Blog post: Building a conversational chatbot with CrewAI, Groq, Chromadb, and Mem0
Welcome to the CrewaiConversationalChatbot Crew project, powered by crewAI. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities.
Ensure you have Python >=3.10 <=3.13 installed on your system. This project uses Poetry for dependency management and package handling, offering a seamless setup and execution experience.
First, if you haven't already, install Poetry:
pip install poetryNext, navigate to your project directory and install the dependencies:
- First lock the dependencies and then install them:
poetry lockpoetry installAdd your OPENAI_API_KEY into the .env file
- Modify
src/crewai_conversational_chatbot/config/agents.yamlto define your agents - Modify
src/crewai_conversational_chatbot/config/tasks.yamlto define your tasks - Modify
src/crewai_conversational_chatbot/crew.pyto add your own logic, tools and specific args - Modify
src/crewai_conversational_chatbot/main.pyto add custom inputs for your agents and tasks
To kickstart your crew of AI agents and begin task execution, run this from the root folder of your project:
poetry run crewai_conversational_chatbotThis command initializes the crewai-conversational-chatbot Crew, assembling the agents and assigning them tasks as defined in your configuration.
This example, unmodified, will run the create a report.md file with the output of a research on LLMs in the root folder.
The crewai-conversational-chatbot Crew is composed of multiple AI agents, each with unique roles, goals, and tools. These agents collaborate on a series of tasks, defined in config/tasks.yaml, leveraging their collective skills to achieve complex objectives. The config/agents.yaml file outlines the capabilities and configurations of each agent in your crew.
For support, questions, or feedback regarding the CrewaiConversationalChatbot Crew or crewAI.
- Visit our documentation
- Reach out to us through our GitHub repository
- Join our Discord
- Chat with our docs
Let's create wonders together with the power and simplicity of crewAI.