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+
+
+
+
+# MCP Toolbox for Databases
+
+

+
+[](https://goreportcard.com/report/github.com/googleapis/mcp-toolbox)
+[](https://opensource.org/licenses/Apache-2.0)
+[](https://mcp-toolbox.dev/)
+[](https://discord.gg/Dmm69peqjh)
+[](https://medium.com/@mcp_toolbox)
+
+[](https://pypi.org/project/toolbox-core/)
+[](https://www.npmjs.com/package/@toolbox-sdk/core)
+[](https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go)
+[](https://mvnrepository.com/artifact/com.google.cloud.mcp/mcp-toolbox-sdk-java)
+
+
+MCP Toolbox for Databases is an open source Model Context Protocol (MCP) server that connects your AI agents, IDEs, and applications directly to your enterprise databases.
+
+
+
+
+
+It serves a **dual purpose**:
+1. **Ready-to-use MCP Server (Build-Time):** Instantly connect Gemini CLI, Google Antigravity, Claude Code, Codex, or other MCP clients to your databases using our *prebuilt generic tools*. Talk to your data, explore schemas, and generate code without writing boilerplate.
+2. **Custom Tools Framework (Run-Time):** A robust framework to build specialized, highly secure AI tools for your production agents. Define structured queries, semantic search, and NL2SQL capabilities safely and easily.
+
+
+This README provides a brief overview. For comprehensive details, see the [full documentation](https://mcp-toolbox.dev/).
+
+> [!IMPORTANT]
+> **Repository Name Update:** The `genai-toolbox` repository has been officially renamed to `mcp-toolbox`. To ensure your local environment reflects the new name, you may update your remote:
+> `git remote set-url origin https://github.com/googleapis/mcp-toolbox.git`
+
+> [!NOTE]
+> This solution was originally named “Gen AI Toolbox for Databases” (github.com/googleapis/genai-toolbox) as its initial development predated MCP, but was renamed to align with the MCP compatibility.
+
+
+## Table of Contents
+
+- [Why MCP Toolbox?](#why-mcp-toolbox)
+- [Quick Start: Prebuilt Tools](#quick-start-prebuilt-tools)
+- [Quick Start: Custom Tools](#quick-start-custom-tools)
+- [Install & Run the Toolbox server](#install--run-the-toolbox-server)
+- [Connect to Toolbox](#connect-to-toolbox)
+ - [MCP Client](#mcp-client)
+ - [Toolbox SDKs: Integrate with your Application](#toolbox-sdks-integrate-with-your-application)
+- [Additional Features](#additional-features)
+- [Versioning](#versioning)
+- [Contributing](#contributing)
+- [Community](#community)
+
+---
+
+## Why MCP Toolbox?
+
+- **Out-of-the-Box Database Access:** Prebuilt generic tools for instant data exploration (e.g., `list_tables`, `execute_sql`) directly from your IDE or CLI.
+- **Custom Tools Framework:** Build production-ready tools with your own predefined logic, ensuring safety through Restricted Access, Structured Queries, and Semantic Search.
+- **Simplified Development:** Integrate tools into your Agent Development Kit (ADK), LangChain, LlamaIndex, or custom agents in less than 10 lines of code.
+- **Better Performance:** Handles connection pooling, integrated auth (IAM), and end-to-end observability (OpenTelemetry) out of the box.
+- **Enhanced Security**: Integrated authentication for more secure access to your data.
+- **End-to-end Observability**: Out of the box metrics and tracing with built-in support for OpenTelemetry.
+
+---
+
+## Quick Start: Prebuilt Tools
+
+Stop context-switching and let your AI assistant become a true co-developer. By connecting your IDE to your databases with MCP Toolbox, you can query your data in plain English, automate schema discovery and management, and generate database-aware code.
+
+You can use the Toolbox in any MCP-compatible IDE or client (e.g., Gemini CLI, Google Antigravity, Claude Code, Codex, etc.) by configuring the MCP server.
