This Python-based MCP server enables integration with Google's Gemini AI models through the Model Context Protocol, making it compatible with applications like Cursor that support MCP. The server is built on FastMCP to facilitate communication between your applications and Gemini models.
Build the Docker image using the following command:
docker build -t gemini-mcp-server .
To integrate the MCP server with applications like Cursor, follow these steps:
{
"mcpServers": {
"gemini": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"--network",
"host",
"-e",
"GEMINI_API_KEY",
"-e",
"GEMINI_MODEL",
"-e",
"GEMINI_BASE_URL",
"-e",
"HTTP_PROXY",
"-e",
"HTTPS_PROXY",
"gemini-mcp-server:latest"
],
"env": {
"GEMINI_API_KEY":"your_api_key_here",
"GEMINI_MODEL":"gemini-2.5-flash",
"GEMINI_BASE_URL":"https://generativelanguage.googleapis.com/v1beta/openai/",
"HTTP_PROXY":"http://127.0.0.1:17890",
"HTTPS_PROXY":"http://127.0.0.1:17890"
}
}
}
}
Before using the server, make sure to replace the following environment variables with your actual values:
GEMINI_API_KEY
: Your Google Gemini API keyGEMINI_MODEL
: The Gemini model you want to use (default is "gemini-2.5-flash")GEMINI_BASE_URL
: The base URL for Gemini API callsHTTP_PROXY
and HTTPS_PROXY
: Your proxy settings if neededThese settings allow the MCP server to authenticate with Google's Gemini service and route requests appropriately.
To add this MCP server to Claude Code, run this command in your terminal:
claude mcp add-json "gemini" '{"command":"docker","args":["run","--rm","-i","--network","host","-e","GEMINI_API_KEY","-e","GEMINI_MODEL","-e","GEMINI_BASE_URL","-e","HTTP_PROXY","-e","HTTPS_PROXY","gemini-mcp-server:latest"],"env":{"GEMINI_API_KEY":"your_api_key_here","GEMINI_MODEL":"gemini-2.5-flash","GEMINI_BASE_URL":"https://generativelanguage.googleapis.com/v1beta/openai/","HTTP_PROXY":"http://127.0.0.1:17890","HTTPS_PROXY":"http://127.0.0.1:17890"}}'
See the official Claude Code MCP documentation for more details.
There are two ways to add an MCP server to Cursor. The most common way is to add the server globally in the ~/.cursor/mcp.json
file so that it is available in all of your projects.
If you only need the server in a single project, you can add it to the project instead by creating or adding it to the .cursor/mcp.json
file.
To add a global MCP server go to Cursor Settings > Tools & Integrations and click "New MCP Server".
When you click that button the ~/.cursor/mcp.json
file will be opened and you can add your server like this:
{
"mcpServers": {
"gemini": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"--network",
"host",
"-e",
"GEMINI_API_KEY",
"-e",
"GEMINI_MODEL",
"-e",
"GEMINI_BASE_URL",
"-e",
"HTTP_PROXY",
"-e",
"HTTPS_PROXY",
"gemini-mcp-server:latest"
],
"env": {
"GEMINI_API_KEY": "your_api_key_here",
"GEMINI_MODEL": "gemini-2.5-flash",
"GEMINI_BASE_URL": "https://generativelanguage.googleapis.com/v1beta/openai/",
"HTTP_PROXY": "http://127.0.0.1:17890",
"HTTPS_PROXY": "http://127.0.0.1:17890"
}
}
}
}
To add an MCP server to a project you can create a new .cursor/mcp.json
file or add it to the existing one. This will look exactly the same as the global MCP server example above.
Once the server is installed, you might need to head back to Settings > MCP and click the refresh button.
The Cursor agent will then be able to see the available tools the added MCP server has available and will call them when it needs to.
You can also explicitly ask the agent to use the tool by mentioning the tool name and describing what the function does.
To add this MCP server to Claude Desktop:
1. Find your configuration file:
~/Library/Application Support/Claude/claude_desktop_config.json
%APPDATA%\Claude\claude_desktop_config.json
~/.config/Claude/claude_desktop_config.json
2. Add this to your configuration file:
{
"mcpServers": {
"gemini": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"--network",
"host",
"-e",
"GEMINI_API_KEY",
"-e",
"GEMINI_MODEL",
"-e",
"GEMINI_BASE_URL",
"-e",
"HTTP_PROXY",
"-e",
"HTTPS_PROXY",
"gemini-mcp-server:latest"
],
"env": {
"GEMINI_API_KEY": "your_api_key_here",
"GEMINI_MODEL": "gemini-2.5-flash",
"GEMINI_BASE_URL": "https://generativelanguage.googleapis.com/v1beta/openai/",
"HTTP_PROXY": "http://127.0.0.1:17890",
"HTTPS_PROXY": "http://127.0.0.1:17890"
}
}
}
}
3. Restart Claude Desktop for the changes to take effect