Jobber/README.md
Shaheer Sarfaraz 2841a7fe3a
Add Star History section to README
Added a Star History section with responsive images.
2026-02-01 13:51:20 +00:00

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# JobOps
AI-powered job discovery and application pipeline. Automatically finds jobs, scores them against your profile, and generates tailored resumes.
## Workflow
1. **Search**: Scrapes Gradcracker, Indeed, LinkedIn, and UK Visa Sponsorship jobs.
2. **Score**: AI ranks jobs by suitability using the configured LLM provider (OpenRouter by default).
3. **Tailor**: Generates a custom resume summary for top-tier matches.
4. **Export**: Uses [RxResume v4](https://v4.rxresu.me) to create tailored PDFs.
5. **Manage**: Review and mark jobs as "Applied" via the dashboard (syncs to Notion).
## Example of generating a tailored resume for a job
https://github.com/user-attachments/assets/5b9157a9-13b0-4ec6-9bd2-a39dbc2b11c5
## Example of applying to a Ready job
https://github.com/user-attachments/assets/06e5e782-47f5-42d0-8b28-b89102d7ea1b
## Quick Start
```bash
# 1. Clone and move to directory
git clone https://github.com/DaKheera47/job-ops.git
cd job-ops
# 2. Start with Docker (pulls pre-built image from GHCR)
docker compose up -d
# 3. Open the dashboard, the app will onboard your credentials
open http://localhost:3005
```
The app will guide you through setup on first launch. The onboarding wizard helps you:
- Configure the LLM provider (OpenRouter by default) and add an API key if required (for AI scoring/tailoring)
- Add your RxResume credentials (for PDF export via v4.rxresu.me)
- Select a template resume from your v4.rxresu.me account
Note: `OPENROUTER_API_KEY` is deprecated. Existing OpenRouter keys are automatically migrated/copied to `LLM_API_KEY` on upgrade. Other providers are also supported.
## Structure
- `/orchestrator`: React frontend + Node.js backend & pipeline.
- `/extractors`: Specialized scrapers (Gradcracker, JobSpy, UKVisaJobs).
- `/data`: Persistent storage for SQLite DB and generated PDFs.
Technical breakdowns here: `documentation/extractors/README.md`
Orchestrator docs here: `documentation/orchestrator.md`
## Read-only mode (Basic Auth)
You can make the app read-only for the public by setting a username and password in the **Settings** page.
After this, all write actions (POST/PATCH/DELETE) require Basic Auth; browsing and viewing remain public.
Persistent data lives in `./data` (bind-mounted into the container).
## Running (local dev)
Prereqs: Node 20+, Python 3.10+, Playwright browsers (Firefox).
Install Node deps (both packages):
```bash
cd orchestrator && npm install
cd ../extractors/gradcracker && npm install
```
Configure the orchestrator env + DB:
```bash
cd ../orchestrator
cp .env.example .env
npm run db:migrate
npm run dev
```
Dev URLs:
- API: `http://localhost:3001/api`
- UI (Vite): `http://localhost:5173`
## Notes / sharp edges
- **Crawl targets**: edit `extractors/gradcracker/src/main.ts` to change the Gradcracker location/role matrix.
- **Pipeline config knobs**: `POST /api/pipeline/run` accepts `{ topN, minSuitabilityScore }`; `PIPELINE_TOP_N`/`PIPELINE_MIN_SCORE` are used by `npm run pipeline:run` (CLI runner).
- **Anti-bot reality**: crawling is headless + "humanized", but sites can still block; expect occasional flakiness.
Note on Analytics: The current alpha version includes anonymous analytics (Umami) to help me debug performance. This will be made opt-in only in the upcoming updates. If you want to disable it now, block umami.dakheera47.com in your firewall.
# Contact
If you need any help with any step of the process, feel free to open an [issue](https://github.com/DaKheera47/job-ops/issues). I am actively monitoring this section and I would be extremely happy to help you get up and running!
## Star History
<a href="https://www.star-history.com/#DaKheera47/job-ops&type=date&legend=top-left">
<picture>
<source media="(prefers-color-scheme: dark)" srcset="https://api.star-history.com/svg?repos=DaKheera47/job-ops&type=date&theme=dark&legend=top-left" />
<source media="(prefers-color-scheme: light)" srcset="https://api.star-history.com/svg?repos=DaKheera47/job-ops&type=date&legend=top-left" />
<img alt="Star History Chart" src="https://api.star-history.com/svg?repos=DaKheera47/job-ops&type=date&legend=top-left" />
</picture>
</a>
## License
AGPLv3