The Result
What This Project Was
JOBMOO was built to reduce the repetitive overhead of searching roles, scoring fit, preparing outreach, and applying across multiple channels. Job seekers often spend more time collecting and filtering opportunities than actually pursuing the best ones. The platform needed to centralize that workflow and keep it visible through a dashboard.
The Main Problem
Job sources expose different formats, rate limits, and interaction models, which makes one unified workflow difficult. On top of that, tailoring applications manually does not scale when a candidate wants to move quickly without sacrificing quality. The system needed to scrape, score, generate materials, and submit actions while keeping progress observable and repeatable.
The Key Turning Point
The most valuable shift was treating job hunting like an automation pipeline rather than a list of one-off tasks. Once jobs become queued records with match scores, generated collateral, and delivery states, the operator can focus on review and strategy instead of repetitive browsing and copying.
What I Built
I implemented a React and Express stack backed by MongoDB, Redis queues, and Playwright automation. The app pulls in opportunities from multiple sources, scores them against a profile, drafts supporting content, and can trigger application actions through supported channels. That turns a fragmented search process into a trackable system with real operational leverage.
Before vs After
| Evaluation Metric | Before Implementation | Optimized Resolution |
|---|---|---|
| Opportunity Discovery | Manual site hopping | Centralized automated intake |
| Application Prep | Manual tailoring each time | AI-assisted draft generation |
| Execution Visibility | Scattered notes | Live dashboard progress |
What It Included
Multi-source job scraping across feeds, APIs, and browser automation
AI scoring against candidate profiles with personalized cover letters
Automated application delivery through email and form workflows
Live progress tracking via queues, sockets, and dashboard feedback