> ## Documentation Index
> Fetch the complete documentation index at: https://docs.ag2.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Tools

Agents in AG2 leverage tools to extend their functionality, allowing them to interact with external systems, fetch real-time data, and execute complex tasks beyond the scope of a language model's internal knowledge. This enables a structured approach where agents decide which tool to use and then execute it accordingly.

## How Tool Usage Works in AG2

In AG2, tool execution follows a two-step process:

1. **Selection**: An agent (driven by its LLM) decides which tool is appropriate based on the given task.
2. **Execution**: A separate executor agent invokes the tool and returns the results.

To ensure smooth execution, AG2 provides options to enforce the **executor agent** to follow the **selector agent** in a conversation flow.

To register tools, you can use methods like [`register_for_llm`](/docs/api-reference/autogen/tools/Tool/#autogen.tools.Tool.register_for_llm) to make the tool available for LLM-driven selection and [`register_for_execution`](/docs/api-reference/autogen/tools/Tool/#autogen.tools.Tool.register_for_execution) to allow the agent to execute the tool directly when needed.

🔗 [Explore the Walk-through](/docs/user-guide/basic-concepts/introducing-tools)

## Secure Tool Usage with Secrets

When tools require sensitive information like API keys or credentials, AG2 employs **dependency injection** to keep such data secure. This method ensures that private information is not exposed to the LLM while still allowing seamless execution of agent tasks. Some key benefits include:

* **Enhanced Security**: Keeps secrets out of LLM interactions and telemetry.
* **Simplified Development**: Securely passes credentials without hardcoding them.
* **Flexible Integration**: Allows agents to access necessary credentials while maintaining security.

🔗 [Explore the Walk-through](/docs/user-guide/advanced-concepts/tools/tools-with-secrets)

## Interoperability with External Frameworks

AG2 supports interoperability with popular LLM tool frameworks, making it easier to integrate a wide range of tools:

* **LangChain**: Provides numerous pre-built tools for API calls, web scraping, and more.
* **CrewAI**: Offers specialized tools for web scraping, search, and automation.
* **PydanticAI**: Supports structured data handling and dependency injection for context-driven tool execution.

Each of these frameworks can be easily installed and configured to work with AG2, allowing developers to enhance their agents with powerful capabilities.

🔗 [Explore the Walk-through](/docs/user-guide/advanced-concepts/tools/interop/langchain/)

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