autogen-langchain-mcp-mix

# Multi-Agent System that connects Autogen, Langchain, and MCP This project demonstrates a multi-agent system using Autogen that assists with Kubernetes configuration tasks by combining popular frameworks such as Autogen, langchain and shortly to be added too MCP. **The agents collaborate to research, modify, and apply YAML configurations.** ## Agents The system comprises four specialized agents: - **PlanningAgent:** Decomposes complex tasks into smaller subtasks and delegates them to other agents. - **WebSearchAgent:** Gathers information from the web using DuckDuckGo search. - **FixerAgent:** Creates, modifies, or corrects YAML files based on gathered information and best practices. - **RunnerAgent:** Executes commands on the terminal, such as applying YAML configurations using `kubectl`. ## Installation 1. **Clone the repository:** ```bash git clone https://github.com/rinormaloku/autogen-langchain-mcp-mix.git cd autogen-langchain-mcp-mix ``` 2. **Install dependencies in a `venv`:** ```bash python3 -m venv .venv source .venv/bin/activate pip install -r requirements.txt ``` ## Configuration 1. **Set up environment variables:** Copy the values from `.env.example` to a new file named `.env`: ``` cp .env.example .env ``` Update the environment variables in the `.env` file as needed. ## Usage **Setup a k8s environment and run the main script:** ```bash kind create cluster istioctl install -y python main.py ``` This will start the multi-agent system and initiate a conversation based on the predefined `user_question` in `main.py`. The agents will collaborate to address the issue related to the Istio VirtualService configuration. ## Notes - This project is a demonstration and may require adjustments for real-world applications. - The `RunnerAgent`'s ability to execute commands depends on the environment and permissions. - The termination condition is based on a maximum message count (30) or the mention of the word "TERMINATE". - Ensure that you have `kubectl` configured correctly if you intend to apply the generated YAML configurations.