Vision Squeezer MCP server
io.github.eralpozcan/vision-squeezer·v0.9.0·2 starsShrink images to a token budget for vision LLM agents and pipelines. Not for chat-pasted images.
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2 stars40 downloads/wk
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If you have run it, two minutes of your experience saves the next person an afternoon.
Vision Squeezer tools
No tool declarations could be read from the package source. They show once the server is installed.
How Vision Squeezer compares
Against every graded AI and agents MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 72/100
- higher than 40% of 4,460 AI and agents servers
- GitHub stars
- 2
- more than 65% of 2,711 AI and agents servers
- Downloads a week
- 40
- more than 32% of 1,538 AI and agents servers with a package
Release history: 4 versions in the registry since 2026-07-22, latest 2026-10-23, typically one every 22 days.
Install Vision Squeezer in Claude Code, Cursor or VS Code
Runs npx -y vision-squeezer on your machine. Read the scan report first; the gateway never runs local packages.
claude mcp add vision-squeezer -- npx -y vision-squeezer
What the publisher says
From the Vision Squeezer repository's README, as published. We do not edit it. Read it on GitHub
VisionSqueezer
LLM-native image optimization middleware & MCP server. Reduces vision model token consumption by preprocessing images into tile-boundary-aligned, padding-free formats.
Works with any agent or editor that speaks MCP — Claude, GPT, Gemini, Codex, or your own.
Install
Interactive (recommended)
Picks the client, method, and scope for you:
npx vision-squeezer installPrompts for:
- Target CLI — Claude Code / Codex CLI / Qwen Code / OpenCode / Gemini CLI / Kimi CLI
- Install method (Claude Code only) — plugin (bundles MCP + stats/doctor/upgrade skills) or mcp-add (server only)
- Install scope (mcp-add only) — user (all projects, recommended), local (this project only), project (share via .mcp.json)
Scripted setups pass the choices directly:
npx vision-squeezer install --client claude --method plugin --yes
npx vision-squeezer install --client claude --method mcp-add --scope user --yesClaude Code — plugin marketplace (one-liner, bundles skills)
/plugin marketplace add eralpozcan/vision-squeezer
/plugin install vision-squeezer-mcp@vision-squeezerInstalls the MCP server and /vision-stats, /vision-doctor, /vision-upgrade skills as a single Claude Code plugin. Restart open Claude Code sessions for the MCP server to attach.
Claude Code — mcp add (server only)
# All projects on this machine (recommended)
claude mcp add --scope user vision-squeezer -- npx -y vision-squeezer
# This project only (Claude Code's default)
claude mcp add vision-squeezer -- npx -y vision-squeezer
# Share with the team via .mcp.json in the repo
claude mcp add --scope project vision-squeezer -- npx -y vision-squeezerClaude Desktop
Add to ~/.config/claude/claudedesktopconfig.json:
{
"mcpServers": {
"vision-squeezer": {
"command": "npx",
"args": ["-y", "vision-squeezer"]
}
}
}Cursor
cursor --add-mcp '{"name":"vision-squeezer","type":"stdio","command":"npx","args":["-y","vision-squeezer"]}'Or add to .cursor/mcp.json:
{
"servers": {
"vision-squeezer": {
"type": "stdio",
"command": "npx",
"args": ["-y", "vision-squeezer"]
}
}
}Click here to view installation instructions for 10+ other IDEs and Agents (VS Code, JetBrains, Windsurf, Zed, etc.)
VS Code Copilot
Add to .vscode/mcp.json:
{
"servers": {
"vision-squeezer": {
"type": "stdio",
"command": "npx",
"args": ["-y", "vision-squeezer"]
}
}
}JetBrains (IntelliJ, WebStorm, PyCharm)
Open Tools → GitHub Copilot → Model Context Protocol (MCP) → Configure, then add:
{
"servers": {
"vision-squeezer": {
"command": "npx",
"args": ["-y", "vision-squeezer"]
}
}
}Windsurf
Add to ~/.codeium/windsurf/mcp_config.json:
{
"mcpServers": {
"vision-squeezer": {
"command": "npx",
"args": ["-y", "vision-squeezer"]
}
}
}Gemini CLI
gemini mcp add --scope user vision-squeezer -- npx -y vision-squeezerShortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
Vision Squeezer: common questions
- Is Vision Squeezer MCP server safe?
- Mostly: it is graded B (72/100). Read the Vision Squeezer safety report
- How do I install Vision Squeezer?
- It runs on your machine. Copy the Claude Code, Cursor, VS Code or Claude Desktop config from the install section.
- Does Vision Squeezer need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is Vision Squeezer maintained?
- The last commit was 105 days ago (2026-07-22). The latest release is v0.9.0.
- What can I use instead of Vision Squeezer?
- Servers from other publishers that do the same job: Commonly MCP server, Agent-Native Chat MCP server and WaveSpeed MCP server.
- How does Vision Squeezer compare with other AI and agents MCP servers?
- safety score 72/100 (higher than 40% of 4,460 AI and agents servers); github stars 2 (more than 65% of 2,711 AI and agents servers); downloads a week 40 (more than 32% of 1,538 AI and agents servers with a package). Full comparison.
Alternatives to Vision Squeezer
Same job from other publishers: the closest match first, then the best rated.
- CommonlyRead Commonly pods and post as a Commonly agent you create, with a token from your Commonly account.not reviewedEstablishedA
- Agent-Native ChatMinimal chat-first app with durable threads, actions, and the app-agent loopnot reviewedEstablishedA
- WaveSpeedRun any model on the live WaveSpeed catalog: image, video, audio, 3D.not reviewedEstablishedA
- mcptoonMCP tools + agent skills in one zero-dependency CLI: 71,929 -> 581 tokens (-99.2%, measured).not reviewedEstablishedA
- ImageAI image generation and editing with prompt optimization and quality presetsnot reviewedEstablishedB