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Build a Multi-Agent Job Search System with CrewAI and Python

PROJECT

Build a Multi-Agent Job Search System with CrewAI and Python

Automate your job hunt and showcase your AI fluency with this free project.

Build a Multi-Agent Job Search System with CrewAI and Python

You will learn to:

Build modular AI agents using CrewAI and LangChain.

Orchestrate collaborative, task-specific agent workflows with CrewAI.

Create a web-based interface for your agent workflow using Streamlit.

Use large language models to generate structured, customized content.

Prerequisites

Basic knowledge of Python

Experience with large language models

Basic understanding of CrewAI

Familiarity with building Streamlit applications

Technologies

Python

Gemini logo

Gemini

Streamlit

LangChain logo

LangChain

Project Description

The job market is tough, and nearly every employer is asking about AI skills.

So why not let AI help with your job hunt? You’ll save time while showcasing your AI fluency. 

In this free project, you’ll go step-by-step to create a multi-agent system using in-demand tools like Python, CrewAI, and Streamlit. 

You’ll:

  • Construct task-specific agents 

  • Orchestrate them into a collaborative Crew helping with everything from analyzing job descriptions to drafting LinkedIn outreach messages. 

  • Build a sleek Streamlit interface where you can enter your job preferences, browse listings from the USAJobs API, and generate customized application materials. 

  • Implement persistent logging and smart output-saving features.

By the end, you’ll have a portfolio-worthy agentic system that spotlights your AI skills. By automating your hunt, you’ll free more time for what matters next: interview prep, upskilling, and getting hired.

(If that doesn’t say “hire me now,” we don’t know what does.)

Project Tasks

1

Initial Setup

Task 0: Get Started

Task 1: Get API Keys

2

Explore USAJobs API

Task 2: Fetch Real Job Listings

3

Build Your Crew

Task 3: Understand Agents, Tasks, and Crews

Task 4: Analyze a Job Description with an AI Agent

Task 5: Run Your First Agent with CrewAI

Task 6: Create the Resume and Cover Letter Agent

Task 7: Add the Resume Agent to the Crew

Task 8: Create the Messaging Agent

Task 9: Add the Messaging Agent to the Crew

4

Create an Interactive Web Interface

Task 10: Build a Streamlit Interface to Run Your Agent Workflow

Task 11: Let the User Select from Multiple Jobs

Task 12: Log the Application Details

Congratulations!

has successfully completed the Guided ProjectBuild a Multi-Agent Job Search System withCrewAI and Python

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"Another great hands on project to apply your knowledge learned. Thank you Educative ❤️"

Atabek BEKENOV

Senior Software Engineer

"Super excited to learn E-commerce website for my own startup venture. Thanks for your great learning platform."

Pradip Pariyar

Senior Software Engineer

"This was an excellent lesson. I learned a lot working through the process. I enjoyed it so much that I rebuilt it my AWS account to see how hard it would be to deploy to a production environment."

Renzo Scriber

Senior Software Engineer

"It was my first proper data engineering project and it was amazing."

Vasiliki Nikolaidi

Senior Software Engineer

"It's a fantastic way to do hands-on practice; I enjoy this way of learning."

Juan Carlos Valerio Arrieta

Senior Software Engineer

Relevant Courses

Use the following content to review prerequisites or explore specific concepts in detail.