About this project
Job hunting is a repetitive, high-volume pipeline: search several boards, weed out irrelevant and senior roles, judge fit, rewrite your resume for each posting, render a clean PDF, and fill out yet another application form. Automated Job Workflow collapses that entire loop into one tool.
It discovers listings across multiple job boards, filters and scores them against your own resume embedding, uses an LLM to rewrite experience bullets per job (without fabricating facts), renders interactive Light/Dark PDFs, and fills application forms through a companion Chrome extension backed by a localhost bridge.
A single CLI (python -m workflow) drives everything, while a local web dashboard built with FastAPI and React wraps the same engine for day-to-day use — all configured from one root .env.
Key features
- Multi-source discovery across Indeed PH, LinkedIn, JobStreet, Kalibrr, or a single pasted job URL.
- Pre-storage filtering by role, seniority, salary band, and excluded employers — applied before anything hits disk.
- Rules + AI enrichment that normalizes skills and salary, then a semantic gate compares each posting against your resume embedding.
- LLM resume tailoring that rewrites experience bullets per job, with a verifier that guards against fabrication.
- Interactive PDF rendering with a Light/Dark toggle (Acrobat OCG layers) via Jinja2 and Playwright.
- One-click apply through a Chrome/Edge extension and a localhost bridge for ATS autofill and mark-applied sync.
- Local web dashboard with a searchable jobs table, live pipeline logs, a resume diff viewer, and a masked .env editor.
- Provider fallback chain that rotates across Groq, Anthropic, Gemini, Mistral, DeepSeek, OpenAI, and local Ollama on quota limits.
- MCP servers (knowledge + runtime) so AI assistants like Cursor can inspect and drive the pipeline.
Technology stack
- Python
- FastAPI
- React
- Vite
- Playwright
- SQLite
- MCP
- Tailwind CSS
A closer look
Quick metrics
- Per application
$0.01
Per application
Average LLM cost to tailor and render one application.
- Listings / day
~200
Listings / day
Bulk scraping with the semantic gate at ~$0.14/day.
- Job boards
4
Job boards
Indeed PH, LinkedIn, JobStreet, and Kalibrr.
- LLM providers
7
LLM providers
Automatic fallback across providers on quota limits.