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Gemini Mcp Server

mcp-deepzhun-gemini-mcp-server · by deepzhun

A small, clean MCP server for the Google Gemini API — generate, chat, vision, embed, tokens, models.

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Install

$ agentstack add mcp-deepzhun-gemini-mcp-server

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets Used
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

Gemini MCP Server

> A small, clean Model Context Protocol server that connects any MCP client — Claude Desktop, Cursor, Cline, Cowork — to the Google Gemini API.

One Python file, six tools, no framework lock-in. Bring your own Gemini key and you can generate text, hold multi-turn chats, understand images, embed text, and count tokens — straight from your assistant.

✨ Tools

| Tool | What it does | |------|--------------| | gemini_generate | Single-turn text generation (system instruction, temperature, JSON mode) | | gemini_chat | Multi-turn conversation with full history | | gemini_vision | Analyze / OCR / describe an image (base64 + prompt) | | gemini_embed | Text embeddings for search, clustering, RAG | | gemini_count_tokens | Count tokens for cost & context-window planning | | gemini_list_models | Discover available models and their limits |

🚀 Quick start

Option A — one-click (Windows, Claude Desktop)

# in the repo folder, right-click install.ps1 -> "Run with PowerShell"
./install.ps1

It asks for your API key, installs dependencies, and wires up Claude Desktop. Restart Claude and you're done.

Option B — manual (any OS / any MCP client)

git clone https://github.com/deepzhun/gemini-mcp-server.git
cd gemini-mcp-server
pip install -r requirements.txt
export GEMINI_API_KEY="your-api-key"      # Windows: setx GEMINI_API_KEY "your-api-key"
python gemini_mcp.py

Get a free API key at .

🔌 Add to your MCP client

Copy config.example.json and drop the server block into your client config (Claude Desktop: claude_desktop_config.json), replacing the placeholder key:

{
  "mcpServers": {
    "gemini": {
      "command": "python",
      "args": ["/absolute/path/to/gemini_mcp.py"],
      "env": { "GEMINI_API_KEY": "YOUR_GEMINI_API_KEY_HERE" }
    }
  }
}

💬 Usage examples

Once connected, just ask your assistant in natural language:

  • "Use gemini to summarize this article in three bullet points."
  • "Ask gemini-2.5-pro to refactor this function and explain the change."
  • "Use gemini_vision to read the text in this screenshot."
  • "Embed these 20 product descriptions with gemini for similarity search."

🔐 Security

  • The key is read from the GEMINI_API_KEY (or GOOGLE_API_KEY) environment variable — never hard-code it.
  • config.json and .env are git-ignored so a real key can't be committed by accident.
  • Rotate your key at Google AI Studio if it is ever exposed.

🛠️ Development

pip install -r requirements.txt
python -c "import gemini_mcp; print(gemini_mcp.mcp.name)"   # smoke test

The whole server is a single file (gemini_mcp.py): typed Pydantic inputs, consistent error handling, and MCP tool annotations. Easy to read, easy to fork.

📄 License

MIT © deepzhun (深准). Contributions welcome — open an issue or PR.

Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.