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Yellow Pages local business search and full business listings, as structured JSON.
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https://mcp.hasdata.com/mcp?apis=yellowpagesThis server needs a sign-in. MCPBundles handles that setup once — then chat here with saved access and a log of what ran.
Live probe refreshed Sep 23, 2026 · Endpoint host mcp.hasdata.com
Domain knowledge for Yellow Pages MCP Server — workflow patterns, data models, and gotchas for your AI agent.
Two tools. hasdata_yellowpages_search_getSearchResults needs keyword and location and returns about thirty businesses a page. hasdata_yellowpages_place_getPlaceDetails opens one of them by its url.
sort takes default, distance, averageRating or name. domain takes the literal hostnames www.yellowpages.com or www.yellowpages.ca, so a country code is a rejected call.
searchInformation.totalResults reports what the search actually found, and it runs far ahead of the thirty rows in front of you. Quote it alongside the page count, because reporting the page as the market understates it by an order of magnitude.
A row reliably carries title, url, phone, categories, country and position. The address parts, workingHours, openState and website are there on most rows.
rating and reviews sit on a minority of listings, so a shortlist ranked by rating silently drops most of the page. Rank on what is present, say how many rows carried a rating, and treat an unrated business as unrated rather than as poor. reviewText carries a review snippet on some rows, which answers a quality question without opening anything, and badges marks the rest.
The place tool answers with overview, ratings, details, reviews and images rather than one flat object.
overview holds the title, url, phone, website, city, region, zipcode, country and breadcrumbs. It has no street line and no workingHours, both of which the search row already gave you, so carry those forward rather than expecting the detail call to repeat them.
Reviews carry author, authorUrl, text, helpfulCount, a date and a ratings object holding overall plus sometimes expertise, professionalism and promptness.
Review dates are written year, day, month, so 2019-24-07 is July 2019. Reading them as ISO produces impossible months and a nonsense ordering, so use the feed's own order for recency unless you parse them deliberately.
The request takes page as a number. The response reports where you are under pagination with currentPage, perPage, totalPages, nextPageUrl and otherPageUrls, so those URLs are for reading rather than values to send back. Take the next page by incrementing page.
Each successful call spends credits, and opening a business is a call of its own, so open the shortlist rather than the page.
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Connect straight to this server’s public endpoint.
https://mcp.hasdata.com/mcp?apis=yellowpagesThis server needs a sign-in. MCPBundles handles that setup once — then chat here with saved access and a log of what ran.
Operate Yellow Pages? You can take over the listing's metadata.
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Yellow Pages requires sign-in before tools can be listed. Connect the MCP server to inspect the live tool list in your client.
This server uses the MCP protocol with a live tool list. Tools are discovered when your MCP client connects (often after authentication), so they are not enumerated on this public page. Open Studio or connect from your client to see the tools available to your workspace.
Yellow Pages local business search and full business listings, as structured JSON. It provides MCP tools that your client discovers when it connects (this page may not list every tool name) that AI agents can use through the Model Context Protocol (MCP).
Add the MCPBundles server URL to your MCP client configuration (Claude Desktop, Cursor, VS Code, etc.). The URL format is: https://mcp.mcpbundles.com/bundle/mcphasdatacommcp-14. Authentication is handled automatically.
Yellow Pages MCP Server is a remote MCP server. The live tool list is supplied by the server when your MCP client connects, so the count is not fixed on this public page. After you connect in MCPBundles Studio or your client, you will see the tools your session can call. A SKILL.md is still included to guide your agent on capabilities and workflows.
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