+
+**Prebuilt tools are also conveniently available via the [Google Antigravity MCP Store](https://antigravity.google/docs/mcp) with a simple click-to-install experience.**
+
+1. Add the following to your client's MCP configuration file (usually `mcp.json` or `claude_desktop_config.json`):
+
+ ```json
+ {
+ "mcpServers": {
+ "toolbox-postgres": {
+ "command": "npx",
+ "args": [
+ "-y",
+ "@toolbox-sdk/server",
+ "--prebuilt=postgres",
+ "--stdio"
+ ]
+ }
+ }
+ }
+ ```
+
+2. Set the appropriate environment variables to connect, see the [Prebuilt Tools Reference](https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/).
+
+When you run Toolbox with a `--prebuilt=` flag, you instantly get access to standard tools to interact with that database. You can also specify a specific toolset using the `--prebuilt=/` syntax (e.g., `--prebuilt=postgres/data` to only load SQL tools).
+
+Supported databases currently include:
+- **Google Cloud:** AlloyDB, BigQuery, Cloud SQL (PostgreSQL, MySQL, SQL Server), Spanner, Firestore, Knowledge Catalog (formerly known as Dataplex).
+- **Other Databases:** PostgreSQL, MySQL, [MariaDB](https://mcp-toolbox.dev/integrations/mariadb/source/), SQL Server, Oracle, MongoDB, Redis, Elasticsearch, CockroachDB, ClickHouse, Couchbase, Neo4j, Snowflake, Trino, and more.
+
+For a full list of available tools and their capabilities across all supported databases, see the [Prebuilt Tools Reference](https://mcp-toolbox.dev/documentation/configuration/prebuilt-configs/).
+
+*See the [Install & Run the Toolbox server](#install--run-the-toolbox-server) section for different execution methods like Docker or binaries.*
+
+
+> [!TIP]
+> For users looking for a managed solution, [Google Cloud MCP Servers](https://cloud.google.com/blog/products/databases/managed-mcp-servers-for-google-cloud-databases)
+> provide a managed MCP experience with prebuilt tools; you can [learn more about the differences here](https://mcp-toolbox.dev/dev/reference/faq/).
+
+---
+
+## Quick Start: Custom Tools
+
+Toolbox can also be used as a framework for customized tools.
+The primary way to configure Toolbox is through the `tools.yaml` file. If you
+have multiple files, you can tell Toolbox which to load with the `--config
+tools.yaml` flag.
+
+You can find more detailed reference documentation to all resource types in the
+[Resources](https://mcp-toolbox.dev/documentation/configuration/).
+
+### Sources
+
+The `sources` section of your `tools.yaml` defines what data sources your
+Toolbox should have access to. Most tools will have at least one source to
+execute against.
+
+```yaml
+kind: source
+name: my-pg-source
+type: postgres
+host: 127.0.0.1
+port: 5432
+database: toolbox_db
+user: toolbox_user
+password: my-password
+```
+
+For more details on configuring different types of sources, see the
+[Sources](https://mcp-toolbox.dev/documentation/configuration/sources/).
+
+### Tools
+
+The `tools` section of a `tools.yaml` define the actions an agent can take: what
+type of tool it is, which source(s) it affects, what parameters it uses, etc.
+
+```yaml
+kind: tool
+name: search-hotels-by-name
+type: postgres-sql
+source: my-pg-source
+description: Search for hotels based on name.
+parameters:
+ - name: name
+ type: string
+ description: The name of the hotel.
+statement: SELECT * FROM hotels WHERE name ILIKE '%' || $1 || '%';
+```
+
+For more details on configuring different types of tools, see the
+[Tools](https://mcp-toolbox.dev/documentation/configuration/tools/).
+
+### Toolsets
+
+The `toolsets` section of your `tools.yaml` allows you to define groups of tools
+that you want to be able to load together. This can be useful for defining
+different groups based on agent or application.
