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anubhav756
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Mar 13, 2026
| ## Usage | ||
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| The primary entry point is the `ToolboxToolset`, which loads tools from a remote Toolbox server and adapts them for use with ADK agents. | ||
| The toolbox-adk package provides a seamless bridge to natively use MCP Toolbox tools within ADK agents. For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/adk/): |
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| The toolbox-adk package provides a seamless bridge to natively use MCP Toolbox tools within ADK agents. For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/adk/): | |
| The `toolbox-adk` package provides a seamless bridge to natively use MCP Toolbox tools within ADK agents. For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/adk/): |
| } | ||
| ) | ||
| ``` | ||
| - [Transport Protocols](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/adk/#transport-protocols) |
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I see the transport section still has the deprecated TOOLBOX protocol. Can we ensure syncing all the READMEs', across languages and orchestrations, latest contents to the docsite?
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| This SDK allows you to seamlessly integrate the functionalities of | ||
| [Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain LLM | ||
| [MCP Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain LLM |
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| [MCP Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain LLM | |
| [MCP Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain GenAI |
| This SDK allows you to seamlessly integrate the functionalities of | ||
| [Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain LLM | ||
| [MCP Toolbox](https://github.com/googleapis/genai-toolbox) into your LangChain LLM | ||
| applications, enabling advanced orchestration and interaction with GenAI models. |
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| applications, enabling advanced orchestration and interaction with GenAI models. | |
| applications, enabling advanced orchestration and interaction with LLMs. |
| # Use client | ||
| pass | ||
| ``` | ||
| The toolbox-llamaindex package provides a dedicated integration to seamlessly load and use MCP Toolbox tools within the LlamaIndex orchestration framework ( source). For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/llamaindex/): |
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| The toolbox-llamaindex package provides a dedicated integration to seamlessly load and use MCP Toolbox tools within the LlamaIndex orchestration framework ( source). For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/llamaindex/): | |
| The `toolbox-llamaindex` package provides a dedicated integration to seamlessly load and use MCP Toolbox tools within the LlamaIndex orchestration framework ( source). For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/llamaindex/): |
| # Use client | ||
| pass | ||
| ``` | ||
| The toolbox-llamaindex package provides a dedicated integration to seamlessly load and use MCP Toolbox tools within the LlamaIndex orchestration framework ( source). For detailed guides and advanced configuration, please visit the following sections on our [Documentation Site](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/llamaindex/): |
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use MCP Toolbox tools within the LlamaIndex orchestration framework ( source)
What exactly do we mean by ( source)?
| ```py | ||
| # Load all tools | ||
| tools = toolbox.load_toolset() | ||
| Contributions are welcome! Please refer to the [DEVELOPER.md](./DEVELOPER.md) |
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Can we prefer to use absolute URLs?
| ```py | ||
| # Load all tools | ||
| tools = toolbox.load_toolset() | ||
| Contributions are welcome! Please refer to the [DEVELOPER.md](./DEVELOPER.md) |
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| Contributions are welcome! Please refer to the [DEVELOPER.md](./DEVELOPER.md) | |
| Contributions are welcome! Please refer to the [`DEVELOPER.md`](./DEVELOPER.md) |
| - [Which Package Should I Use?](#which-package-should-i-use) | ||
| - [Available Packages](#available-packages) | ||
| - [Getting Started](#getting-started) | ||
| - [Quick Start](#quick-start) |
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nit: We generally have Quickstart as a single word.
| | `toolbox-langchain` | LangChain / LangGraph Integration | `packages/toolbox-langchain/` | [LangChain Guide](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/langchain/) | | ||
| | `toolbox-llamaindex` | LlamaIndex Integration | `packages/toolbox-llamaindex/` | [LlamaIndex Guide](https://googleapis.github.io/genai-toolbox/sdks/python-sdk/llamaindex/) | | ||
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| ## Quick Start |
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Quickstart as a single word?
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This PR streamlines the README files across the repository to provide a cleaner, more focused onboarding experience. Detailed technical documentation, concepts, and advanced configuration guides have been moved to the central MCP Toolbox Documentation Site
Rationale
Single Source of Truth: Consolidating detailed documentation on the main site ensures consistency and prevents information from becoming stale in repository files.
Improved Maintainability: Reduces the overhead of updating multiple Markdown files for common conceptual or architectural changes.
Focused Onboarding: Keeps the repository lightweight for developers who just need a quick installation command, while providing a clear path for those needing in-depth guides.