LinkedIn engager scraper for outbound lead capture
Turn the people quietly liking and commenting on LinkedIn posts about your space into a deduped pipeline of warm leads — refreshed every day, no manual scrolling.
The outcomes on their scorecard
Every reactor and commenter on the most engaged 3–5 posts in your topic space, upserted daily into a clean `leads` table the blueprint stands up on day one.
These prospects literally raised their hand on a post about your space. Your opener writes itself — reference the post they engaged with.
Stop sending SDRs to manually click through reactor lists. The agent rotates search terms, caps API spend, and ships a Slack summary so you see exactly what landed each day.
LinkedIn search, reactions, and comments all go through the agntdata unified API — no LinkedIn scraping infra, no proxies, no separate billing relationship.
How the work gets done
Every day, this agent scans LinkedIn for posts in your topic space, pulls every reactor and commenter on the most engaged 3–5 posts, and adds their profile URLs to a deduped `leads` table in your workspace database. Engagement is the strongest free intent signal LinkedIn gives you — most teams just never harvest it. This blueprint stands up a clean lead table on day one and puts the harvest on autopilot, so your outbound stack starts with a fresh stream of pre-warmed prospects.
Outbound teams already know LinkedIn engagement is the best free intent signal — they just never act on it because pulling reactors and commenters by hand is brutal. This blueprint moves that work to an agent so every day the highest-intent profiles in your space land directly in your leads table, deduped and ready to work.
Your new teammate
LinkedIn GTM Engager Scraper
Daily agent that searches LinkedIn for posts where my ICP is discussing or engaging with topics adjacent to my product, scrapes reactors and commenters, and upserts their LinkedIn profile URLs into the `leads` table for outbound.
What it runs on
This hire is assembled from the public toolkit. Every piece below is a tool your own agents can call too.
How setup works
- 01
Claim the hire
One click. No questionnaire. The brief is already written from your business, and you can edit it before you build if you want to.
- 02
Your hire deploys itself
Agents, tools, schedules, memory, hand-off queues and the database schema are provisioned into your workspace automatically, then the first real run fires while you watch.
- 03
Hand it the keys it still needs
You land in chat with your hire and its findings. Anything it still needs is asked for conversationally, whenever you want.
Other hires that pair well
LinkedIn Hiring-Signal Scraper — companies investing in your buyer’s role
Hiring for a role is the loudest buying signal LinkedIn gives away for free. This agent watches it daily — captures every company posting jobs in your buyer's role family, plus the hiring team behind each post — and writes them to a deduped pipeline of accounts + decision-makers ready for outreach.
Outbound Research Analyst
Turn the people writing about your problem on LinkedIn — and the ones quietly liking and commenting on posts about your space, including your competitors' — into a qualified outbound pipeline: scraped daily, enriched with verified email, scored against your ICP, and added to both your LinkedIn outreach (HeyReach) and cold email (Instantly) campaigns — automatically and deduped.
Social Creator Scraper — daily LinkedIn + X discovery of partnership candidates
Every day, find creators posting about your space on LinkedIn + X — filter for 1k+ followers and topic-relevance, enrich with verified emails, save to a deduped partnerships table. Pair with the creator outreach writer to actually pitch them.
Every hire is assembled from the same toolkit.
Same data sources, same database, same memory, schedules and queues. Point your own agent at the MCP endpoint and wire it your way instead.