MCP.Market

Mandala Computer MCP server

online · 100% uptime
by mandalacomputer·io.github.mandalacomputer/mcp·v0.22.0

Cloud desktops for AI agents: create a Linux computer, see its screen, click, type and run tasks.

A96/100grade A
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Safety scan
A96/100

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Adoption
Growing

0 stars433 downloads/wk

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Mandala Computer tools

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How Mandala Computer compares

Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.

Safety score
96/100
higher than 98% of 48,255 servers
Uptime
100%
of our recent checks; the typical remote server answers 100%
Response time
208 ms
faster than 62% of 30,031 servers
Downloads a week
433
more than 86% of 12,191 servers with a package

Release history: 10 versions in the registry since 2026-10-15, latest 2026-11-01, typically one every 1 day.

Install Mandala Computer in Claude Code, Cursor or VS Code

claude mcp add --transport http mcp https://app.mandala.computer/mcp
Add to Cursor

What the publisher says

From the Mandala Computer repository's README, as published. We do not edit it. Read it on GitHub

mandala-computer-mcp

An MCP server for Mandala Computer — cloud desktops for AI agents.

Point Claude Code, Claude Desktop, or anything else that speaks MCP at a real Linux desktop it can see and drive. Screenshots come back as images, so the model looks at the screen and clicks what it sees.

Status: alpha. The tool surface is settling; expect breaking changes

before 1.0. Tracks the platform's /api/v1, which is itself still moving.

Install

MCP requires Node 20.3 or newer. The TypeScript CLI login setup requires Node 22 or newer (mandala-computer on npm). Sign in once, then add the MCP server:

npm install -g mandala-computer
mandala login
claude mcp add mandala -- npx -y mandala-computer-mcp

On Node 20, MCP can use an existing saved profile or an environment key. The TypeScript CLI guides you through browser approval and saves an API key in ~/.mandala/credentials.json. MCP only reads that file; it never issues or approves a device, writes credentials, or starts login automatically. The Python distribution also provides a mandala command; use the TypeScript CLI for login.

To select a separate profile and workspace:

mandala login --profile Work --workspace Research
claude mcp add mandala -- npx -y mandala-computer-mcp --profile Work

--profile takes precedence over MANDALAPROFILE, then the saved default. Names are case-sensitive. An explicit key or nonempty MANDALAAPIKEY takes precedence over every profile and avoids accessing the credential store. Empty explicit keys fail; an empty or whitespace-only environment key is absent. You can still use a key from Settings → Credentials → API keys with MANDALAAPI_KEY.

Saved credentials require POSIX protection: a real directory owned by you with mode 0700, and an owned regular file with mode 0600 and one link. Symlinks, hardlinks, unsafe permissions, malformed files and unsupported protection are refused before any API request. Windows file loading is unsupported; explicit or environment keys remain available. Only your home directory's store is read.

A saved profile also binds its API base URL. --base-url or MANDALABASEURL must match that stored base after canonicalization, including the entire path prefix and port. An explicitly empty base flag is invalid with saved credentials. Each stdio session resolves once: restart to pick up another saved key. Revoking the key in Settings → Credentials → API keys makes later calls fail; MCP does not switch profiles, reread the file, or retry a refused action. Run login explicitly when new credentials are needed.

Shortened. The full README is on GitHub.

Nothing above is checked by us. What we check is on the safety report.

Mandala Computer: common questions

Is Mandala Computer MCP server safe?
Yes, by our scan: it is graded A (96/100). Read the Mandala Computer safety report
How do I install Mandala Computer?
It runs remotely at app.mandala.computer. Add it to Claude Code, Cursor, VS Code or Claude Desktop with the snippets above, or call it through the mcp.market gateway without installing anything.
Does Mandala Computer need an API key?
Yes. The registry entry asks for MANDALA_API_KEY, MANDALA_MODEL_KEY.
Is Mandala Computer maintained?
The last commit was 20 days ago (2026-10-15). The latest release is v0.22.0.
Is Mandala Computer up?
100% of our last 28 checks got an answer. We check remote servers about four times a day.
What can I use instead of Mandala Computer?
Servers from other publishers that do the same job: Mobilerun MCP server.
How does Mandala Computer compare with other MCP servers?
safety score 96/100 (higher than 98% of 48,255 servers); uptime 100% (of our recent checks; the typical remote server answers 100%); response time 208 ms (faster than 62% of 30,031 servers). Full comparison.

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