"Guide for Updating Code Version from Java 17 to 18 or Python 2 to 3" matching MCP connectors:
GET /v1/connectors – MCP directory API referenceMatching Connector Tools:
Spacecraft component specs from vendor datasheets: search, digests, facts, gaps, budgets, bus design
Aircraft intelligence for AI agents: valuations with uncertainty bands, FAA registry lookups, cost of ownership, comparable aircraft, fleet search, airworthiness directives and STCs, market metrics and forecasts, verified value reports, pre-buy diligence checklists, logbook search and a watchlist. 38 tools; free tier with OAuth or a Windsock API key.
MCP for SpaceTime Server APIs
Read-only access to live ADSBiq aircraft and network state, with community contribution metadata.
Anonymous public tools for FlightSweeper. See the published agent boundary before use.
Space weather: Kp index, NOAA 3-day geomagnetic forecast, solar flares, aurora visibility.
Aviation accident narratives from 128 official authorities, plus FAA wildlife, laser and drone data
In-flight WiFi: provider by flight, airline or tail, measured speeds, Starlink rollout.
Parsecs to light-years, number discarded
Light-years to kilometers, number discarded
Moon phases, moon signs, full/new moon dates 1900-2100, moonrise/moonset for any coordinates.
Arcminutes to degrees, number discarded
inHg to kilopascals, number discarded
Astronomical units to kilometers, number discarded
Arcseconds to degrees, number discarded
Drone-sector market intelligence for AI agents: free briefings and profiles, licenced tracker data.
Mach number to m/s at STP, number discarded
Coarse moon phase from UTC day
Live space data for AI agents - rocket launches, ISS passes, launch news. Free, no auth.
Factual sky for AIs: ISS, auroras, archives. Never confuses unexplained with extraterrestrial.
