"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP connectors:

Location & routing intelligence for AI agents — geocoding, truck routing, traffic, weather, and place search.

Official MCP: continuous supply-chain risk monitoring and early warning, not a one-off report. Register and create a key at https://supplygraph.ai/zk_chat_os/dashboard/dashboard.html — if you are not signed in you will be redirected to login; new users can register there. After login, open A2A / MCP and click Create Production Key or Create Sandbox Key. Send the header as Bearer <api_key> (one Bearer prefix, then the raw key). Optional for initialize and tools/list; required for tools/call.

IPStack MCP Adapter turns IPStack's REST APIs into Model Context Protocol tools so any MCP-compatible client can call them directly in conversation. The first release ships IPStack IP geolocation and security lookups (single IP, caller's IP, and bulk). Additional APILayer services are added by registering them in a single config file, so the catalog grows without client-side changes.

Check shipping costs for all logistics services in Indonesia.

Normalize and verify Japanese postal addresses into structured fields for agents.

City geocoding and timezone resolution for birth data, for AI agents, one API key.

Mediterranean marine, nautical, sailing: forecasts, tides, sea routes, anchorages, POIs for AI.

MCP server for the Philippine Standard Geographic Code (PSGC) API. Gives AI agents structured access to the full PH geographic hierarchy - regions, provinces, cities, municipalities, and barangays.

Convert WGS84 coordinates to the latest available administrative loc_id chain.

All 636 NYC Restaurant Week Summer 2026 restaurants — filter by cuisine, borough, price, and date.

Retrieve loc_id boundary metadata, polygons, scopes, comparisons, and bounded exports.

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

Sailing passage planner for any coast, with high-precision tides on the French Atlantic.

FCC broadband availability, coverage analysis, and digital divide data for US geographies.

Find French tradespeople, plan multi-trade projects, submit moderated contacts, create profiles.

Generate styled PNG/SVG map images of any location with 11 customizable color themes.

Byway MCP: call Byway Engine and Byway Atlas, the discovery engine for the real world.

Shared memory for AI agents. One address per fact, one signature you check. No key to read.

Swiss weather data for AI assistants — forecasts, measurements, stations, pollen.

Auto repair price benchmarks and current service deals for any US ZIP. No account required.