explaingit

torontodeveloper/job-application-agent

Analysis updated 2026-05-18

8PythonAudience · generalComplexity · 3/5Setup · moderate

TLDR

An AI agent that finds jobs, tailors your resume per listing, and fills out application forms in a browser, then pauses so you review and submit it yourself.

Mindmap

mindmap
  root((Job Agent))
    What it does
      Discovers job listings
      Tailors resume per job
      Fills application forms
      Pauses before submit
    Tech stack
      Python
      Playwright
      Chromium
      LLM API
    Workflow
      profile.yaml facts
      DOM form extraction
      LLM field mapping
      Human review step
    Use cases
      Job seekers
      Application automation

Code map

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What do people build with it?

USE CASE 1

Automatically tailor a resume PDF to a specific job description before applying.

USE CASE 2

Fill out an ATS application form like Greenhouse or Lever without typing every field by hand.

USE CASE 3

Queue up multiple job URLs and process applications one after another, resuming if it crashes.

What is it built with?

PythonPlaywrightChromiumYAML

How does it compare?

torontodeveloper/job-application-agent100/awesome-machine-learningadam-s/car-diagnosis
Stars888
LanguagePythonPythonPython
Last pushed2024-08-07
MaintenanceStale
Setup difficultymoderateeasymoderate
Complexity3/51/53/5
Audiencegeneraldeveloperresearcher

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

How do you get it running?

Difficulty · moderate Time to first run · 30min

Requires an LLM API key and manually filling out a profile.yaml file with personal details before first use.

License terms are not stated in the README.

In plain English

Job Application Agent is a tool that automates most of the work involved in applying for jobs, while still leaving the final decision to you. It finds open roles, rewrites your resume to fit each specific job description, turns that into a PDF, and fills out the online application form on sites like Greenhouse, Ashby, and Lever, including dropdown menus and open ended questions such as why you want to work at the company. Once the form is filled in, the agent stops and waits for you to look it over and click submit yourself. It never sends an application on its own. The tool works by first reading a file called profile.yaml, which holds your personal facts, work history, and notes about how you like to write, acting as the single source of truth the agent draws from. It then opens each job listing in its own separate browser window using Playwright, so your regular browser is not tied up, and that window keeps your logins and cookies saved between runs. It reads the structure of the application form directly from the page, and an AI model matches each field to an answer, filling in factual details exactly as given and drafting open ended answers in a voice meant to sound like you. If it does not know an answer, it skips that field rather than guessing. Setup requires Python, installing dependencies through pip, installing a Chromium browser through Playwright, creating your own profile.yaml file, and setting an API key for the AI model you want to use. The README specifically warns against pointing the tool at LinkedIn's Easy Apply feature or any application flow protected by a CAPTCHA, since that goes against those platforms' rules. It also notes that any browser profile data, resumes, or saved applications should stay out of version control, since they contain private session information.

Copy-paste prompts

Prompt 1
Walk me through setting up profile.yaml with my work history so this agent can fill out job applications for me.
Prompt 2
How do I run main.py against a single Greenhouse job posting URL?
Prompt 3
Explain how the agent maps application form fields to answers using an LLM.
Prompt 4
Show me how to set up a queue file to process a list of job application URLs one by one.

Frequently asked questions

What is job-application-agent?

An AI agent that finds jobs, tailors your resume per listing, and fills out application forms in a browser, then pauses so you review and submit it yourself.

What language is job-application-agent written in?

Mainly Python. The stack also includes Python, Playwright, Chromium.

What license does job-application-agent use?

License terms are not stated in the README.

How hard is job-application-agent to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is job-application-agent for?

Mainly general.

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