JustHireMe
JustHireMe is a local-first desktop workbench that helps job seekers scrape roles from multiple sources, rank them by fit using deterministic rules and vector matching, and generate tailored resume/cover letter PDFs. All processing runs offline on your machine with optional integrations to LLMs like Claude or Ollama.
Key facts
Objective fields from the source. Values we can't verify are shown as “Unknown” rather than guessed.
| Field | Value |
|---|---|
| Repository | vasu-devs/JustHireMe |
| Owner | vasu-devs |
| Primary language | Python |
| License | AGPL-3.0 — OSI-approved |
| Stars | 2.1k |
| Forks | 348 |
| Open issues | 29 |
| Latest release | v1.4.0 (2026-07-02) |
| Last updated | 2026-07-04 |
| Source | https://github.com/vasu-devs/JustHireMe |
What JustHireMe is
Python-based backend (3.13) paired with a Tauri desktop frontend, using LanceDB for vector similarity matching, Kuzu for skill/project graphs, and ONNX embeddings (all-MiniLM-L6-v2) for semantic search. Supports multi-source lead ingestion, deterministic ranking pipelines, and template-driven document generation with no API key requirement by default.
Get the JustHireMe source
Clone the repository and explore it locally.
git clone https://github.com/vasu-devs/JustHireMe.gitcd JustHireMe# follow the project's README for install & configurationNeed it deployed, integrated, or customized instead? DEV.co ships production installs.
Best use cases
Implementation considerations
- AGPL-3.0 license requires you to disclose any modifications if deployed or integrated; verify legal/compliance team approval before building on this in a commercial context.
- Desktop installers (~100 MB) download heavy runtime (browser, vector libs, embedding model) on first run and cache locally; plan for ~500 MB+ disk footprint and initial setup time.
- Scraper adapters for specific job boards may require reverse-engineering or maintenance as websites evolve; budget for source adapter updates if you add custom boards.
- Local embeddings use bundled ONNX model (deterministic, no API key required); if you need LLM-powered ranking/generation, you must configure Ollama locally or provide OpenAI/Gemini/Groq keys.
- Profile ingestion tolerates multiple formats (PDF, DOCX, TXT, MD, JSON Resume, LinkedIn zips, portfolio URLs); test import with your target candidate profile shape to validate data extraction and field mapping.
When to avoid it — and what to weigh
- You need a fully-managed SaaS job portal — JustHireMe is a local workbench—you run it, manage your own data, and are responsible for deployment and updates. No cloud-hosted alternative offered.
- You require a permissive license for closed-source commercial use — AGPL-3.0 requires source disclosure and copyleft obligations if you deploy modified versions or integrate into a larger product. Commercial proprietary use is not permitted without legal review.
- You want guaranteed scraper reliability across all job boards — Scrapers are brittle by nature. The supported core includes scraper adapters, but site HTML/API changes will require maintenance—this is not an enterprise SLA product.
- You need out-of-the-box auto-apply or browser automation — Browser automation and auto-apply code exist but are experimental, opt-in, disabled by default, and explicitly unsupported in the stable open-source core.
License & commercial use
AGPL-3.0 (GNU Affero General Public License v3.0). This is a copyleft license requiring source disclosure and license propagation for any modified or networked use. If you deploy modified code or use it in a larger product, you must disclose source under AGPL-3.0.
AGPL-3.0 is **not** a permissive open-source license suitable for proprietary commercial products. Using, modifying, or integrating JustHireMe into a commercial offering requires either: (1) keeping all changes open-source under AGPL-3.0, (2) obtaining a commercial license from the maintainer (unknown availability/terms), or (3) legal review and approval. Do not assume commercial use is permitted. Requires legal review before any commercial deployment.
DEV.co evaluation signals
Editorial assessment — not user reviews. Directional, with an explicit confidence level.
| Signal | Assessment |
|---|---|
| Maintenance | Active |
| Documentation | Adequate |
| License clarity | Clear |
| Deployment complexity | Low |
| DEV.co fit | Good |
| Assessment confidence | High |
Local-first design (no profile upload to cloud) reduces data exfiltration risk for user résumés and skill data. Keychain-based API key storage is not yet implemented (planned); current .env/app settings approach is less hardened. No security audit or third-party assessment mentioned. Vector model and embeddings are local ONNX; no model provenance or integrity checks detailed. Scraper modules may access external job boards—review scraper code for unintended data leakage or malicious patterns.
Alternatives to consider
Workable, Lever, or Applicant Tracking Systems (ATS)
Cloud-based commercial suites for enterprise recruiting; overkill for individual job seekers but offer managed multi-source ingestion and auto-apply. Unlike JustHireMe, these require SaaS fees and don't prioritize candidate privacy.
Zapier + custom job board connectors + Notion/Airtable
DIY workflow automation; no-code multi-source scraping and CRM integration. Less tailored than JustHireMe, no built-in ranking/matching, and vendor lock-in risk.
LazyApply, BrightNetwork, or Handshake auto-apply tools
SaaS platforms for bulk job discovery and auto-application; cloud-hosted and proprietary. Offer convenience but sacrifice privacy and explainability; JustHireMe's transparent local ranking is fundamentally different.
Build on JustHireMe with DEV.co software developers
JustHireMe is ideal for job seekers automating multi-source discovery and for developers extending scraper adapters or integrating local AI workflows. Verify AGPL-3.0 licensing requirements before commercial use. Contact the maintainer for sponsorship or commercial licensing options.
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JustHireMe FAQ
Do I need API keys to use JustHireMe?
Can I use JustHireMe in a commercial product or service?
How much disk space does JustHireMe require?
Does JustHireMe support multi-user or cloud sync?
Software development & web development with DEV.co
DEV.co helps companies turn open-source tools like JustHireMe into production software. Our software development services cover the full lifecycle — architecture, web development, integration, and maintenance — delivered by software developers and web developers who ship. Engage our software development agency to implement or customize it for your vector databases stack.
Ready to Build with JustHireMe?
JustHireMe is ideal for job seekers automating multi-source discovery and for developers extending scraper adapters or integrating local AI workflows. Verify AGPL-3.0 licensing requirements before commercial use. Contact the maintainer for sponsorship or commercial licensing options.