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What is justhireme?

vasu-devs/justhireme — explained in plain English

Analysis updated 2026-05-18

1,703PythonAudience · vibe coderComplexity · 3/5LicenseSetup · moderate

In one sentence

JustHireMe is a local-first desktop app that scrapes job postings from many sources, filters out low quality leads, ranks fit against your profile, and generates tailored resumes and outreach drafts.

Mindmap

mindmap
  root((JustHireMe))
    What it does
      Scrapes job postings
      Filters low quality leads
      Ranks fit against profile
    Tech stack
      Python
      Tauri
      FastAPI
    Use cases
      Job lead aggregation
      Explainable ranking
      Tailored resume generation
    Audience
      Job seekers
      Solo developers
      Open source contributors

Code map

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What do people build with it?

USE CASE 1

Aggregate job postings from multiple boards and communities into one filtered pipeline.

USE CASE 2

Automatically reject stale, spammy, or senior-only job listings before reviewing them.

USE CASE 3

Rank job leads by fit against your resume and project history with a visible explanation.

USE CASE 4

Generate a tailored resume, cover letter, and outreach message for a specific job opening.

What is it built with?

PythonTauriReactTypeScriptFastAPILanceDB

How does it compare?

vasu-devs/justhiremewxyhgk/retain-pdffacebookresearch/ai4animationpy
Stars1,7031,6541,846
LanguagePythonPythonPython
Setup difficultymoderateeasymoderate
Complexity3/53/54/5
Audiencevibe coderresearcherresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 1h+

Requires running both a Python backend sidecar and a Tauri desktop frontend, still in early alpha, not a one-click install yet.

You can use and modify this software, but if you distribute it or run a modified version as a network service, you must also release your source code under the same AGPL license.

So what is it?

JustHireMe is a desktop application for job hunting that runs mostly on your own computer instead of relying on a cloud service. It was built by a solo developer who got frustrated with noisy job boards and closed, unclear AI apply tools, and wanted to make something more transparent and under the user's control. The app collects job postings from many different sources, such as company career pages, job feeds, Hacker News, Reddit style communities, and other configured sources, so you are not stuck relying on a single job board. Before a job listing is saved, it passes through a quality filter that rejects postings that look stale, thin on detail, senior only, unpaid, or otherwise low value, so the pipeline stays cleaner. Once leads pass that filter, JustHireMe ranks how well each job fits your background using a mix of clear, explainable rules and your own resume and project data stored locally, so you can actually see why a job was or was not recommended, rather than trusting an opaque score. It compares job postings against your profile using a graph database and vector search running on your machine. For jobs worth pursuing, the tool can generate a tailored resume as a PDF, a matching cover letter as a PDF, and draft outreach messages such as a cold email or a short note to send a founder or hiring contact, giving you a complete, ready to review package instead of just a list of links. The project is still in an early alpha stage. Its supported core covers scraping, filtering, ranking, and document generation, while a browser automation feature that could auto apply to jobs exists in the code but is experimental and turned off by default. It is built with a Python backend and a desktop shell using Tauri, and it is released under the AGPL 3.0 license.

Copy-paste prompts

Prompt 1
Help me set up JustHireMe locally and connect it to my resume and profile data.
Prompt 2
Explain how JustHireMe's quality gate decides to reject or accept a scraped job lead.
Prompt 3
Show me how the ranking system scores fit between a job posting and my profile.
Prompt 4
Walk me through generating a tailored cover letter for a specific job using this tool.

Frequently asked questions

What is justhireme?

JustHireMe is a local-first desktop app that scrapes job postings from many sources, filters out low quality leads, ranks fit against your profile, and generates tailored resumes and outreach drafts.

What language is justhireme written in?

Mainly Python. The stack also includes Python, Tauri, React.

What license does justhireme use?

You can use and modify this software, but if you distribute it or run a modified version as a network service, you must also release your source code under the same AGPL license.

How hard is justhireme to set up?

Setup difficulty is rated moderate, with roughly 1h+ to a first successful run.

Who is justhireme for?

Mainly vibe coder.

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