+
+```yaml
+kind: toolset
+name: my_first_toolset
+tools:
+ - my_first_tool
+ - my_second_tool
+---
+kind: toolset
+name: my_second_toolset
+tools:
+ - my_second_tool
+ - my_third_tool
+```
+
+### Prompts
+
+The `prompts` section of a `tools.yaml` defines prompts that can be used for
+interactions with LLMs.
+
+```yaml
+kind: prompt
+name: code_review
+description: "Asks the LLM to analyze code quality and suggest improvements."
+messages:
+ - content: >
+ Please review the following code for quality, correctness,
+ and potential improvements: \n\n{{.code}}
+arguments:
+ - name: "code"
+ description: "The code to review"
+```
+
+For more details on configuring prompts, see the
+[Prompts](https://mcp-toolbox.dev/documentation/configuration/prompts/).
+
+---
+
+## Install & Run the Toolbox server
+
+You can run Toolbox directly with a [configuration file](#quick-start-custom-tools):
+
+```sh
+npx @toolbox-sdk/server --config tools.yaml
+```
+
+This runs the latest version of the Toolbox server with your configuration file.
+
+> [!NOTE]
+> This method is optimized for convenience rather than performance.
+> For a more standard and reliable installation, please use the binary
+> or container image as described in [Install & Run the Toolbox server](#install--run-the-toolbox-server).
+
+### Install Toolbox
+
+For the latest version, check the [releases page][releases] and use the
+following instructions for your OS and CPU architecture.
+
+[releases]: https://github.com/googleapis/mcp-toolbox/releases
+
+
+Binary
+
+To install Toolbox as a binary:
+
+
+>
+> Linux (AMD64)
+>
+> To install Toolbox as a binary on Linux (AMD64):
+>
+> ```sh
+> # see releases page for other versions
+> export VERSION=1.6.0
+> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/linux/amd64/toolbox
+> chmod +x toolbox
+> ```
+>
+>
+>
+> macOS (Apple Silicon)
+>
+> To install Toolbox as a binary on macOS (Apple Silicon):
+>
+> ```sh
+> # see releases page for other versions
+> export VERSION=1.6.0
+> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/darwin/arm64/toolbox
+> chmod +x toolbox
+> ```
+>
+>
+>
+> macOS (Intel)
+>
+> To install Toolbox as a binary on macOS (Intel):
+>
+> ```sh
+> # see releases page for other versions
+> export VERSION=1.6.0
+> curl -L -o toolbox https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/darwin/amd64/toolbox
+> chmod +x toolbox
+> ```
+>
+>
+>
+> Windows (Command Prompt)
+>
+> To install Toolbox as a binary on Windows (Command Prompt):
+>
+> ```cmd
+> :: see releases page for other versions
+> set VERSION=1.6.0
+> curl -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v%VERSION%/windows/amd64/toolbox.exe"
+> ```
+>
+>
+>
+> Windows (PowerShell)
+>
+> To install Toolbox as a binary on Windows (PowerShell):
+>
+> ```powershell
+> # see releases page for other versions
+> $VERSION = "1.6.0"
+> curl.exe -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/windows/amd64/toolbox.exe"
+> ```
+>
+>
+>
+> Windows ARM64 (Command Prompt)
+>
+> To install Toolbox as a binary on Windows ARM64 (Command Prompt):
+>
+> ```cmd
+> :: see releases page for other versions
+> set VERSION=1.6.0
+> curl -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v%VERSION%/windows/arm64/toolbox.exe"
+> ```
+>
+>
+>
+> Windows ARM64 (PowerShell)
+>
+> To install Toolbox as a binary on Windows ARM64 (PowerShell):
+>
+> ```powershell
+> # see releases page for other versions
+> $VERSION = "1.6.0"
+> curl.exe -o toolbox.exe "https://storage.googleapis.com/mcp-toolbox-for-databases/v$VERSION/windows/arm64/toolbox.exe"
+> ```
+>
+>
+
+
+
+Container image
+You can also install Toolbox as a container:
+
+```sh
+# see releases page for other versions
+export VERSION=1.6.0
+docker pull us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION
+```
+
+
+
+
+Homebrew
+
+To install Toolbox using Homebrew on macOS or Linux:
+
+```sh
+brew install mcp-toolbox
+```
+
+
+
+
+Compile from source
+
+To install from source, ensure you have the latest version of
+[Go installed](https://go.dev/doc/install), and then run the following command:
+
+```sh
+go install github.com/googleapis/mcp-toolbox@v1.6.0
+```
+
+
+
+
+Gemini CLI
+Check out the [Gemini CLI extensions](https://geminicli.com/extensions/) to install prebuilt tools for specific databases like AlloyDB, BigQuery, and Cloud SQL directly into Gemini CLI.
