Best Maps & Location MCP servers.

Seat maps, seat ratings, traveller reviews and seat alerts for 150+ airlines.

Commodities research MCP: knowledge graph, COT, NG storage/weather, quotes, and stories.

NOAA and ECMWF weather forecast MCP for discovery, validation, and GribStream OAuth queries.

Margin, lead time, SKU mapping and price-ladder maths for dropshipping. 4 of 6 free.

Kalshi weather markets: live daily-high temperature edges, plus EV, Kelly and base-rate tools.

Find companies hiring for a role and geo, qualify them, and watch them for changes.

Find a Christian church by worship style, denomination, language, and location. Read-only.

Website uptime monitoring: run checks from 300+ locations, manage monitors, alerts and incidents

IBGE: geography, census, economy and health from the official APIs, with provenance. 23 tools.

Growth marketing, SEO and GEO as agent tools: ranked moves, ship them, AI answer visibility.

Turn conversations into mind maps and whiteboards — in your TabTree account, or local files.

French address quality, geocoding, routing, company lookup & catchment stats (BAN, INSEE, OSM).

Data B2B française : 26,7 M d'entreprises et 29,5 M de contacts (registre légal, LinkedIn, Maps).

Resolve coordinates and geographic identifiers to loc_id, crosswalks, boundaries, and exports.

Convert WGS84 coordinates to the latest available administrative loc_id chain.

Airbnb stays by location and dates, and full listing details, as structured JSON.

Indeed job listings by keyword and location, and full postings, as structured JSON.

GEO visibility tests, score trends, sitemap discovery, and domain monitoring for AI agents.

Read-only airport delay, weather, and 24h forecast tools for AI assistants. Airport-level only.

AI game assets for agents: consistent sprites, 2D animations, tiles, maps, music and engine exports.