Vision MCP Server

Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4o, GPT-5, Gemini.

Local serverstdio

What is the Vision MCP Server?

Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4o, GPT-5, Gemini.

What it actually does

LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned, padding-free formats.

More MCP options

Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.

Maintainer setup documentation.

Recorded tools

Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.

ToolWhat it does
ClientImage-read hook
CursorYes, preToolUse + updated_input on Read (hooks.json)
OpenCodeYes, a plugin on tool.execute.before for read
WindsurfNo. pre_read_code can only block

How to install the Vision MCP Server

{
  "mcpServers": {
    "vision-squeezer": {
      "command": "npx",
      "args": [
        "-y",
        "vision-squeezer"
      ]
    }
  }
}

From the project documentation. Replace placeholders and example paths before connecting.

Example prompts to try

  • “Use Vision to Cursor.”
  • “Use Vision to Windsurf.”
  • “Use Vision to OpenCode.”

Frequently asked questions

Cut vision API token costs by snapping images to tile boundaries. Claude, GPT-4o, GPT-5, Gemini. Confirm the tools offered by your installed version in the connected client. Tool availability and permissions depend on the server and account configuration.