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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.
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
Streamlit
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!
Relevant Courses
Use the following content to review prerequisites or explore specific concepts in detail.