LinkedIn People Finder & Lead Scorer

Find public LinkedIn profile URLs by role, company, location, and skills without cookies or a LinkedIn account. Get clean, CSV-ready leads with built-in deduplication, relevance scoring, exclusions, resumable pagination, and optional public email discovery.

Unofficial. This is an independent, unofficial Actor and is not affiliated with, endorsed by, or sponsored by LinkedIn. LinkedIn is a trademark of its respective owner.

Why use this Actor?

• No LinkedIn cookies or account required
• Search by role, company, location, skills, or a general people query
• Get a transparent 0-100 lead-fit score and match reasons
• Remove unwanted profiles with exclude keywords
• Deduplicate profiles automatically inside every run
• Resume from a selected search page
• Export structured results as JSON, CSV, Excel, XML, or through the API
• Optionally scan indexed public web pages for a business email

Result modes

Search results

Returns public profile URLs and the visible indexed summary. Best for fast list building.

Enriched leads

Adds structured name, headline, current role, company, location, followers when visible, summary, fit score, and match reasons.

Enriched + public email scan

Returns the enriched lead and checks indexed public web pages for a visible email address. Email discovery is best-effort and is not guaranteed for every profile.

Input

Field	Type	Description
searchQuery	string	Role, skill, person, or keyword query
mode	string	search, enriched, or email
locations	string[]	Target locations
currentJobTitles	string[]	Preferred current roles
currentCompanies	string[]	Preferred current companies
includeKeywords	string[]	Extra must-have targeting terms
excludeKeywords	string[]	Skip profiles containing these terms
minimumScore	integer	Keep only leads at or above this 0-100 fit score
maxResults	integer	Maximum unique profiles to save
startPage	integer	Page to start from for resumable runs
maxSearchPages	integer	Maximum public search pages to inspect
countryCode	string	Two-letter result-localization country code
languageCode	string	Two-letter result language code
proxyConfiguration	object	Optional Apify proxy settings

Example input

{
  "searchQuery": "Automation Specialist",
  "mode": "enriched",
  "locations": ["Jaipur", "India"],
  "currentJobTitles": ["Automation Specialist", "Automation Engineer"],
  "includeKeywords": ["Apify", "web scraping"],
  "excludeKeywords": ["intern"],
  "minimumScore": 45,
  "maxResults": 50,
  "startPage": 1,
  "maxSearchPages": 5,
  "countryCode": "in",
  "languageCode": "en"
}

Example output

{
  "fullName": "Sujeet Kar",
  "firstName": "Sujeet",
  "lastName": "Kar",
  "headline": "Python Automation",
  "currentJobTitle": "Automation Specialist",
  "currentCompany": "EMIAC Technologies",
  "location": "Jaipur, Rajasthan, India",
  "followers": "800+",
  "summary": "Automation Specialist helping businesses streamline operations...",
  "linkedinUrl": "https://www.linkedin.com/in/sujeet-kar-21b93b20b",
  "publicIdentifier": "sujeet-kar-21b93b20b",
  "leadFitScore": 100,
  "leadFitReasons": [
    "query: automation, specialist",
    "title: Automation Specialist",
    "location: Jaipur"
  ],
  "email": null,
  "emailSourceUrl": null,
  "source": "public-web-index",
  "sourcePage": 1,
  "resultMode": "enriched",
  "collectedAt": "2026-08-18T00:00:00.000Z"
}

Pricing

This Actor uses pay-per-event pricing:

• Search page: $0.08 per page, up to 25 requested results
• Enriched profile: $0.0032 per saved enriched profile
• Enriched profile + public email scan: $0.008 per profile where the scan is performed
• Apify platform usage is included according to the configured Store pricing model

How the lead-fit score works

The score combines visible matches for the main query, target titles, companies, locations, and must-have keywords. A small completeness bonus is added when role, company, and location are all available. The leadFitReasons field shows why each lead received its score.

Important limitations

• This Actor uses publicly indexed web results. It does not log in to LinkedIn or call LinkedIn's private search APIs.
• Target fields improve query relevance but are not identical to LinkedIn's internal filter semantics.
• A public index may have stale, incomplete, localized, or missing profile details.
• Email discovery checks only publicly indexed pages and cannot guarantee an address.
• Search engines can rate-limit larger runs. Enable an Apify proxy if a traffic challenge occurs.
• Use the data responsibly and follow applicable privacy, employment, marketing, and data-protection laws.