Description
MatchBeforeApply is a tool I built to make job applications more intentional by helping candidates understand how well they match a role before applying.
Instead of relying on a single prompt, the system is designed using a multi-agent approach, where each component focuses on a specific task in the evaluation process.
Key Features
- Analyze and compare CVs with job descriptions to generate a match score and highlight gaps
- Multi-agent architecture (CV, Job Description, Match, and ATS agents) to improve accuracy and structure
- Application tracker with status updates and a Kanban board for managing job applications
- Commenting system for notes and reflections on each application
Multi-Agent Architecture
The system is built around 4 specialized agents, each responsible for a specific part of the pipeline:
- CV Agent — extracts and structures relevant information from the CV
- JD Agent — analyzes job descriptions and identifies key requirements
- Match Agent — compares both sides and generates alignment insights
- ATS Agent — evaluates compatibility with ATS-style screening logic
This modular approach proved more reliable and flexible than using a single prompt, allowing better control over outputs and easier iteration.
Tech Stack
FastAPI · SvelteKit · PostgreSQL · JWT Auth · Google Sign-In · Resend · AI multi-agent pipeline
- Frontend: Svelte 5, Vite, Tailwind CSS
- Backend / AI: Google ADK, Python, FastAPI, PostgreSQL, JWT Auth, Google Sign-In, OTP Auth
- Architecture: AI multi-agent pipeline
What I Learned
- Designing AI systems beyond single prompts using modular agent-based thinking
- Balancing simplicity and functionality when building for real-world use
- Turning a personal problem into a scalable product concept
Why I Built It
This started during my own job search.
Tracking applications was easy.
Knowing whether I was actually a good fit was not.
Instead of just organizing applications,
I built a tool to evaluate them first — and track them properly after.
Screenshots
Multi-Agent Pipeline Architecture
Match Score & Gap Analysis
Application Tracker (Kanban Board)
