
linkedin-post-research
Search LinkedIn posts by keywords, sorted by engagement or date. Use when researching what people are saying about a topic on LinkedIn, finding high-engagement content, identifying thought leaders, or discovering warm leads through post engagement. Returns author, post text, reactions, comments, shares, post URL, and date. No LinkedIn cookies or login required.
- Installs
- 60
- Last 24h
- —
- Trending rank
- —
- Security
- Not audited
Install
Works with every agent the skills CLI supports.
npx skills add https://github.com/gooseworks-ai/goose-skills --skill linkedin-post-research- 01
Install
Run the command in your project. The CLI asks which agents to install for.
- 02
Describe the task
Ask your agent for something this skill covers. It loads linkedin-post-research automatically when relevant.
- 03
Review the result
The agent follows the SKILL.md steps, scripts and references bundled with the skill.
SKILL.md
The instructions your agent reads when the skill is triggered.
LinkedIn Post Research
Search LinkedIn for posts matching keywords via Apify. Returns posts sorted by engagement or date, with author info, full text, reaction counts, and direct URLs.
No LinkedIn cookies. No login. Just keywords in, posts out.
When to Auto-Load
Load this skill when:
- User says "search LinkedIn posts", "what are people saying about X on LinkedIn", "find LinkedIn content about"
- User wants to find high-engagement posts on a topic
- User wants to identify who's posting about a specific topic (thought leader discovery)
- User wants to find posts to extract commenters from (warm lead pipeline)
Prerequisites
Apify API Token
Required for searching LinkedIn posts. Set in .env:
APIFY_API_TOKEN=your_token_here
No LinkedIn cookies, login, or session tokens needed. That's the only setup.
How It Works
- Takes one or more keywords
- Calls the
apimaestro/linkedin-posts-search-scraper-no-cookiesApify actor - Returns posts with author, text, engagement metrics, date, and URL
- Deduplicates across keywords by
activity_id - Sorts by engagement (total reactions) descending, or by date
Quick Start
# Single keyword search
python3 skills/capabilities/linkedin-post-research/scripts/search_posts.py \
--keyword "AI sourcing" --max-items 20
# Multiple keywords
python3 skills/capabilities/linkedin-post-research/scripts/search_posts.py \
--keyword "AI sourcing" --keyword "recruiting automation" --max-items 30
# Sort by date (most recent first)
python3 skills/capabilities/linkedin-post-research/scripts/search_posts.py \
--keyword "AI agents" --sort-by date_posted --max-items 20
# Output as CSV
python3 skills/capabilities/linkedin-post-research/scripts/search_posts.py \
--keyword "AI agents" --output csv --output-file results.csv
# Summary table
python3 skills/capabilities/linkedin-post-research/scripts/search_posts.py \
--keyword "AI agents" --output summary
CLI Reference
| Flag | Default | Description |
|---|---|---|
--keyword, -k | required | Keyword to search (can be repeated for multiple keywords) |
--max-items | 50 | Max posts to return per keyword |
--sort-by | relevance | Sort order: relevance or date_posted |
--output, -o | json | Output format: json, csv, summary |
--output-file | stdout | Write output to file |
--token | env var | Apify API token (overrides APIFY_API_TOKEN env var) |
--timeout | 120 | Max seconds to wait for Apify run |
Apify Actor Details
Actor: apimaestro/linkedin-posts-search-scraper-no-cookies
API call:
curl -X POST "https://api.apify.com/v2/acts/apimaestro~linkedin-posts-search-scraper-no-cookies/runs?token=$APIFY_API_TOKEN" \
-H "Content-Type: application/json" \
-d '{
"keyword": "AI agents",
"maxItems": 50,
"sortBy": "date_posted"
}'
Polling for results:
# Check run status
curl "https://api.apify.com/v2/acts/apimaestro~linkedin-posts-search-scraper-no-cookies/runs/{RUN_ID}?token=$APIFY_API_TOKEN"
# When status is SUCCEEDED, fetch results
curl "https://api.apify.com/v2/datasets/{DATASET_ID}/items?token=$APIFY_API_TOKEN"
Output Schema
{
"author": "Jane Smith",
"author_headline": "VP of Sales at Acme Corp",
"author_profile_url": "https://www.linkedin.com/in/janesmith",
"keyword": "AI sourcing",
"reactions": 142,
"comments": 28,
"shares": 12,
"reactions_by_type": {"LIKE": 100, "EMPATHY": 30, "PRAISE": 12},
"date": "2026-04-01",
"post_preview": "First 200 chars of the post text...",
"full_text": "Complete post text...",
"url": "https://www.linkedin.com/posts/...",
"activity_id": "7447040447966826496",
"hashtags": ["#AI", "#sales"],
"is_repost": false,
"content_type": "text"
}
Output Columns (CSV)
| Column | Description |
|---|---|
| author | Post author name |
| author_headline | Author's LinkedIn headline |
| author_profile_url | Author's LinkedIn profile URL |
| keyword | Which search keyword matched |
| reactions | Total reaction count |
| comments | Comment count |
| shares | Share count |
| date | Post date (YYYY-MM-DD) |
| post_preview | First ~200 characters |
| url | Direct link to the LinkedIn post |
| activity_id | Unique post identifier |
| hashtags | Comma-separated hashtags |
Cost
Apify charges per compute usage. ~50 posts costs approximately $0.01-0.05 depending on the actor's pricing tier. The script prints cost info after each run.
Error Handling
| Error | Fix |
|---|---|
APIFY_API_TOKEN not set | Ask user to add it to .env |
| Apify run fails or times out | Retry once. If still fails, try a broader keyword. |
| 0 results | Keyword may be too specific. Try broader terms. |
FAQ
What does the linkedin-post-research skill do?
Search LinkedIn posts by keywords, sorted by engagement or date. Use when researching what people are saying about a topic on LinkedIn, finding high-engagement content, identifying thought leaders, or discovering warm leads through post engagement. Returns author, post text, reactions, comments, shares, post URL, and date. No LinkedIn cookies or login required.
How do I install linkedin-post-research?
Run npx skills add https://github.com/gooseworks-ai/goose-skills --skill linkedin-post-research in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/linkedin-post-research/ (personal) or .claude/skills/linkedin-post-research/ (project).
Which AI agents can use linkedin-post-research?
Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.
Is linkedin-post-research safe to install?
No partner security audit is available yet. Skills can run commands and scripts, so read the SKILL.md and any bundled files before installing.
Who maintains linkedin-post-research?
It is published by gooseworks-ai in gooseworks-ai/goose-skills. It has 60 recorded installs.
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