Systems Lab

Agent skill

linkedin-commenter-extractor

Extract commenters from LinkedIn posts via Apify.

dormantNeeds a keyActs undeclared304 words

Filed under LinkedIn and social.

From edupegoretti/fluidz-skills · 116 skills · 0 · pushed 2026-03-11

What it does when it runs

Extract commenters from LinkedIn posts via Apify. Returns commenter names, titles, LinkedIn profile URLs, and comment text. Use to find warm leads engaging with relevant discussions. No LinkedIn cookies required.

Read from the skill and the 2 files bundled beside it. A skill’s own description is written to be selected by an agent, so it describes the job and not the dependencies.

Keys and connectors you must supply
  • APIFY_API_TOKEN
Hosts it reaches
  • api.apify.com
  • linkedin.com
  • www.linkedin.com
Tool permissions it declares
No allowed-tools in the frontmatter. It does act, so it runs under whatever permissions your session already grants.
Actions present in the files
shellnetwork

Ask about linkedin-commenter-extractor

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git clone --depth 1 --filter=blob:none --sparse https://github.com/edupegoretti/fluidz-skills.git /tmp/fluidz-skills
git -C /tmp/fluidz-skills sparse-checkout set "skills/capabilities/linkedin-commenter-extractor"
mkdir -p ~/.claude/skills/linkedin-commenter-extractor
cp -R "/tmp/fluidz-skills/skills/capabilities/linkedin-commenter-extractor/." ~/.claude/skills/linkedin-commenter-extractor/

Picked up without a restart. A project skill of the same name is shadowed by your personal one. For one repository only, swap ~/.claude/skills for .claude/skills. Claude Code docs ↗

The folder is the same in every client that implements the format — 46 of them — so if yours is not above, only the destination changes.

Before you install: this skill will not complete its job on a bare agent. It needs APIFY_API_TOKEN, which you have to obtain separately.

Reproduced in full from edupegoretti/fluidz-skills/blob/a2cf697e2e8ec2ea517d85496e2d5c7f5dc44cd3/skills/capabilities/linkedin-commenter-extractor/SKILL.md, which is licensed MIT (repository). 304 words, 11 headings.

LinkedIn Commenter Extractor

Extract names, titles, companies, LinkedIn URLs, and comment text from people who commented on specific LinkedIn posts. Uses Apify — no LinkedIn cookies required.

Quick Start

Requires requests and APIFY_API_TOKEN environment variable.

# Extract commenters from a single post
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py \
  --post-url "https://www.linkedin.com/posts/someone_topic-activity-123456789"

# Multiple posts
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py \
  --post-url URL1 --post-url URL2

# Limit comments per post
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py \
  --post-url URL --max-comments 50

# Output formats
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py --post-url URL --output json
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py --post-url URL --output csv
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py --post-url URL --output summary

# Deduplicate across multiple posts
python3 skills/linkedin-commenter-extractor/scripts/extract_commenters.py \
  --post-url URL1 --post-url URL2 --dedup

How It Works

  1. Takes one or more LinkedIn post URLs
  2. Calls the harvestapi~linkedin-post-comments Apify actor (no cookies needed)
  3. Extracts commenter name, headline (title + company), LinkedIn profile URL, and comment text
  4. Parses headline into separate title and company fields where possible
  5. Optionally deduplicates across multiple posts by LinkedIn profile URL

CLI Reference

FlagDefaultDescription
--post-urlrequiredLinkedIn post URL (can be repeated for multiple posts)
--max-comments100Max comments to extract per post
--outputjsonOutput format: json, csv, summary
--dedupfalseDeduplicate commenters across multiple posts
--tokenenv varApify API token (overrides APIFY_API_TOKEN env var)
--timeout120Max seconds to wait for Apify run

Output Schema

{
  "name": "Jane Smith",
  "headline": "VP of Finance at Acme Corp",
  "title": "VP of Finance",
  "company": "Acme Corp",
  "linkedin_url": "https://www.linkedin.com/in/janesmith",
  "comment_text": "Great insights on AI in accounting...",
  "post_url": "https://www.linkedin.com/posts/...",
  "profile_image_url": "https://..."
}

Cost

Uses harvestapi~linkedin-post-comments Apify actor — ~$2 per 1,000 comments. No LinkedIn cookies or login required.

Files bundled with it

These load only when the skill asks for them, so they cost nothing until it runs.

Other skills for the same job

Different authors, same problem. Matched on the words in the skill name, across every library in the catalogue except this one.

Need help setting it up?

This page tells you what linkedin-commenter-extractor does and what it needs. Cheetah builds the agent setup it runs inside: data, CRM, sequencing and the guardrails.

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