Robin Saige we check the tools AI agents call

lilo Vacation Rentals

io.github.lilo-property/mcp-server

Vacation rental discovery, direct booking, and property protection for AI agents.

— the operator's own registry description reported

Publisher io.github.lilo-property · first seen 2026-08-12 · endpoint https://mcp.lilo.property/mcp

allow
verdict
stale-rich-fast-solo
cluster
ok_tools
answers
67
tools served

Dependency rating derived

allow — stale-rich-fast-solo — safe to depend on

Cluster stale-rich-fast-solo · distinctiveness 0.679 (unusual). Every figure is a percentile or class within the 11,094-server censussee the whole spectrum.

Reach — can an agent get to it?
answersalive_tools
latency23 ms
vs populationfast
protocolstale
authopen
Use — can it use it?
tools67
vs populationhigh
capabilities2
harnessA
Trust — can it rely on it?
identitysolo
servers on its host1
verifiabilityunassessed
duplicate inventoryno
drift events0
answers trueno primary

🔏 Signed receipt rr_4097a23c98b707c475f40acd · ed25519 · key rs-rcpt-2026-08 — this rating is tamper-evident; an agent gets the full signature from check_server and can verify it against the published key.

Tools last seen

analyze_booking_threat_risk analyze_guest_communication_risk analyze_guest_interaction_risk ask_vacation_rental_question assess_extended_stay_squatter_risk assess_vacation_rental_booking_risk assign_cleaner_to_rental_turnover book_vacation_rental_direct check_str_permit_requirements check_vacation_rental_availability_and_pricing check_vacation_rental_protection_status check_world_cup_2026_str_compliance compare_vacation_rentals_side_by_side create_rental_maintenance_task detect_guest_communication_risk detect_guest_message_threat_pattern fetch_vacation_rental_details find_similar_vacation_rentals flag_booking_for_enhanced_monitoring forecast_vacation_rental_demand generate_google_vacation_rentals_feed generate_str_tax_documentation get_chargeback_defense_for_booking get_dispute_defense_packet_for_booking get_dispute_evidence_bundle_for_booking get_evidence_timeline_for_rental get_lilo_founding_member_availability get_lilo_protection_network_stats get_local_recommendations_near_rental get_neighborhood_info_for_rental get_philadelphia_250th_anniversary_events get_philadelphia_landmark_details get_philadelphia_world_cup_2026_info get_rental_cleaning_schedule get_rental_maintenance_schedule get_short_term_rental_regulations get_str_insurance_requirements get_vacation_rental_ai_manifest get_vacation_rental_details get_vacation_rental_faqs get_vacation_rental_host_reputation get_vacation_rental_house_rules get_vacation_rental_identity_manifest get_vacation_rental_inventory get_vacation_rental_onboarding_status get_vacation_rental_pricing_analysis get_vacation_rental_reputation_score get_vacation_rental_trust_certificate ingest_philadelphia_public_records predict_booking_chargeback_probability query_vacation_rental_evidence_chain record_guest_interaction_to_evidence report_rental_inventory_issue screen_guest_before_booking search_philadelphia_event_venues search_philadelphia_historic_properties search_vacation_rental_market search_vacation_rentals search_vacation_rentals_by_amenities search_vacation_rentals_by_description search_vacation_rentals_by_location search_world_cup_rentals verify_evidence_anchor_integrity verify_guest_identity_for_check_in verify_rental_checkout_condition verify_vacation_rental_evidence_record verify_vacation_rental_trust_chain

Harness readiness observed

Can an agent's harness pick this tool and call it correctly? Graded on the three things an agent reads — name, description, typed parameters. Band A — an agent can pick and call these reliably.

legibility checktools passingok
name is clear & specific67/67
has a description67/67
description is substantive67/67
parameters are typed67/67
parameters are described67/67

67 of 67 tools graded · 67 with a captured input schema. RS-008, Tier-1 — no domain knowledge, applies to any tool. “Alive” is not the same as “usable”.

Truth checks observed

Not in the Tier-2 trade lane, or not yet checked. Tier-2 re-derives a server's answers against published primary sources — see truth checks.

Protocol conformance observed

2024-11-05
protocol version
session model
1.1.0
server version lilo-properties

Capabilities: resources tools

Drift

No confirmed drift on record. Baseline set 2026-08-14; changes appear here after human review.

History observed

Every probe we made, oldest → newest (2 shown, 2026-08-12 → 2026-08-14). Green answered · amber answered-but-walled · red no useful answer. A gap in our cadence is a gap in coverage, not evidence about the server.

changelog (1 events)
datetypewhat changed
2026-08-12outcomefirst probe: ok_tools
raw probe records
probed (UTC) outcomehttpmsprotocol
2026-08-14T19:59:44Zok_tools200232024-11-05
2026-08-12T05:34:57Zok_tools200282024-11-05

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verdict badge

Operators: put the live verdict in your README — it updates with every census, links back here, and is a dated observation, never a warranty:

[![Robin Saige verdict](https://robinsaige.com/badge/io.github.lilo-property/mcp-server.svg)](https://robinsaige.com/s/io.github.lilo-property/mcp-server)

Depend on it? Subscribe to its change feed — outcome changes and confirmed drift, no account needed. Building on it? The full dossier as JSON — verdict, rating, truth checks, history — stable enough to gate CI on.

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