+
+```sh
+# Install Gemini CLI
+npm install -g @google/gemini-cli
+# Install the extension
+gemini extensions install https://github.com/gemini-cli-extensions/cloud-sql-postgres
+# Run Gemini CLI
+gemini
+```
+
+Interact with your custom tools using natural language through the Gemini CLI.
+
+```sh
+# Install the extension
+gemini extensions install https://github.com/gemini-cli-extensions/mcp-toolbox
+```
+
+
+
+### Run Toolbox
+
+[Configure](#quick-start-custom-tools) a `tools.yaml` to define your tools, and then
+execute `toolbox` to start the server:
+
+
+Binary
+
+To run Toolbox from binary:
+
+```sh
+./toolbox --config "tools.yaml"
+```
+
+> ⓘ Note
+> Toolbox enables dynamic reloading by default. To disable, use the
+> `--disable-reload` flag.
+
+
+
+
+
+Container image
+
+To run the server after pulling the [container image](#install-toolbox):
+
+```sh
+export VERSION=0.24.0 # Use the version you pulled
+docker run -p 5000:5000 \
+-v $(pwd)/tools.yaml:/app/tools.yaml \
+us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:$VERSION \
+--config "/app/tools.yaml"
+```
+
+> ⓘ Note
+> The `-v` flag mounts your local `tools.yaml` into the container, and `-p` maps
+> the container's port `5000` to your host's port `5000`.
+
+
+
+
+
+Source
+
+To run the server directly from source, navigate to the project root directory
+and run:
+
+```sh
+go run .
+```
+
+> ⓘ Note
+> This command runs the project from source, and is more suitable for development
+> and testing. It does **not** compile a binary into your `$GOPATH`. If you want
+> to compile a binary instead, refer the [Developer
+> Documentation](./DEVELOPER.md#building-the-binary).
+
+
+
+
+
+Homebrew
+
+If you installed Toolbox using [Homebrew](https://brew.sh/), the `toolbox`
+binary is available in your system path. You can start the server with the same
+command:
+
+```sh
+toolbox --config "tools.yaml"
+```
+
+
+
+
+NPM
+
+To run Toolbox directly without manually downloading the binary (requires Node.js):
+```sh
+npx @toolbox-sdk/server --config tools.yaml
+```
+
+
+
+Gemini CLI
+After installing a [Gemini CLI extensions](https://geminicli.com/extensions/), the prebuilt tools will be available during use.
+
+```sh
+# Run Gemini CLI
+gemini
+
+# List extensions
+/extensions list
+# List MCP servers
+/mcp list
+```
+
+
+
+
+You can use `toolbox help` for a full list of flags! To stop the server, send a
+terminate signal (`ctrl+c` on most platforms).
+
+For more detailed documentation on deploying to different environments, check
+out the resources in the [Deploy Toolbox
+section](https://mcp-toolbox.dev/documentation/deploy-to/)
+
+---
+
+## Connect to Toolbox
+
+Once your Toolbox server is up and running, you can load tools into your MCP-compatible client or
+application.
+
+### MCP Client
+
+Add the following configuration to your MCP client configuration:
+
+```json
+{
+ "mcpServers": {
+ "toolbox": {
+ "type": "http",
+ "url": "http://127.0.0.1:5000/mcp",
+ }
+ }
+}
+```
+
+If you would like to connect to a specific toolset, replace url with "http://127.0.0.1:5000/mcp/{toolset_name}".
