OnlyData MCP Server Is Live

We just shipped a public MCP server that any AI agent can connect to. No API key. No signup. Just add one line to your Claude Desktop config and you're querying 3,197 enriched businesses, scanning websites for agent readiness, and searching professional profiles.

The first thing I asked it: "Search OnlyData businesses for restaurants with high agent readiness scores."

What happened

It found 657 restaurants in the database, picked 7 with real websites, and ran live agent readiness scans on each one. Here's what came back:

Restaurant Agent Readiness Rankings

6810 Barrel Brewing Co— llms.txt, OpenAPI, AI plugin, MCP manifest, allows AI crawlers

57Bittercreek Alehouse— llms.txt (1,678 chars!), schema.org, OG tags

50Barbarian Brewing— schema.org, allows AI crawlers, RSS feeds

47Anthony's Restaurant— schema.org, large sitemap (88 URLs)

38Boise Brewing— schema.org, large sitemap (178 URLs)

33Bardenay— RSS, OG tags — but blocks AI crawlers

22Boise Fry Company— almost zero signals, robots + sitemap only

What this tells you

10 Barrel is the clear winner at 68 — it has things most local restaurants don't: an llms.txt file, an OpenAPI spec, an AI plugin manifest, and an MCP manifest. Perfect 100 on crawlability, agentic commerce, and agent signals. The gap is no JSON-LD schema markup.

Bittercreek Alehouse is the local gem — its llms.txt is actually substantive (1,678 characters of real content), it has proper schema.org markup, and full OG/meta tags. For a neighborhood alehouse, that's impressive intentionality.

The common gap: No restaurant has a working MCP manifest or OpenAPI spec. None have deployed agent-accessible ordering or reservation APIs. This whole vertical is wide open from an agentic commerce standpoint.

Connect in 30 seconds

Add this to your Claude Desktop config (Settings → Developer → Edit Config):

// Add to "mcpServers" in claude_desktop_config.json
"onlydata-club": {
  "url": "https://mcp.onlydata.club/mcp",
  "transport": "streamable-http"
}

Restart Claude Desktop. Then ask it anything:

"Search OnlyData businesses for restaurants with high agent readiness scores"

"Show me breweries in Boise from the OnlyData database"

"Scan producthacker.ai for agent readiness"

"Get the full profile for camfortin"

5 tools, free

Tool	What it does
`search_profiles`	Search professional profiles by name, headline, type
`get_profile`	Full profile data for a specific person or company
`search_businesses`	Search 3,197 enriched Boise businesses by name, type, industry
`get_business`	Full firmographic profile with all enrichment attributes
`scan_agent_readiness`	Live scan any URL — crawlability, JSON-LD, APIs, MCP, agent signals

Want your business in the database?

Right now we have 3,197 Boise-area businesses with full enrichment data — industry classification, B2B/B2C, buyer persona, revenue model, seasonality, physical footprint, technology propensity, geo type, and agent readiness. All generated by local LLMs on a Mac Studio at $0 inference cost.

If you want your business or city added to the database, or you want to integrate OnlyData into your own tools, reach out. We're building this in the open.

OnlyData Club Developer Docs Agent Readiness