Agentic Orchestrator is a command-line tool for building, managing, and executing AI agents, tools, and workflows using LangChain and LangGraph. It’s ideal for rapid prototyping and orchestration of agent-driven workflows.
- 🧰 Create Agents with assigned tools
- 🔧 Define Tools using Python code in the correct format (refer this)
- 🔗 Map Tools to Agents to extend their functionality
- 🧬 Create Workflows combining agents for specific tasks
- 🚀 Invoke Workflows directly from the CLI
- 🖥️ Interactive CLI menu for ease of use
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├── main.py # CLI entry point for user interaction
├── modules/
│ ├── agent_operations.py # Handles agent creation, listing, and tool mapping
│ ├── tool_operations.py # Manages tool creation, listing, and tool management
│ ├── workflow_operations.py # Manages workflow creation, listing, and invocation
│ ├── db_config.py # Configuration for MongoDB database connection
│ └── llm_config.py # Configuration for Large Language Models (LLMs)
├── sample_codes/
│ ├── README.md # Instructions and guidelines for creating tools
│ └── *.py # Sample Python code files for tool creation
├── requirements.txt # Python dependencies for the project
└── README.md # Project overview and documentation
Read this guide.
- Python 3.13.3
- LangChain
- LangGraph
- OpenAI API Key
- PyMongo
- Astor
pip install -r requirements.txtLaunch the tool using:
python main.pyYou'll see an interactive menu:
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What would you like to do?
1. Create an Agent
2. Fetch all Agents
3. Create a Tool
4. Fetch all Tools
5. Map Tools to an Agent
6. Create a Workflow
7. Fetch all Workflows
8. Invoke a Workflow
9. Exit
Follow the prompts to build and run agent-based workflows.