+
+
+### Toolbox SDKs: Integrate with your Application
+
+Toolbox Client SDKs provide the easy-to-use building blocks and advanced features for connecting your custom applications to the MCP Toolbox server. See below the list of Client SDKs for using various frameworks:
+
+
+ Python (Github)
+
+
+
+
+ Core
+
+1. Install [Toolbox Core SDK][toolbox-core]:
+
+ ```bash
+ pip install toolbox-core
+ ```
+
+1. Load tools:
+
+ ```python
+ from toolbox_core import ToolboxClient
+
+ # update the url to point to your server
+ async with ToolboxClient("http://127.0.0.1:5000") as client:
+
+ # these tools can be passed to your application!
+ tools = await client.load_toolset("toolset_name")
+ ```
+
+For more detailed instructions on using the Toolbox Core SDK, see the
+[project's README][toolbox-core-readme].
+
+[toolbox-core]: https://pypi.org/project/toolbox-core/
+[toolbox-core-readme]: https://github.com/googleapis/mcp-toolbox-sdk-python/tree/main/packages/toolbox-core/README.md
+
+
+
+ LangChain / LangGraph
+
+1. Install [Toolbox LangChain SDK][toolbox-langchain]:
+
+ ```bash
+ pip install toolbox-langchain
+ ```
+
+1. Load tools:
+
+ ```python
+ from toolbox_langchain import ToolboxClient
+
+ # update the url to point to your server
+ async with ToolboxClient("http://127.0.0.1:5000") as client:
+
+ # these tools can be passed to your application!
+ tools = client.load_toolset()
+ ```
+
+ For more detailed instructions on using the Toolbox LangChain SDK, see the
+ [project's README][toolbox-langchain-readme].
+
+ [toolbox-langchain]: https://pypi.org/project/toolbox-langchain/
+ [toolbox-langchain-readme]: https://github.com/googleapis/mcp-toolbox-sdk-python/blob/main/packages/toolbox-langchain/README.md
+
+
+
+ LlamaIndex
+
+1. Install [Toolbox Llamaindex SDK][toolbox-llamaindex]:
+
+ ```bash
+ pip install toolbox-llamaindex
+ ```
+
+1. Load tools:
+
+ ```python
+ from toolbox_llamaindex import ToolboxClient
+
+ # update the url to point to your server
+ async with ToolboxClient("http://127.0.0.1:5000") as client:
+
+ # these tools can be passed to your application!
+ tools = client.load_toolset()
+ ```
+
+ For more detailed instructions on using the Toolbox Llamaindex SDK, see the
+ [project's README][toolbox-llamaindex-readme].
+
+ [toolbox-llamaindex]: https://pypi.org/project/toolbox-llamaindex/
+ [toolbox-llamaindex-readme]: https://github.com/googleapis/genai-toolbox-llamaindex-python/blob/main/README.md
+
+
+
+
+
+ Javascript/Typescript (Github)
+
+
+
+
+ Core
+
+1. Install [Toolbox Core SDK][toolbox-core-js]:
+
+ ```bash
+ npm install @toolbox-sdk/core
+ ```
+
+1. Load tools:
+
+ ```javascript
+ import { ToolboxClient } from '@toolbox-sdk/core';
+
+ // update the url to point to your server
+ const URL = 'http://127.0.0.1:5000';
+ let client = new ToolboxClient(URL);
+
+ // these tools can be passed to your application!
+ const tools = await client.loadToolset('toolsetName');
+ ```
+
+ For more detailed instructions on using the Toolbox Core SDK, see the
+ [project's README][toolbox-core-js-readme].
