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.
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The motion
Creators with audiences in your space are one of the most underused outbound surfaces in B2B. They already explain the problem you solve to your buyers — they just don't know you exist. This agent finds them daily: it searches LinkedIn and X for posts about your topic terms, walks the top-engaging results, fetches profile data + recent posts for each candidate, filters by follower count + topic relevance + language, and runs an email-finder + verifier waterfall on the survivors. New creators land in `social_creators` with `status='new'`, ready for the downstream outreach writer to pitch. The whole motion runs once a day on cheap filters first (dedup, follower count) before any paid email-finder calls. Pair with `social-creator-outreach-writer` for personalized free-account / sponsorship / partnership pitches.
LLM-driven topic-relevance gate after profile + recent posts fetch — drops people whose actual content is off-topic even if they surfaced in keyword search.
Multi-vendor email-finder waterfall runs only on candidates that pass the cheap filters. people_email_verifier gates the final write — undeliverable creators don't land in the table.
Same creator on LinkedIn AND X? Merged into one row with both handles tracked. No duplicate outreach.
Filters early, enriches late. The expensive email waterfall only runs on candidates that already passed follower + topic + language gates.
Creators in your space are already explaining your category to your buyers. This agent finds them — daily scrape across LinkedIn + X by topic, with cheap filters first (dedup, followers) and expensive ones last (email verification). Output is a deduped table of partnership candidates ready for the downstream outreach agent.
Build this with agnt_
Skip the copy-paste. We'll spin up a builder session prepopulated with this blueprint's spec — providers, schedule, database schema, and the questions the agent should ask you to personalize it for your product.
Sign up free · no credit card
Or copy a prompt into another platform
Prefer to build with OpenClaw, Hermes, or Claude Code? Drop this prompt into your agent of choice — it seeds the goal, the agntdata endpoints to use, and a step-by-step plan.
You are helping me build a Social Creator Scraper agent. It runs once a day, searches LinkedIn and X for creators posting about topics relevant to my product, filters for accounts with meaningful audiences (1k+ followers by default), enriches each with profile data + recent posts + a verified email, and saves new creators to my workspace database.
The creators it finds are partnership / collaboration / sponsorship candidates — people with audiences who already talk about the space I'm in. Pair this with the Social Creator Outreach Writer blueprint to actually pitch them.
REFERENCE DOCS (read these before writing code)
- agntdata API documentation: https://agnt.mintlify.app/apis/overview
- LinkedIn endpoints used: `Search_Posts`, `Get_Profile_data_using_LinkedIn_URL`
- X endpoint: `Search` (twitter154)
- agntdata orchestrator: `people_email_finder`, `people_email_verifier`
ABOUT MY MOTION
- Product: <YOUR PRODUCT>
- One-line description: <WHAT IT DOES>
- ICP: <WHO BUYS IT — role + company stage>
- Why creator partnerships make sense for me: <REASON — e.g. "my buyer follows these creators", "I want sponsored content from them", "I want them building on my product">
TOPIC TARGETS
List 4–8 topic terms your ideal creators post about. The agent uses these as LinkedIn + X keyword searches. Examples for GTM tooling:
- "AI SDR", "GTM Engineer", "outbound automation", "agentic GTM", "sales automation", "AI agents"
Be specific enough that the matches are creators-in-your-space, not generic marketers.
FILTERS
- Minimum follower count: <MIN_FOLLOWERS> (default 1000 — anything less rarely has enough audience to move pipeline)
- Maximum follower count: <MAX_FOLLOWERS> (default 1,000,000 — mega-creators don't reply to cold outreach)
- Language: <LANG> (default English)
WHAT TO BUILD
- A scheduled agent on agntdata that runs daily (claude-sonnet-4-6 — topic-relevance judgment benefits from the smarter model).
- Each run: search LinkedIn + X for the topic terms, walk top results, fetch profile data, filter by follower count, run an email-finder + verifier waterfall, save new creators to `social_creators`.
- Filters as gates: prune early. Skip a creator BEFORE paying for email enrichment if they fail follower / topic / language gates.
- Dedup: never re-insert a creator whose LinkedIn URL or X handle is already in the table.
DATABASE
`social_creators` is the source-of-truth table this blueprint stands up. Minimum columns:
- id (uuid PK), platform ('linkedin' | 'x'), profile_url, handle, full_name, headline, follower_count, recent_posts (jsonb), topic_match (text — which topic term surfaced them), email, email_verified, email_status, status ('new' | 'contacted' | 'replied' | 'partnered' | 'declined'), discovered_at, contacted_at.
DELIVERY
- One-line JSON summary per run: searches run, candidates found, after follower filter, after dedup, emails found, new creators saved.
- DO NOT push leads anywhere. The downstream outreach writer does that.
GUARDRAILS
- Topic relevance is the most important filter. If a creator showed up in your search but their profile + recent posts are about something unrelated, drop them. The LLM owns this judgment.
- Cap email-finder calls — never run the waterfall on a creator who failed the follower or topic gate.
- Dedup against `social_creators.profile_url` AND `social_creators.handle` before any expensive call.
- Cross-platform dedup: if you found the same person on LinkedIn AND X, merge into one row (whichever you found first; tag both URLs).
When you're ready, ask me the ABOUT MY MOTION, TOPIC TARGETS, and FILTERS blocks.Paste into OpenClaw to scaffold this agent. Tweak the inputs and goal at the top of the prompt.
How to build it
7 steps. Each one links to the underlying agntdata endpoints — open them in a new tab to inspect parameters and pricing as you build.
One key gets you LinkedIn + X + Hunter / Prospeo / LeadMagic email waterfalls. Credit-based pricing.
4–8 keyword phrases that creators in your space post about. Be specific — generic terms surface marketers, not creators.
Default 1k. Raise to 5k or 10k for more established creators (better reply rates but fewer candidates per run).
The blueprint creates it on first run. UNIQUE on profile_url, status defaults to "new".
Click "Build with agnt_". The meta-agent asks topic terms + filters, deploys the agent.
Default daily at 7am. Dry-run on a single topic term — verify 5 candidates pass the topic filter before turning the schedule on.
See the `social-creator-outreach-writer` blueprint. Reads `status='new'` rows from the same table.
Endpoints used
The agntdata endpoints this blueprint depends on. All available with one API key.
Search Posts
/search-posts
Topic keyword search on LinkedIn — surfaces candidate creators by recent posting activity.
View endpoint docsGet_Profile_data_using_LinkedIn_URL
Per-candidate profile fetch: follower_count, headline, recent_posts.
View endpoint docsSearch
/search/search
Topic keyword search on X — same motion, different platform.
View endpoint docsFind a person's professional email
/people/email-finder
Multi-vendor email-finder waterfall (Hunter → Prospeo → LeadMagic) for each candidate.
View endpoint docsVerify a professional email
/people/email-verifier
Deliverability gate. Only verified emails land in social_creators.
View endpoint docsShip this blueprint today
One click spins up a builder session prefilled with this blueprint's spec. We'll ask you a handful of personalization questions, then generate the agent.
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