G Maps Crawl Gives AI Agents Direct Access to Maps Business Search
G Maps Crawl published documentation on Oct. 3, 2026, for a remote server that lets compatible AI agents search Google Maps business listings, up to 20 businesses per query, using API-workspace credentials. Gmapscrawl MCP documentation
The server uses Model Context Protocol (MCP), a standard way for AI assistants to call outside tools, over a method called stateless Streamable HTTP.
How it connects
Clients connect over HTTPS to the hosted address at https://gmapscrawl.com/api/mcp. Gmapscrawl maintains /mcp as a compatibility alias for that endpoint.
Authentication is by API key only. The key is stored as an Authorization: Bearer value in the secret configuration of the MCP client. Browser login cookies do not authenticate this endpoint, and keys should not be placed in prompts or URLs.
What it can do
The server offers a single tool, called search_google_maps. It returns available listing attributes, including contact details, ratings and review counts. Gmapscrawl states that its REST and MCP interfaces deliver the same business records through an API workspace. Gmapscrawl homepage
What you need to run it
Live searches require an API entitlement and an available cloud service. MCP usage shares API usage, drawing from the same pool as REST calls. The Online subscription does not include API or MCP usage.
For software compatibility, Gmapscrawl lists Claude Code, Cursor, VS Code and Codex, provided the version in use supports remote HTTP MCP and custom authorization headers. Configuration happens in the MCP client definition, with the URL and Bearer credential stored as secrets rather than written inline in conversation.
A test credential is provided to validate the integration with simulated fixtures. That fixture path lets teams confirm connectivity and tool invocation before running live searches.
Where to learn more
Supporting documentation is centralized on a dedicated page at https://gmapscrawl.com/google-maps-scraper-mcp. Broader help covers the Online scraper, API, AI agents, contact data, exports and account help. Guides index The product spans Browser, hosted, REST and MCP workflows for Google Maps business datasets, with the listed Basic plan at $49 per month for 80,000 records per month. Pricing page
The broader context here is a deliberately narrow contract. One transport method, one authentication pattern and one tool leave fewer variables in deployment. Quota is consolidated, while scope stays limited to business search and its returned fields, not a wider set of Maps operations.
In my view, the practical change is where the data is reached. The dataset is unchanged from the API path, but agents can query listings during task execution for prospecting, enrichment and local-market research, instead of in a separate export step. That benefit depends on treating the 20-business cap, field availability, entitlement checks and shared usage as fixed inputs to prompt design and retry logic. Handled that way, it should prove more maintainable over time than bespoke scraping glue code built into agent projects.
