JustHireMe: AI That Automates Your Job Hunt

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The Problem: Job Hunting Is a Full-Time Job #

Send out 100 resumes, get 2 interviews, land 0 offers. That’s not your fault — it’s a broken system.

Every job site is its own island:

• LinkedIn: advanced search costs money
• Indeed: duplicate listings, stale postings
• Glassdoor: salary data lags reality
• Company career pages: every one wants you to re-enter everything
• Recruiter emails: 99% read and ignored

And the real pain: every single application means rewriting your resume, rewriting your cover letter, and re-researching the company.

The Solution: JustHireMe #

JustHireMe is an open-source AI job-search workbench. Local-first, privacy-safe, one-click auto-apply.

Core idea: let AI do the repetitive work so you only make the decisions.

Core Features #

1. Smart Job Scraping #

Automatically pulls listings from multiple platforms:

• LinkedIn, Indeed, Glassdoor
• AngelList, Hacker News
• Company career pages
• Remote-work sections

Deduplication algorithm: when the same role shows up across platforms, it gets merged automatically.

2. AI Match Scoring #

Not keyword matching — real semantic understanding:

• Your skills vs. the job’s requirements
• Your experience vs. the role’s seniority
• Your salary expectations vs. the budget range
• Your career goals vs. the company’s direction

Scored 0-100, so you only look at jobs above 80.

3. Automatic Resume Tailoring #

Rewrites your resume for each role:

• Highlights relevant skills
• Adjusts project descriptions
• Matches keywords
• Optimizes layout and formatting

Not template fill-in — genuine AI rewriting.

4. Cover Letter Generation #

Every cover letter is unique:

• Researches the company background
• References specific projects
• Demonstrates relevant experience
• Expresses genuine interest

HR can tell the difference between a template and something written with care.

5. Local CRM Management #

All data stays local:

• SQLite database
• Job history
• Application status tracking
• Interview scheduling

Privacy-first: your data is never uploaded to the cloud.

Technical Architecture #

Local-first: all AI computation runs locally, no API key required.

Installation #

# Clone the repo
git clone https://github.com/vasu-devs/JustHireMe.git
cd JustHireMe

# Install frontend dependencies
npm install

# Start the dev server
npm run dev

# Launch the desktop app
npm run tauri dev

Workflow #

1. Set up your profile: upload your resume, fill in skills and goals
2. Configure scrape sources: pick the platforms to monitor
3. Run the scraper: AI pulls the latest listings automatically
4. Review matches: sort by match score, filter for high-scoring roles
5. One-click apply: AI generates tailored materials and submits them
6. Track progress: the CRM manages every application’s status

Why Open Source? #

Job hunting shouldn’t be monopolized by platforms:

• Data ownership: your resume, your data
• Algorithm transparency: you know how the AI scores
• Free to use: no subscription fees, no hidden costs
• Community-driven: everyone improves it together

Who Is It For? #

• Job seekers: who want to apply to more, better, faster
• Freelancers: looking for contracts and projects
• Career changers: who need targeted resume tailoring
• New grads: who don’t know where to start
• Senior professionals: who want high-quality opportunities to come to them

Related Articles #

• Agent Reach: Connect Your AI Agent to the Internet in One Click
• Free Claude Code: Let Top-Tier AI Write Your Code for Free
• 42 Real OpenClaw Use Cases: How AI Agents Already Change Our Lives

Project: github.com/vasu-devs/JustHireMe

Stars: 471 ⭐ | Forks: 91 | Languages: Python 47.3%, TypeScript 27.5%

Recommended Tools #

For developers building or deploying open-source AI tools, we recommend:

• DigitalOcean — $200 free credit for new users, 14+ global regions, one-click GPU/CPU droplets ideal for AI workloads.
• Shiyunapi Claude API — Anthropic Claude / OpenAI / DeepSeek API proxy. Most AI tools above (chatbots, code gen, translation, search, etc) need an LLM API key — this proxy delivers stable access to top models at ~30% of official pricing.

Affiliate link — supports dibi8.com at no cost to you.

References & Sources #

• JustHireMe
• Tauri
• React
• FastAPI
• Playwright
• Kuzu
• LanceDB
• SQLite