docs/en/documentation/configuration/pre-post-processing/go/_index.md
This tutorial assumes that you have set up MCP Toolbox with a basic agent as described in the local quickstart.
This guide demonstrates how to implement these patterns in your Toolbox applications.
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The following example demonstrates how to use the beforeToolCallback and afterToolCallback hooks in the ADK LlmAgent to implement pre and post processing logic.
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You can also add model-level (beforeModelCallback, afterModelCallback) and agent-level (beforeAgentCallback, afterAgentCallback) hooks to intercept messages at different stages of the execution loop.
For more information, see the ADK Callbacks documentation.{{% /tab %}} {{< /tabpane >}}
The output should look similar to the following.
{{< notice note >}} The exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks. {{< /notice >}}
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