/ai · AI AGENTS

Built for AI agents
and the humans who use them.

Query 29 million local businesses from Claude, ChatGPT, Perplexity, or your own agent. Request quotes, book appointments, and transact with businesses through Operator.

Try the live agentMCP server docsREST API
01 / Three paths
For humans

Live agent on this page

Ask in plain language: “find me a plumber in Honolulu, get three quotes, book the cheapest one for Thursday.” The agent works through Operator, contacts claimed businesses, and reports back.

Jump to chat →
For AI assistants

MCP server

Install the Operator MCP in Claude Desktop, ChatGPT, or any MCP-compatible client. 9 tools for querying and transacting. Free tier available.

Install MCP →
For developers

REST API + webhooks

Build agents, workflows, and applications on the Operator data layer. REST, webhooks, llms.txt, dataset JSON-LD.

API docs →
02 / Live agent

Ask and the agent goes to work.

Every action is logged and visible. You approve any step that costs money or sends a message to a business.

OPERATOR AGENT
● ONLINE
YOU
Find me a plumber in Honolulu who can come out tomorrow morning. Get three quotes.
OP
Found 89 plumbing businesses in Honolulu. Filtering for ones that:
› Accept quote requests via Operator
› Have Thursday morning availability
› Rank in the top 10 for Honolulu plumbing
Three matches: Aloha Plumbing Hawaii (#2), Pacific Plumbing Co (#4), Island Flow (#7). Ready to request quotes?
YOU
Approved. Go.
OP
Sending quote requests with your contact info and job details...
✓ Aloha Plumbing Hawaii · quote request sent
✓ Pacific Plumbing Co · quote request sent
✓ Island Flow · quote request sent
All three will reply within 2 hours. I will notify you when quotes arrive.
Ask anything about local businesses
03 / What agents can do

Read and write, with boundaries.

Read (any agent, no auth)

  • Search businesses by name, city, trade
  • Get full business profile with stats
  • Get market rankings and movers
  • Get competitor data
  • Get economic signals (9 indexes)
  • Get recent activity feed

Write (requires auth + business opt-in)

  • Request a quote from a business
  • Book an appointment (if business allows)
  • Save a market to a user's feed
  • Initiate a phone callback
  • Send a message via AgentMail
  • Update a claimed profile (owner only)
04 / The rules

How we protect businesses and users.

  • Business opt-in required for transactions. Only claimed businesses on AI Sites or Autopilot tiers receive agent-initiated contact. Free-tier and unclaimed businesses can be queried but not contacted.
  • Every agent interaction is labeled. When an agent sends a quote request, books an appointment, or initiates a call, the business sees “requested by a customer via AI assistant” so they know what they're responding to.
  • Money always requires approval. No agent can commit a user to a purchase, sign a contract, or authorize a payment without explicit user confirmation.
  • TCPA enforced on every outbound. We check opt-out lists before every SMS. Agents cannot override this.
  • Rate limits on write actions. 10 write actions per user per hour on the free tier. Higher on paid tiers.
  • Audit log per user. Every action an agent takes on your behalf is visible at /account/agent-log.
05 / Install MCP

For Claude Desktop, ChatGPT, and any MCP client.

The MCP server exposes the full Operator toolkit to any AI assistant that speaks Model Context Protocol.

CLAUDE DESKTOP · claude_desktop_config.json
{
  "mcpServers": {
    "operator": {
      "command": "npx",
      "args": ["-y", "@operator/mcp"],
      "env": { "OPERATOR_API_KEY": "your_key" }
    }
  }
}
Free tier: 100 requests/day, read-only. Paid tiers unlock write actions and higher rate limits.See pricing →

Start with the live agent.

Free. No signup. Ask anything about local businesses.

Try it now

Top trades

Top cities

By geography

Product

Company

Tracking 29,000,000 businesses across 31,000 cities. Updated nightly.
© 2026 Operator AI LLC · Wyoming