Open source
JobSpy (speedyapply/JobSpy)
Python scraper for LinkedIn, Indeed, Glassdoor & more job boards at once.
JobsSearch results
- Pricing
- Free
- Your account?
- Not needed
- GitHub
- ★ 3.7K
- Last commit
- 4 months ago
Live data · 18 tools trackedEvery LinkedIn scraper,
Every LinkedIn scraper,
compared honestly.
We don't scrape anything. We map the whole ecosystem (open-source repos, Apify actors and commercial APIs) with live GitHub stats, real ban-risk ratings and pros & cons that aren't bought.
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Always fresh, never rotting
Open-source tools show live GitHub stats (stars, last commit, license) pulled automatically. Dead repos get flagged so you don't waste a weekend on one.
🛡️
Honest about ban risk
We tell you which tools use your LinkedIn login (and can get it banned), the thing most "top 10" lists conveniently leave out.
⚖️
Rankings you can trust
Affiliate commissions never change our order or ratings. Free, no-commission tools sit right beside the paid ones.
Low-risk picks to start with
Tools that don't put your account on the line.
Medium risk
Open source
spinlud/py-linkedin-jobs-scraper
Scrapes publicly listed LinkedIn jobs with a headless browser.
JobsSearch results
- Pricing
- Free
- Your account?
- Not needed
- GitHub
- ★ 485
- Last commit
- 1 year ago ⚠
Low risk
Bulk profile + company extraction from a list of URLs or search terms.
ProfilesCompaniesSearch results
- Pricing
- ~$10 / 1k profiles
- Your account?
- Not needed
Low risk
Job listings by keyword, location and filters at scale.
JobsSearch results
- Pricing
- pay per result
- Your account?
- Not needed
Low risk
Search and extract profiles by title, company and location, no login.
ProfilesSearch results
- Pricing
- ~$3–$10 / 1k
- Your account?
- Not needed
Low risk
Enterprise-grade, compliant API returning structured public data, no login.
ProfilesCompaniesJobsPosts
- Pricing
- ~$0.05 / record
- Your account?
- Not needed
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All guides →Is LinkedIn Scraping Legal in 2026?
A plain-English look at the law around scraping LinkedIn: the hiQ v. LinkedIn ruling, public vs. private data, the CFAA, GDPR, and what actually gets people in trouble.
Best LinkedIn Scrapers for Recruiters & Sales (2026)
An honest, no-fluff comparison of the best LinkedIn scraping and lead-gen tools for recruiters and sales teams in 2026: by data type, ban risk, and price.
How to Scrape LinkedIn Without Getting Banned
Practical, honest tactics to lower your LinkedIn account-ban risk while scraping, why logged-in scraping is dangerous, safe alternatives, rate limits, warm-up, and what triggers restrictions.
Best Open-Source LinkedIn Scrapers (2026)
The top open-source LinkedIn scrapers on GitHub, with live star counts and maintenance status pulled from the GitHub API, so you never waste time on a dead repo.