+
+ [toolbox-core-js]: https://www.npmjs.com/package/@toolbox-sdk/core
+ [toolbox-core-js-readme]: https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-core/README.md
+
+
+
+ LangChain / LangGraph
+
+1. Install [Toolbox Core SDK][toolbox-core-js]:
+
+ ```bash
+ npm install @toolbox-sdk/core
+ ```
+
+2. Load tools:
+
+ ```javascript
+ import { ToolboxClient } from '@toolbox-sdk/core';
+
+ // update the url to point to your server
+ const URL = 'http://127.0.0.1:5000';
+ let client = new ToolboxClient(URL);
+
+ // these tools can be passed to your application!
+ const toolboxTools = await client.loadToolset('toolsetName');
+
+ // Define the basics of the tool: name, description, schema and core logic
+ const getTool = (toolboxTool) => tool(currTool, {
+ name: toolboxTool.getName(),
+ description: toolboxTool.getDescription(),
+ schema: toolboxTool.getParamSchema()
+ });
+
+ // Use these tools in your Langchain/Langraph applications
+ const tools = toolboxTools.map(getTool);
+ ```
+
+
+
+ Genkit
+
+1. Install [Toolbox Core SDK][toolbox-core-js]:
+
+ ```bash
+ npm install @toolbox-sdk/core
+ ```
+
+2. Load tools:
+
+ ```javascript
+ import { ToolboxClient } from '@toolbox-sdk/core';
+ import { genkit } from 'genkit';
+
+ // Initialise genkit
+ const ai = genkit({
+ plugins: [
+ googleAI({
+ apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
+ })
+ ],
+ model: googleAI.model('gemini-2.0-flash'),
+ });
+
+ // update the url to point to your server
+ const URL = 'http://127.0.0.1:5000';
+ let client = new ToolboxClient(URL);
+
+ // these tools can be passed to your application!
+ const toolboxTools = await client.loadToolset('toolsetName');
+
+ // Define the basics of the tool: name, description, schema and core logic
+ const getTool = (toolboxTool) => ai.defineTool({
+ name: toolboxTool.getName(),
+ description: toolboxTool.getDescription(),
+ schema: toolboxTool.getParamSchema()
+ }, toolboxTool)
+
+ // Use these tools in your Genkit applications
+ const tools = toolboxTools.map(getTool);
+ ```
+
+
+
+ ADK
+
+1. Install [Toolbox ADK SDK][toolbox-adk-js]:
+
+ ```bash
+ npm install @toolbox-sdk/adk
+ ```
+
+2. Load tools:
+
+ ```javascript
+ import { ToolboxClient } from '@toolbox-sdk/adk';
+
+ // update the url to point to your server
+ const URL = 'http://127.0.0.1:5000';
+ let client = new ToolboxClient(URL);
+
+ // these tools can be passed to your application!
+ const tools = await client.loadToolset('toolsetName');
+ ```
+
+ For more detailed instructions on using the Toolbox ADK SDK, see the
+ [project's README][toolbox-adk-js-readme].
+
+ [toolbox-adk-js]: https://www.npmjs.com/package/@toolbox-sdk/adk
+ [toolbox-adk-js-readme]:
+ https://github.com/googleapis/mcp-toolbox-sdk-js/blob/main/packages/toolbox-adk/README.md
+
+
+
+
+
+ Go (Github)
+
+
+
+
+ Core
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+2. Load tools:
+
+ ```go
+ package main
+
+ import (
+ "github.com/googleapis/mcp-toolbox-sdk-go/core"
+ "context"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // update the url to point to your server
+ URL := "http://127.0.0.1:5000";
+ ctx := context.Background()
+
+ client, err := core.NewToolboxClient(URL)
+
+ // Framework agnostic tools
+ tools, err := client.LoadToolset("toolsetName", ctx)
+ }
+ ```
+
+ For more detailed instructions on using the Toolbox Go SDK, see the
+ [project's README][toolbox-core-go-readme].
