AI-Powered LinkedIn Outreach Agent

Get
Referred.stop applying cold. start getting referrals.

LinkedOut scrapes jobs, finds alumni and HR contacts, generates personalized connection notes using RAG, and sends requests automatically — all while you sleep.

See how it works
LINKEDOUT — AGENT SESSION
agent@linkedout~ $linkedout run --roles "AI Engineer,Backend Engineer" --location India
→ parsing resume · 7 chunks embedded into pgvector
→ scraping linkedin jobs · found 24 matches in 3 roles
✓ scored 24 jobs against your resume via llm
! awaiting approval for 8 high-score jobs (≥60)
✓ 5 approved · finding alumni at BayOne, Honeywell, Capco...
✓ found 3 alumni (NIT Jalandhar) · 2 HR contacts
✓ notes generated · rag context injected
✓ 5 connection requests queued · sending over 6 hours
agent@linkedout~ $
WHAT IT DOES

Every step.
Automated.

01
Job Scraper
Scrapes LinkedIn jobs matching your roles and location. Filters and deduplicates in real time. Stores everything in PostgreSQL.
02
AI Resume Matcher
LLM scores each job against your resume. Skills, experience, domain fit — scored 0–100. You only see jobs worth applying to.
03
Alumni Finder
Finds people from your college working at target companies. Prioritizes SWEs, senior engineers, and engineering managers.
04
RAG Note Generator
Uses vector search on your resume to pull relevant context. Generates personalized 200-char connection notes per person type.
05
Human-in-the-Loop
You approve jobs and review notes before anything is sent. Edit notes inline. Full control without the manual work.
06
Safe Sending
Connections sent via Celery+Redis queue with human-like delays spread over the day. Max 15/day. Never triggers LinkedIn limits.
PIPELINE

How it
works.

01
upload
Your Resume
02
scrape
Jobs
03
score
& Approve
04
find
Alumni / HR
05
generate
Notes
06
send
Connections
10x
more callbacks with referrals
15
max connections per day
200
char personalized note
0
manual effort required

Stop applying.
Start getting referred.