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LinkedIn User Comments & Reactions Scraper [NO COOKIES] ✅

Try for free

See exactly what any LinkedIn user has commented on or reacted to recently - their full engagement history. Surface what topics they care about and which thought leaders they follow. No login, no cookies. Built for personalized B2B outreach and ABM teams.

Pricing

from $5.00 / 1,000 results

Rating

5.0

(5)

Developer

Unseen User

Actor stats

Bookmarked

505

Total users

107

Monthly active users

8 days ago

Last modified

Configure MCP server with Scrape LinkedIn User Comments & Reactions

Get a ready-to-use configuration for your MCP client with the Scrape LinkedIn User Comments & Reactions Actor preconfigured at mcp.apify.com?tools=unseenuser/linkedin-user-comments-reactions .

You can connect to the Apify MCP Server using clients like Tester MCP Client, or any other MCP client of your choice.

If you want to learn more about our Apify MCP implementation, check out our MCP documentation. To learn more about the Model Context Protocol in general, refer to the official MCP documentation or read our blog post.

🔍 LinkedIn Posts Scraper - Keyword & Hashtag [NO COOKIES] ✅

unseenuser/LinkedIn-Post-Seach-Scraper

Search LinkedIn's public post graph by keyword, hashtag, or author. Extract content, engagement metrics, reaction breakdowns, author profile data, and timestamps. No login, no cookies. Built for social listening, B2B competitive intelligence, and thought-leader research.

Unseen User

133

5.0

LinkedIn Post Comments Scraper (No Cookies) ✅ (No Cookies)

harvestapi/linkedin-post-comments

Extract LinkedIn post comments or comment replies in bulk, as well as comment social activities such as the number of likes and reactions. No cookies or account required

HarvestAPI

4.4K

4.4

LinkedIn Post Reactions Scraper (No Cookies) ✅ (No Cookies)

harvestapi/linkedin-post-reactions

Extract reactions of LinkedIn posts or comments, such as likes, appreciations, etc. No cookies or account required.

HarvestAPI

3.1K

5.0

Profile Comments Scraper for LinkedIn [No Cookies]

apimaestro/linkedin-profile-comments

Linkedin User comments scraper: Extract comments LinkedIn profiles and users including post content, reactions, stats, media attachments and more.

API Maestro

1.3K

5.0

LinkedIn Profile Comments & Reactions Scraper No Cookies

scraping_solutions/linkedin-profile-comments-reactions-scraper-no-cookies

Extract comments and reactions from LinkedIn profiles with structured, deduplicated data. Supports multiple users, date and filtering. Ideal for analytics, lead generation, and engagement tracking.

Scraping Solutions

106

LinkedIn Profile Posts Scraper (No Cookies)

harvestapi/linkedin-profile-posts

Extract posts from LinkedIn profiles, including content, media, engagement, reactions, comments, and more. No cookies or account required.

HarvestAPI

18K

4.8

Linkedin Post Comments Scraper

freshdata/linkedin-post-comments-scraper

Extract comments from any Linkedin profile post. No cookies required.

FreshData

250

LinkedIn Post Reactions Scraper ✅ NO COOKIES

atomus/linkedin-reactions-scraper-pro

Scrape LinkedIn post reactions to see who reacted: name, headline, profile URL, reaction type (like, celebrate, support, love, insightful, funny), and timestamp. No LinkedIn account or cookies needed. Auto-paginates the full reactions list and handles up to 1,000 posts per run.

Atomus APIs

5.0

LinkedIn Hashtag & Topic Post Tracker (No Cookies)

scrapemint/linkedin-hashtag-posts-scraper

Discover top public LinkedIn posts by hashtag or topic without a login or cookie. Each row carries author, post body, posted date, engagement counts, hashtags matched, and media. Bring your own hashtag list. Pay per post.

Ken M

LinkedIn Profile Activity Scraper

iron-crawler/linkedin-profile-activity-scraper

Scrape recent posts, reposts, and activity from any LinkedIn profile. Returns full post text, engagement metrics, reaction breakdowns, media attachments, and author info. Paginated. No cookies or login required. Clean JSON output.