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* Reorganize repo structure and upgrade to CrewAI 0.152.0 * chore(gitignore): ignore Python bytecode and __pycache__ across templates * chore(gitignore): ignore Python bytecode and __pycache__ across templates; clean tracked artifacts * Update crews/instagram_post/pyproject.toml Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com> --------- Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
AI Crew for Matching CVs to Job Proposals
Introduction
This project demonstrates the use of the CrewAI framework to automate the process of matching CVs to job proposals. CrewAI orchestrates autonomous AI agents, enabling them to collaborate and execute complex tasks efficiently.
By @joaomdmoura
CrewAI Framework
CrewAI is designed to facilitate the collaboration of role-playing AI agents. In this example, these agents work together to extract relevant information from CVs and match them to job opportunities, ensuring the best fit between candidates and job roles.
Running the Script
It uses GPT-4o by default so you should have access to that to run it.
Disclaimer: This will use gpt-4o unless you change it to use a different model, and by doing so it may incur different costs.
- Configure Environment: Copy
.env.exampleand set up the environment variables for OpenAI and other tools as needed. - Install Dependencies: Run
poetry lock && poetry install. - Customize: Modify
src/match_to_proposal/main.pyto add custom inputs for your agents and tasks. - Customize Further: Check
src/match_to_proposal/config/agents.yamlto update your agents andsrc/match_to_proposal/config/tasks.yamlto update your tasks. - Execute the Script: Run
poetry run match_to_proposaland input your project details.
Details & Explanation
- Running the Script: Execute
poetry run match_to_proposal. The script will leverage the CrewAI framework to match CVs to job proposals and generate a detailed report. - Key Components:
src/match_to_proposal/main.py: Main script file.src/match_to_proposal/crew.py: Main crew file where agents and tasks come together, and the main logic is executed.src/match_to_proposal/config/agents.yaml: Configuration file for defining agents.src/match_to_proposal/config/tasks.yaml: Configuration file for defining tasks.src/match_to_proposal/tools: Contains tool classes used by the agents.
License
This project is released under the MIT License.