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three.ws Vision MCP Server

local only

three.ws Vision runs on your own machine — the client starts it, so there is no endpoint to ping. 283 installs a week from npm. Last commit 18 Sep 2026.

Image understanding for AI agents — analyze and describe any image via the three.ws pipeline.

Installs per day peak 150 · avg 15 · +1142% w/w
a month agotoday
283
Installs / week
npm · @three-ws/vision-mcp
194
Stars
0 open issues
18 Sep 2026
Last commit
0 releases in 90 days
Apache-2.0
License
JavaScript

What the code does

We read the source, 21 h ago · rules 3dff92dd89df

A tool parameter reaches a dangerous call

A value the model can set ends up inside a file or shell call. That is not a flaw by itself — for a terminal server it is the job — but it is where things go wrong when it is not.

A tool parameter reaches a file or shell call animation_signature.clip → packages/render/bin/tty.js:150, apply_animation.animation → packages/render/bin/tty.js:78
        await fs.writeFile(out, bytes);
Evidence

Things with no honest explanation: a promise that contradicts the code, code that runs at install time while hiding what it does, data leaving the machine.

Reaches cloud metadata service api/_lib/gcp-auth.js:91
        'http://metadata.google.internal/computeMetadata/v1/instance/service-accounts/default/token',
Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

                    filePath = path.join(ROOT_PUBLIC, url);
    const child = spawn(command[0], command.slice(1), { stdio: 'inherit', shell: false });
Executes code built at runtime packages/blender-mcp/src/py/runner.py:716
        exec(compile(job["code"], "<three-ws-blender-mcp>", "exec"), namespace)
Builds a database query by concatenation packages/motion/src/solve.js:122
    const drop = STANDING_HIP_HEIGHT * (root.height - 1) + root.rise;
            if (reset) { state.cursor = null; state.total = 0; grid.innerHTML = skeletons(); stateEl.hidden = true; }
Long encoded blob in source api/_lib/x402/ring-catalog.js:56
    'UklGRmQBAABXQVZFZm10IBAAAAABAAEAQB8AAIA+AAACABAAZGF0YUABAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA…

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

A tool parameter here reaches a dangerous call

That is not a flaw by itself — but it is where things go wrong when it is not the job. We re-read this code on every release. Watch it and you hear from us the day another one appears.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add vision-mcp -- npx -y @three-ws/vision-mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "vision-mcp": {
      "args": [
        "-y",
        "@three-ws/vision-mcp"
      ],
      "command": "npx"
    }
  }
}
~/.codex/config.toml
[mcp_servers.vision-mcp]
command = "npx"
args = ["-y", "@three-ws/vision-mcp"]
.cursor/mcp.json
{
  "mcpServers": {
    "vision-mcp": {
      "args": [
        "-y",
        "@three-ws/vision-mcp"
      ],
      "command": "npx"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "vision-mcp": {
      "args": [
        "-y",
        "@three-ws/vision-mcp"
      ],
      "command": "npx"
    }
  }
}

This one needs environment variables set before it will start: THREE_WS_BASE (Base URL of the three.ws API that serves the vision endpoint. Override only when self-hosting or targeting a preview deployment.), THREE_WS_TIMEOUT_MS (Per-request timeout in milliseconds for the vision call (the VLM may chain across free lanes before answering).), THREE_WS_API_KEY (Optional three.ws API key (bearer token). Not required — the vision endpoint serves anonymous callers on a free per-IP rate limit. Set it to raise your rate limit to the per-user tier. Never needed to access the free model.). The author declared them in the registry entry; get the values from the project itself.

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three.ws Vision — questions

Answers built from our own checks of this server.

Why is there no uptime for three.ws Vision?
three.ws Vision runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the npm package @three-ws/vision-mcp was installed 283 times last week.
How do I connect three.ws Vision?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls @three-ws/vision-mcp straight from npm; nothing to host, nothing to sign up for.
How many people use three.ws Vision?
The npm package @three-ws/vision-mcp was installed 283 times in the last week. Week over week that is +1142%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is three.ws Vision open source?
Yes — it is published under the Apache-2.0 licence, written in JavaScript and 194 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.