Leaderboard/Whaber Oracle
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Whaber Oracle

Ground truth operational layer for urban transfers in LatAm.

97/100
Operational Score
Score Breakdown
Availability30/30
Conformance30/30
Performance37/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
118.9ms
Conformance
Pass
Trend
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 200 in 118ms
Conformance
MCP initialize handshake + tools/list
Valid MCP server info returned, tools/list responded
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 118ms, task completion: 100%
Skills
whaber_get_safe_pickup_point

Returns a physically verified, safe pickup point for a hotel or airport in Quito. Coordinates validated by local drivers and operations team. Includes available carriers and instructions for the guest. Zone safety label is semantic only (safe/caution/avoid) — raw risk scores are NEVER exposed (moatGuard enforced).

whaber_calculate_ops_window

Calculates the recommended departure time for a transfer in Quito, including real traffic buffers, airport wait times, and Quito-specific time modifiers (altitude, terminal distance). Uses Google Routes API v2 with real-time traffic data.

whaber_validate_carrier_compliance

Validates whether a carrier holds all 7 required ANT documents in Ecuador: cédula, licencia profesional, puntos, antecedentes, póliza RC, ANT habilitación, matrícula. Returns compliant/non-compliant. Missing one document = TOTAL BLOCK. Zero exceptions. This is the Whaber Compliance Gate — not advisory.

whaber_query_place_safety

Returns the operational safety classification for a zone and time window in Quito. Returns semantic label only: safe / caution / avoid. moatGuard guarantees raw computed_score, risk_index, and safety_margin are NEVER exposed.

whaber_get_hotel_context

Returns the operational context for a hotel registered in the Whaber Place Graph: preferred pickup point, checkout policy, VIP rules, and available Whaber services.

whaber_validar_vuelo

Returns real-time flight status from AeroDataBox webhooks (push updates < 30s) plus derived terminal assignment for Mariscal Sucre UIO: T1 (domestic) or T2 (international). Grounds all transfer operations to actual flight state — never estimated. Includes delay minutes and gate changes.

whaber_enriched_route

Calculates a transfer route with real-time traffic via Google Routes API v2, Place Graph safety overlays, and encoded polylines. Returns ETA, distance in km, traffic alerts, and night-mode risk flag. Highest-cost tool — use when route fidelity is critical for scheduling.

whaber_compliance_gate

Full 7-document ANT compliance check for a carrier in Ecuador. Hard gate: returns binary compliant/non-compliant verdict. Missing ANY of the 7 documents triggers a FULL SERVICE BLOCK — not advisory. 7 documents: cédula, licencia profesional, puntos de licencia, antecedentes penales, póliza RC, ANT habilitación (taxi ejecutivo), matrícula vehículo.

whaber_recompute_zone_safety

Triggers a recalculation of the safety classification for a Quito zone after a new driver report or verified incident. Updates the Place Graph in real time. Returns the new semantic label (safe/caution/avoid). moatGuard: internal computed_score is NEVER exposed in the response.

whaber_resolver_direccion

Geocodes a free-text address or place name against the Whaber Place Graph (478 POIs, 20 zones) with fuzzy matching tuned for Quito naming conventions (barrios, landmarks, hotel names in Spanish and English). Falls back to Google Maps MCP if no Place Graph match. Returns verified coordinates and the matched POI node if found.

Tools
10 tools verified via live probe
verified 10h ago
Server: whaber-oracleVersion: 1.3.4Protocol: 2024-11-05
Recent Probe Results
TimestampStatusLatencyConformance
Jun 9, 2026success118.9msPass
Jun 5, 2026success103.9msPass
Jun 5, 2026success111.1msPass
Jun 4, 2026success60.6msPass
Jun 3, 2026success109.4msPass
May 30, 2026success95.8msPass
May 29, 2026success99.5msPass
May 29, 2026success94.5msPass
May 27, 2026success98.9msPass
May 27, 2026success304.1msPass
Source Registries
mcp-registry
First Seen
May 14, 2026
Last Seen
Jun 8, 2026
Last Probed
Jun 9, 2026