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leadquasar

by io.github.si-imtiaz
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Count businesses

count_businesses
Read-onlyIdempotent

Count verified B2B businesses in the LeadQuasar database matching an industry, country, US state and/or city, with how many have an email address and a phone number. Use this to answer questions like 'how many managed service providers are there in Texas', 'how many dentists in Chicago have a business email' or 'how many movers are there in London' (country GB). Returns real counts from 7.6 million+ live records, most of them US.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
cityNoCity name, e.g. "Chicago", or "London" with country GB.
stateNoUS state, either full name ("Texas") or two-letter code ("TX"). US only.
countryNoCountry, as an ISO code ("US", "GB", "CA") or a name ("United Kingdom"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN).
industryNoIndustry or business type in plain words, e.g. 'managed service provider', 'dentist', 'HVAC contractor', 'plumbers'. Everyday wording is resolved to the stored categories, so 'HVAC contractor' finds HVAC and 'plumbers' covers both Plumbers and Plumbing. The response reports which category it matched.
no_websiteNotrue = only businesses whose Google Maps listing shows no website of their own (read from the listing; a Facebook-only listing counts as none). For questions like 'restaurants in Dubai without a website' or 'plumbers in Texas with no website'.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), India (IN), United Kingdom (GB), Canada (CA)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  2. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), India (IN), United Kingdom (GB), Canada (CA)."
  3. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  4. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."
  5. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  6. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  7. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  8. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."
  9. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  10. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  11. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  12. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  13. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN)."
  14. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  15. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  16. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  17. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  18. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  19. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  20. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."
  21. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  22. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), Canada (CA), India (IN)."
  23. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  24. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  25. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  26. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), United Arab Emirates (AE), Australia (AU), Canada (CA), India (IN)."
  27. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  28. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."
  29. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  30. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."
  31. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  32. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."
  33. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  34. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."
  35. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  36. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU)."
  37. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN), Canada (CA)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Kingdom (GB), Canada (CA), United Arab Emirates (AE), Australia (AU), India (IN)."
  38. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN), Canada (CA)."
  39. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Arab Emirates (AE), United Kingdom (GB), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Arab Emirates (AE), Australia (AU), United Kingdom (GB), India (IN)."
  40. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Arab Emirates (AE), United Kingdom (GB), India (IN)."
  41. Changed1 schema field changed
    • addedInput schema / properties / no_website
      Added value: +{
+  "description": "true = only businesses whose Google Maps listing shows no website of their own (read from the listing; a Facebook-only listing counts as none). For questions like 'restaurants in Dubai without a website' or 'plumbers in Texas with no website'.",
+  "type": "boolean"
+}
  42. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN), Canada (CA)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."
  43. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN), Canada (CA)."
  44. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN), Canada (CA)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."
  45. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN), Canada (CA)."
  46. Changed1 schema field changed
    • changedInput schema / properties / country / description
      Previous value: -"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Kingdom (GB), Australia (AU), United Arab Emirates (AE), India (IN)."New value: +"Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), Australia (AU), United Kingdom (GB), United Arab Emirates (AE), India (IN)."
  47. Changed3 schema fields changed
    • changedInput schema / properties / city / description
      Previous value: -"US city name."New value: +"City name, e.g. \"Chicago\", or \"London\" with country GB."
    • addedInput schema / properties / country
      Added value: +{
+  "description": "Country, as an ISO code (\"US\", \"GB\", \"CA\") or a name (\"United Kingdom\"). Omit to count every country. Coverage outside the US is much smaller. Countries with data: United States (US), Canada (CA), United Kingdom (GB), Australia (AU), United Arab Emirates (AE), India (IN).",
+  "type": "string"
+}
    • changedInput schema / properties / state / description
      Previous value: -"US state, either full name (\"Texas\") or two-letter code (\"TX\")."New value: +"US state, either full name (\"Texas\") or two-letter code (\"TX\"). US only."
  48. Changed1 schema field changed
    • changedInput schema / properties / industry / description
      Previous value: -"Industry or business type in plain words, e.g. 'managed service provider', 'dentist', 'HVAC contractor'. Matched against industry and category."New value: +"Industry or business type in plain words, e.g. 'managed service provider', 'dentist', 'HVAC contractor', 'plumbers'. Everyday wording is resolved to the stored categories, so 'HVAC contractor' finds HVAC and 'plumbers' covers both Plumbers and Plumbing. The response reports which category it matched."
  49. First observed

TDQS

A4.3/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already declare readOnly/idempotent/non-destructive/openWorld=false, so the safety profile is covered. The description adds genuinely useful behavior beyond that: data source and freshness ('7.6 million+ live records'), a coverage caveat ('most of them US'), and that everyday industry wording is resolved to stored categories. It does not mention cost, rate limits, or exact response shape.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Front-loaded single core sentence followed by example phrasings and a short data-scale note; each sentence carries distinct value (capability, invocation examples, result trustworthiness). No filler or restatement of the title.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

With no output schema, the description must convey what comes back, and it does: counts, plus how many records have an email and a phone. Coverage limitations and the category-resolution behavior are disclosed, and annotations handle safety, so nothing essential for correct invocation is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so all five parameters are already documented in the schema with examples and semantics (ISO codes, state name vs code, no_website Google-Maps interpretation). The description restates the matchable facets but adds no syntax or edge-case detail beyond the schema, so the baseline 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

Specific verb+resource+scope: 'Count verified B2B businesses in the LeadQuasar database matching an industry, country, US state and/or city,' plus the email/phone availability breakdown. The counting/aggregation nature is unambiguous, so an agent can tell it apart from the search-oriented sibling without opening either schema.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Explicit usage context is supplied via three worked example questions ('how many managed service providers are there in Texas', etc.), which tightly maps to the count-question use case. It stops short of naming the alternative (search_businesses) or stating when NOT to use it, so it is clear context without exclusions.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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