Which Airlines Have Starlink Wi-Fi? MCP server

• Registry namecom.airlinestarlinktracker/starlink-trackerverified in the MCP registry

The registry name sits under airlinestarlinktracker.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-17
• Tools7
• Server calls itselfairline-starlink-tracker
• Server version1.0.0
• Protocol version2025-06-18

On 2026-10-17 the server answered initialize and tools/list without a sign-in. First answer in 32 ms.

• Whether its tools do the product's job has not been judged yet.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP score100 of 100answers 100 · definitions 100 · context 100 · connects 100
• Answered100% of days16 of 16 daily checks
• Median first answer143 ms
• Space in an agent's context≈ 1,920 tokensthe definitions of all its tools (7), which an agent carries on every turn
• Tool definitionsA · 100 of 100
• Typed results0 of 7 toolsdeclared outputSchema: results come typed, read once

• Every tool passes all six checks.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• check_flight

  Use when the user asks "does my flight have Starlink/WiFi?" with a specific tracked-airline flight number and date. Returns YES if the published aircraft assignment is a plane verified to have Starlink, LIKELY YES if that plane is listed…

• get_fleet_stats

  Use when the user asks "how far along is the Starlink rollout?" or wants overall fleet numbers. Returns tracked airlines Starlink installation counts and percentages across mainline and express fleets, plus a per-aircraft-type breakdown…

• list_starlink_aircraft

  Use when the user asks about the planes themselves — "which tail numbers have Starlink?", "which aircraft types are equipped?". Returns tracked airlines tail numbers, aircraft types, operators, and install dates (default 50 most recent…

• predict_flight_starlink

  Use when the user asks "will my flight have Starlink?" for a date too far out for a confirmed assignment, or with no date at all. Returns the probability that a tracked-airline flight number gets a Starlink plane, from historical…

• plan_starlink_itinerary

  Use when the user asks "what's the best way to fly X to Y with Starlink?". Compares Starlink odds on the route across every tracked airline (nonstop, per-carrier). For multi-stop UA routings, connect to unitedstarlinktracker.com/mcp.

• predict_route_starlink

  Use when the user asks "which flights between X and Y have Starlink?" or "what Starlink flights serve airport X?". Single-route lookup: returns tracked airlines flight numbers on a route (or touching an airport) ranked by Starlink…

• search_starlink_flights

  Use when the user asks "what Starlink flights leave from X tomorrow?" or wants scheduled near-term departures. Returns flights in the next ~2 days whose currently assigned aircraft is Starlink-equipped (verified or listed) — a published…