+
+ [toolbox-go]: https://pkg.go.dev/github.com/googleapis/mcp-toolbox-sdk-go/core
+ [toolbox-core-go-readme]: https://github.com/googleapis/mcp-toolbox-sdk-go/blob/main/core/README.md
+
+
+
+ LangChain Go
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+2. Load tools:
+
+ ```go
+ package main
+
+ import (
+ "context"
+ "encoding/json"
+
+ "github.com/googleapis/mcp-toolbox-sdk-go/core"
+ "github.com/tmc/langchaingo/llms"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // update the url to point to your server
+ URL := "http://127.0.0.1:5000"
+ ctx := context.Background()
+
+ client, err := core.NewToolboxClient(URL)
+
+ // Framework agnostic tool
+ tool, err := client.LoadTool("toolName", ctx)
+
+ // Fetch the tool's input schema
+ inputschema, err := tool.InputSchema()
+
+ var paramsSchema map[string]any
+ _ = json.Unmarshal(inputschema, ¶msSchema)
+
+ // Use this tool with LangChainGo
+ langChainTool := llms.Tool{
+ Type: "function",
+ Function: &llms.FunctionDefinition{
+ Name: tool.Name(),
+ Description: tool.Description(),
+ Parameters: paramsSchema,
+ },
+ }
+ }
+
+ ```
+
+
+
+ Genkit
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+2. Load tools:
+
+ ```go
+ package main
+ import (
+ "context"
+ "log"
+
+ "github.com/firebase/genkit/go/genkit"
+ "github.com/googleapis/mcp-toolbox-sdk-go/core"
+ "github.com/googleapis/mcp-toolbox-sdk-go/tbgenkit"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // Update the url to point to your server
+ URL := "http://127.0.0.1:5000"
+ ctx := context.Background()
+ g := genkit.Init(ctx)
+
+ client, err := core.NewToolboxClient(URL)
+
+ // Framework agnostic tool
+ tool, err := client.LoadTool("toolName", ctx)
+
+ // Convert the tool using the tbgenkit package
+ // Use this tool with Genkit Go
+ genkitTool, err := tbgenkit.ToGenkitTool(tool, g)
+ if err != nil {
+ log.Fatalf("Failed to convert tool: %v\n", err)
+ }
+ log.Printf("Successfully converted tool: %s", genkitTool.Name())
+ }
+ ```
+
+
+
+ Go GenAI
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+2. Load tools:
+
+ ```go
+ package main
+
+ import (
+ "context"
+ "encoding/json"
+
+ "github.com/googleapis/mcp-toolbox-sdk-go/core"
+ "google.golang.org/genai"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // Update the url to point to your server
+ URL := "http://127.0.0.1:5000"
+ ctx := context.Background()
+
+ client, err := core.NewToolboxClient(URL)
+
+ // Framework agnostic tool
+ tool, err := client.LoadTool("toolName", ctx)
+
+ // Fetch the tool's input schema
+ inputschema, err := tool.InputSchema()
+
+ var schema *genai.Schema
+ _ = json.Unmarshal(inputschema, &schema)
+
+ funcDeclaration := &genai.FunctionDeclaration{
+ Name: tool.Name(),
+ Description: tool.Description(),
+ Parameters: schema,
+ }
+
+ // Use this tool with Go GenAI
+ genAITool := &genai.Tool{
+ FunctionDeclarations: []*genai.FunctionDeclaration{funcDeclaration},
+ }
+ }
+ ```
+
+
+
+ OpenAI Go
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+2. Load tools:
+
+ ```go
+ package main
+
+ import (
+ "context"
+ "encoding/json"
+
+ "github.com/googleapis/mcp-toolbox-sdk-go/core"
+ openai "github.com/openai/openai-go"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // Update the url to point to your server
+ URL := "http://127.0.0.1:5000"
+ ctx := context.Background()
+
+ client, err := core.NewToolboxClient(URL)
+
+ // Framework agnostic tool
+ tool, err := client.LoadTool("toolName", ctx)
+
+ // Fetch the tool's input schema
+ inputschema, err := tool.InputSchema()
+
+ var paramsSchema openai.FunctionParameters
