Case studyAI Automation

TechForce GitHub Developer Sourcing

A recruiting pipeline for TechForce that reads open job locations, finds matching GitHub developers by city, and syncs qualified profiles into Gospott CRM. It turns location-based sourcing into a repeatable automated workflow.

System stack
n8n
GitHub API
Supabase
Gospott CRM
Web Scraping
Built forA real operational bottleneck
Business impactA faster, more reliable workflow
Delivery approachScoped, built, tested, and documented
01

Client challenge

TechForce's recruiting team spent hours per open role manually searching GitHub for developers by location — a high-volume, repetitive task consuming capacity that should be focused on relationship-building and conversion.

02

What I built

I built an automated sourcing pipeline that reads open job locations from Supabase, scrapes GitHub for matching developers by city and role, qualifies profiles against defined criteria, and syncs enriched records directly into Gospott CRM.

  • Supabase integration to read open job location data
  • GitHub developer scraping by city and skill match
  • Automated profile qualification against hiring criteria
  • Gospott CRM sync with deduplication
  • Daily automated pipeline execution with no manual steps
03

Measured outcomes

Manual developer sourcing was eliminated entirely. TechForce's team now starts every day with a pre-filled CRM of qualified, location-matched developer profiles — reclaiming hours previously lost to repetitive search work.

Let’s map the fastest path from manual work to a reliable system.

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