcreate_rental_maintenance_taskdetect_guest_communication_riskdetect_guest_message_threat_patterndetect_risk_patterndetect_threat_patternfind_similar_propertiesfind_similar_vacation_rentalsflag_booking_for_enhanced_monitoringflag_suspicious_bookingforecast_vacation_rental_demandgenerate_google_vacation_rentals_feedgenerate_google_vr_feedgenerate_str_tax_documentationgenerate_tax_documentationget_chargeback_defense_for_bookingget_chargeback_defense_packetget_cleaning_scheduleget_demand_forecastget_dispute_defense_packetget_dispute_defense_packet_for_bookingget_dispute_evidence_bundleget_dispute_evidence_bundle_for_bookingget_evidence_timelineget_evidence_timeline_for_rentalget_founding_members_statusget_host_reputationget_house_rulesget_insurance_requirementsget_jurisdiction_rulesget_lilo_founding_member_availabilityget_lilo_protection_network_statsget_local_recommendationsget_local_recommendations_near_rentalget_maintenance_scheduleget_neighborhood_info_for_rentalget_neighborhood_intelget_network_statsget_onboarding_statusget_philadelphia_250th_anniversary_eventsget_philadelphia_250th_eventsget_philadelphia_landmarkget_philadelphia_landmark_detailsget_philadelphia_world_cup_2026_infoget_philadelphia_worldcup_infoget_pricing_intelligenceget_propertyget_property_ai_manifestget_property_faqsget_property_inventoryget_property_manifestget_property_reputationget_rental_cleaning_scheduleget_rental_maintenance_scheduleget_short_term_rental_regulationsget_squatter_riskget_str_insurance_requirementsget_trust_certificateget_vacation_rental_ai_manifestget_vacation_rental_detailsget_vacation_rental_faqsget_vacation_rental_host_reputationget_vacation_rental_house_rulesget_vacation_rental_identity_manifestget_vacation_rental_inventoryget_vacation_rental_onboarding_statusget_vacation_rental_pricing_analysisget_vacation_rental_reputation_scoreget_vacation_rental_trust_certificateingest_philadelphia_dataingest_philadelphia_public_recordsnatural_language_searchpredict_booking_chargeback_probabilitypredict_chargeback_riskquery_evidence_chainquery_vacation_rental_evidence_chainrecord_guest_interaction_to_evidencerecord_interactionreport_inventory_issuereport_rental_inventory_issuescreen_guest_before_bookingsearch_by_amenity_naturalsearch_market_discoverysearch_philadelphia_event_venuessearch_philadelphia_historicsearch_philadelphia_historic_propertiessearch_philadelphia_venuessearch_propertiessearch_vacation_rental_marketsearch_vacation_rentals_by_amenitiessearch_vacation_rentals_by_descriptionsearch_vacation_rentals_by_locationverify_checkout_conditionverify_evidenceverify_evidence_anchorverify_evidence_anchor_integrityverify_guest_identityverify_guest_identity_for_check_inverify_rental_checkout_conditionverify_trust_chainverify_vacation_rental_evidence_recordverify_vacation_rental_trust_chainanalyze_communicationanalyze_interaction_riskassess_booking_riskget_dispute_defense_packetget_onboarding_statusdetect_extortion_patterndetect_risk_patternverify_evidence_anchor2 fields changedInput schema / properties / evidence_hashAdded value: +{
+ "description": "Evidence hash (alternative to evidence_id)",
+ "type": "string"
+}Input schema / properties / sha256_hashRemoved value: -{
- "description": "Cryptographic hash (alternative to evidence_id)",
- "type": "string"
-}natural_language_searchsearch_by_amenity_naturalsearch_by_amenity_semanticsemantic_property_searchverify_trust_chain1 field changedInput schema / properties / envelope_hash / descriptionPrevious value: -"SHA-256 hash of the evidence envelope to verify"New value: +"Hash of the evidence envelope to verify"get_trust_certificateverify_trust_chainverify_blockchain_anchorverify_evidence_anchoranalyze_threat_riskask_property_questionassign_cleanercheck_availabilitycheck_guest_risk_scorecheck_permit_requirementscheck_protection_statuscheck_world_cup_compliancecompare_propertiescreate_bookingcreate_maintenance_taskdetect_extortion_patterndetect_threat_patternfind_similar_propertiesflag_suspicious_bookinggenerate_google_vr_feedgenerate_tax_documentationget_chargeback_defense_packetget_cleaning_scheduleget_demand_forecastget_dispute_evidence_bundleget_evidence_timelineget_founding_members_statusget_host_reputationget_house_rulesget_insurance_requirementsget_jurisdiction_rulesget_local_recommendationsget_maintenance_scheduleget_neighborhood_intelget_network_statsget_philadelphia_250th_eventsget_philadelphia_landmarkget_philadelphia_worldcup_infoget_pricing_intelligenceget_propertyget_property_ai_manifestget_property_faqsget_property_inventoryget_property_manifestget_property_reputationget_squatter_riskingest_philadelphia_datapredict_chargeback_riskquery_evidence_chainrecord_interactionreport_inventory_issuesearch_by_amenity_semanticsearch_market_discoverysearch_philadelphia_historicsearch_philadelphia_venuessearch_propertiessemantic_property_searchverify_blockchain_anchorverify_checkout_conditionverify_evidenceverify_guest_identityBook real hotel and resort stays from any AI agent: all-in pricing, hosted Stripe checkout, no key.
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