+ _ = json.Unmarshal(inputschema, ¶msSchema)
+
+ // Use this tool with OpenAI Go
+ openAITool := openai.ChatCompletionToolParam{
+ Function: openai.FunctionDefinitionParam{
+ Name: tool.Name(),
+ Description: openai.String(tool.Description()),
+ Parameters: paramsSchema,
+ },
+ }
+
+ }
+ ```
+
+
+
+ ADK Go
+
+1. Install [Toolbox Go SDK][toolbox-go]:
+
+ ```bash
+ go get github.com/googleapis/mcp-toolbox-sdk-go
+ ```
+
+1. Load tools:
+
+ ```go
+ package main
+
+ import (
+ "github.com/googleapis/mcp-toolbox-sdk-go/tbadk"
+ "context"
+ )
+
+ func main() {
+ // Make sure to add the error checks
+ // Update the url to point to your server
+ URL := "http://127.0.0.1:5000"
+ ctx := context.Background()
+ client, err := tbadk.NewToolboxClient(URL)
+ if err != nil {
+ return fmt.Sprintln("Could not start Toolbox Client", err)
+ }
+
+ // Use this tool with ADK Go
+ tool, err := client.LoadTool("toolName", ctx)
+ if err != nil {
+ return fmt.Sprintln("Could not load Toolbox Tool", err)
+ }
+ }
+ ```
+
+ For more detailed instructions on using the Toolbox Go SDK, see the
+ [project's README][toolbox-core-go-readme].
+
+
+
+
+
+
+
+---
+
+## Additional Features
+
+### Test tools with the Toolbox UI
+
+To launch Toolbox's interactive UI, use the `--ui` flag. This allows you to test
+tools and toolsets with features such as authorized parameters. To learn more,
+visit [Toolbox UI](https://mcp-toolbox.dev/documentation/configuration/toolbox-ui/).
+
+```sh
+./toolbox --ui
+```
+
+### Telemetry
+
+Toolbox emits traces and metrics via OpenTelemetry. Use `--telemetry-otlp=`
+to export to any OTLP-compatible backend like Google Cloud Monitoring, Agnost AI, or
+others. See the [telemetry docs](https://mcp-toolbox.dev/documentation/monitoring/export_telemetry/) for details.
+
+### Generate Agent Skills
+
+The `skills-generate` command allows you to convert a **toolset** into an **Agent Skill** compatible with the [Agent Skill specification](https://agentskills.io/specification). This is useful for distributing tools as portable skill packages.
+
+```bash
+toolbox --config tools.yaml skills-generate \
+ --name "my-skill" \
+ --toolset "my_toolset" \
+ --description "A skill containing multiple tools"
+```
+
+Once generated, you can install the skill into the Gemini CLI:
+
+```bash
+gemini skills install ./skills/my-skill
+```
+
+For more details, see the [Generate Agent Skills guide](https://mcp-toolbox.dev/documentation/configuration/skills/).
+
+---
+
+## Versioning
+
+MCP Toolbox for Databases follows [Semantic Versioning](https://semver.org/).
+
+The Public API includes the Toolbox Server (CLI, configuration manifests, and pre-built toolsets) and the Client SDKs.
+
+- **Major versions** are incremented for breaking changes, such as incompatible CLI or manifest changes.
+- **Minor versions** are incremented for new features, including modifications to pre-built toolsets or beta features.
+- **Patch versions** are incremented for backward-compatible bug fixes.
+
+For more details, see our [Full Versioning Policy](https://mcp-toolbox.dev/reference/versioning/).
+
+---
+
+## Contributing
+
+Contributions are welcome. Please, see the [CONTRIBUTING](CONTRIBUTING.md) guide to get started.
+
+For technical details on setting up a environment for developing on Toolbox itself, see the [DEVELOPER](DEVELOPER.md) guide.
+
+Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms. See [Contributor Code of Conduct](CODE_OF_CONDUCT.md) for more information.
+
+---
+
+## Community
+
+Join our [Discord community](https://discord.gg/GQrFB3Ec3W) to connect with our developers!