Guides

How to run them

A step-by-step for every published actor — the exact input, what each field does, and the real rows that come back — plus how the nightly verification behind the board works.

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How to run Alabama Contractor License Lookup & Verify (LBGC)

Step-by-step: the exact input, what each field does, and the rows that come back from AL LBGC.

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How to run Arkansas Contractor License Lookup & Verify (ACLB)

Step-by-step: the exact input, what each field does, and the rows that come back from AR ACLB.

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How to run ATS & Career Page Jobs Scraper (Greenhouse, Lever, Workday)

Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.

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How to run Business Email, Phone & Contact Details Scraper

Step-by-step: give it a list of website URLs, get back each business's email, phone, social links and address — de-obfuscated, classified, and franchise-flagged.

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How to run California Construction Trades Directory & Leads (CSLB)

Pick your trades, pick your counties, get one deduplicated contractor list — the exact input, what each field does, and what comes back.

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How to run California Contractor License Lookup & Verify (CSLB)

Step-by-step: the exact input, what each field does, and the real rows that come back from CSLB.

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How to run Chamber of Commerce Member Directory & Business Leads Scraper

Step-by-step: the exact input, what each field does, and the rows that come back — including the email a chamber never publishes.

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How to run California Contractor Directory by Trade & County (CSLB)

Step-by-step: the exact input, what each field does, and the real rows that come back from CSLB.

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How to run Connecticut Contractor Directory & Leads Scraper (DCP)

Step-by-step: the exact input, what each field does, and the rows that come back from CT DCP (Socrata).

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How to run Contractor License Verify - AI Agent Tool (17 States)

Step-by-step: the exact input, what each field does, and the rows that come back from AL LBGC, AR ACLB, CSLB, CT DCP, FL DBPR, MA CSL, MI LARA, MN DLI, NCLBGC, NM CID, NV NSCB, OR CCB, SC LLR, TN DOCI, TX TDLR, VA DPOR, WA L&I.

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How to run Contractor License Expiration Monitor & Alerts (Notion)

Step-by-step: the exact input, what each field does, and the rows that come back from the source portal.

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How to run Florida Contractor Directory & Leads Scraper (DBPR)

Step-by-step: the exact input, what each field does, and the rows that come back from DBPR.

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How to run Crexi Commercial Real Estate Listings & Broker Scraper

Step-by-step: the exact input, what each field does, and the rows that come back from Crexi.

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How to run Florida Contractor License Lookup & Verify (DBPR)

Step-by-step: the exact input, what each field does, and the real rows that come back from DBPR.

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How to run Google Ads Transparency Center & Competitor Ad Scraper

Step-by-step: the exact input, what each field does, and the rows that come back from Google Ads Transparency Center.

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How to run HdL Municipal Business License Lookup

Step-by-step: the exact input, what each field does, and the rows that come back from HdL (city portals).

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How to run ImportYeti US Customs Records & Supplier Scraper

Step-by-step: the exact input, what each field does, and the rows that come back from ImportYeti.

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How to run Illinois Roofing Contractor Directory & Leads Scraper (IDFPR)

Step-by-step: the exact input, what each field does, and the rows that come back from IDFPR (Socrata).

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How to run Kalshi & Polymarket Prediction Market Odds Scraper

Step-by-step: the exact input, what each field does, and the rows that come back from Kalshi + Polymarket.

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How to run Louisiana Contractor License Lookup

Step-by-step: the exact input, what each field does, and the rows that come back from LA LSLBC.

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How to run Massachusetts Construction License Lookup & Verify (CSL)

Step-by-step: the exact input, what each field does, and the rows that come back from MA OPSI (MyLicense).

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How to run Michigan Contractor License Lookup & Verify (LARA)

Step-by-step: the exact input, what each field does, and the rows that come back from MI LARA (Accela).

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How to run Minnesota Contractor License Lookup & Verify (DLI)

Step-by-step: the exact input, what each field does, and the rows that come back from MN DLI.

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How to run Multi-State Contractor & Trade License Lookup

Step-by-step: the exact input, what each field does, and the real rows that come back from Socrata (WA/OR/TX/CT).

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How to run Nevada Contractor License Lookup & Verify (NSCB)

Step-by-step: the exact input, what each field does, and the rows that come back from NV NSCB.

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How to run New Mexico Contractor License Lookup & Verify (NM CID)

Step-by-step: the exact input, what each field does, and the real rows that come back from NM CID.

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How to run North Carolina Contractor License Lookup & Verify (NCLBGC)

Step-by-step: the exact input, what each field does, and the rows that come back from NCLBGC.

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How to run Oregon Contractor Directory & Leads Scraper (CCB)

Step-by-step: the exact input, what each field does, and the rows that come back from OR CCB (Socrata).

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How to run Oregon Contractor License Lookup & Verify (CCB)

Step-by-step: the exact input, what each field does, and the rows that come back from OR CCB (Socrata).

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How to run OSHA Violation Risk & Time-Series

Step-by-step: the exact input, what each field does, and the real rows that come back from OSHA IMIS.

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How to run App Review Teardown & Insights (AI)

Step-by-step: the exact input, what each field does, and the real rows that come back from App Store & Google Play.

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How to run SAM.gov Federal Contract Opportunity Alert

Step-by-step: the exact input, what each field does, and the real rows that come back from SAM.gov.

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How to run Shopify Price & Stock Change Tracker

Step-by-step: the exact input, what each field does, and the real rows that come back from public storefront.

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How to run Multi-State Corporate & Business Entity Registry (CO, CT, OR)

Step-by-step: the exact input, what each field does, and the rows that come back from Socrata (CO/CT/OR SOS).

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How to run Shopify Store Audit & Tech-Stack Lead Scorer

Step-by-step: the exact input, what each field does, and the real rows that come back from public storefront.

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How to run South Carolina Contractor License Lookup & Verify (SC LLR)

Step-by-step: the exact input, what each field does, and the real rows that come back from SC LLR.

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How to run Tennessee Contractor License Lookup & Verify (TN DOCI)

Step-by-step: the exact input, what each field does, and the rows that come back from TN DOCI.

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How to run Texas Contractor Directory & Leads Scraper (TDLR)

Step-by-step: the exact input, what each field does, and the rows that come back from TDLR (Socrata).

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How to run Texas Contractor & Trade License Lookup (TDLR)

Step-by-step: the exact input, what each field does, and the rows that come back from TDLR (Socrata).

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How to run Washington Contractor Directory & Leads Scraper (L&I)

Step-by-step: the exact input, what each field does, and the rows that come back from WA L&I (Socrata).

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How to run Wellfound Startup Jobs Scraper & Hiring Signals

Step-by-step: the exact input, what each field does, and the rows that come back from Wellfound.

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How to run Washington Contractor License Lookup & Verify (L&I)

Step-by-step: the exact input, what each field does, and the rows that come back from WA L&I (Socrata).

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How to run Zillow & Redfin Property Data Scraper

Step-by-step: the exact input, what each of the 40 fields means, and the property record that comes back from Redfin or Zillow.

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How to run Virginia Contractor License Lookup (DPOR Bulk)

Step-by-step: the exact input, what each field does, and the rows that come back from VA DPOR.

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How the bench works