"Understanding the Purpose of Research" matching MCP connectors:

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.

Search thousands of verified US local service providers across 10 home-services trades, including crawl space repair, floor coating, radon mitigation, commercial electrical, and laundry services. Returns ratings, services, pricing, descriptions, and profile links. Every result passes a completeness gate, so listings are never half-empty.

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.

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

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

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

First-hand hiking, climbing, skiing information from the Dolomites backed by real adventures.

Directory and marketplace of local businesses and independent professionals near you.

Directory and marketplace of local businesses and independent professionals. Find who does a job near a user, see ratings and prices, and get a direct link to request a quote and pay. Two tools: search_providers finds businesses by what they do (Spanish or English, resolves synonyms, optional lat and lng) and get_business returns one business detail: services, ratings, product catalog with prices, and the quote-and-pay link. Stateless streamable-http, no auth.

Human-verified directory of non-alcoholic bars: 1,500+ venues in 70 cities, rated and re-checked.

Convert latitude/longitude to the deepest administrative loc_id plus its full parent chain.

The discovery engine for the real world: byways, lookouts, places, drives. Zero hallucinations.

Global flood events and extent 1985-present from the Dartmouth Flood Observatory and GFD.

Search real coworking spaces in Europe and the Middle East: prices, amenities, locations.

Returns the postal code (CEP) and standardized address from the Brazilian Post from a given address.

Turn a trip planned in conversation into a private, editable map link you hand the person.

Free, keyless real-time weather and 7-day forecasts for any city worldwide.

Free, keyless postal/ZIP code lookup: place name(s), state/region, and coordinates.

Find EV charging stations, detail, and reliability check-ins via the global Open Charge Map.