Live nightly refresh

0 businesses.
One health score each.

Every local business in the US, ranked nightly across six components. Query it yourself via the public API or through the Operator MCP server inside Claude.

Read the docs Methodology

Methodology

Six components. One score.

Reviews25%

Market rank20%

Financial20%

Response15%

Jobs10%

Kai coverage10%

Leaderboards

Ranked. By city. By trade. Nightly.

Every city, every trade, every night. Scoring is transparent and the raw component data is readable through the API. No pay-to-win, no paid placements.

Browse markets See an example leaderboard

Coverage

All 50 states. Headquartered in Hawaii.

29.3M

Businesses

31,247

Cities

States

111

Three readers. Same data.

If you are an operator

See yourself as the market sees you. BHS, rank, competitor set, what to move this week. Start with the free Market Analyst.

If you are a buyer

Evaluate an acquisition with real, current metrics. Exit risk, revenue pace, review sentiment. Not a data broker dump.

If you are an analyst

Query the corpus directly. Public API, MCP server, signal feed. Rate-limited, documented, versioned.

MCP server

Plug Operator into Claude in 30 seconds.

businesses.searchFilter by city, category, score range
businesses.getFull record by slug or id
health_score.getBHS + six-component breakdown
leaderboard.getTop operators by city and trade
market.summaryCity/trade aggregates, trends
market_events.listRecent openings, closures, moves
competitors.getDirect competitor set
review_intelligence.getReview velocity and sentiment

{
  "mcpServers": {
    "operator": {
      "url": "https://operator.fyi/api/mcp",
      "headers": { "X-Operator-Key": "your_key" }
    }
  }
}

Drop into your Claude Desktop config at ~/Library/Application Support/Claude/claude_desktop_config.json. Generate a key in the app settings.

0 businesses.One health score each.