SERVER

Mandala Computer

Rank #5,590

io.github.mandalacomputer/mcp

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

First listed
Oct 3, 2026
Last publish date
Oct 29, 2026
PURPOSE

What you can do with Mandala Computer

Mandala Computer is a Model Context Protocol (MCP) server published by mandalacomputer. It ranks #5,590 of 164,084 active servers on MCP Toplist. Mandala Computer is listed across 2 registries — Official MCP and Glama, with 12 tracked versions. It was first listed on Oct 3, 2026 and most recently updated on Oct 29, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Mandala Computer can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Mandala Computer

DeclaredNo credentialsNo credentials declared

The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.

MCP Toplist probed the public endpoint on Oct 16, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.

Declared by Glama, last synced Oct 30, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config
  • MANDALA_API_KEY · optional
  • MANDALA_MODEL_KEY · optional
  • MANDALA_PROFILE · optional
  • MANDALA_BASE_URL · optional
  • MANDALA_COMPUTER_ID · optional
  • MANDALA_NO_LIFECYCLE · optional
  • MANDALA_READ_ONLY · optional
  • MANDALA_TAGS · optional

Hosted endpoint declared as public.

INSTALLATION AND FIRST TASK

Connect Mandala Computer and confirm it works

Remote · HTTP
claude mcp add --transport http mandalacomputer https://app.mandala.computer/mcp
npm package
claude mcp add mandalacomputer -e "MANDALA_API_KEY=<your MANDALA_API_KEY>" -e "MANDALA_MODEL_KEY=<your MANDALA_MODEL_KEY>" -e "MANDALA_PROFILE=<your MANDALA_PROFILE>" -e "MANDALA_BASE_URL=<your MANDALA_BASE_URL>" -e "MANDALA_COMPUTER_ID=<your MANDALA_COMPUTER_ID>" -e "MANDALA_NO_LIFECYCLE=<your MANDALA_NO_LIFECYCLE>" -e "MANDALA_READ_ONLY=<your MANDALA_READ_ONLY>" -e "MANDALA_TAGS=<your MANDALA_TAGS>" -- npx -y mandala-computer-mcp

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Oct 3, 2026
Latest version published
Oct 29, 2026
Version history
12 versions tracked (below)
Requirements evidence
MCP Toplist probed the public endpoint on Oct 16, 2026 and could not complete the MCP handshake (jsonrpc error). Requirements remain unverified.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Oct 30, 2026
Registry sightings

Do you maintain Mandala Computer? to correct or enrich this profile.

VERSIONS

Available versions (12)

0.13.1 · Oct 15, 20260.13.2 · Oct 16, 20260.14.0 · Oct 16, 20260.15.0 · Oct 18, 20260.16.0 · Oct 18, 20260.17.0 · Oct 19, 20260.17.1 · Oct 22, 20260.17.2 · Oct 22, 20260.18.0 · Oct 24, 20260.19.0 · Oct 28, 20260.19.1 · Oct 29, 20260.20.0 · Oct 29, 2026Oct 15, 2026Oct 29, 2026
VersionPublished
0.20.0Oct 29, 2026
0.19.1Oct 29, 2026
0.19.0Oct 28, 2026
0.18.0Oct 24, 2026
0.17.2Oct 22, 2026
0.17.1Oct 22, 2026
0.17.0Oct 19, 2026
0.16.0Oct 18, 2026
0.15.0Oct 18, 2026
0.14.0Oct 16, 2026
0.13.2Oct 16, 2026
0.13.1Oct 15, 2026
STANDING
#5,590of 164,084 active serversTop 5%

Ranks ahead of 158,494 of 164,084 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 5% of 164,084
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FAQ

Frequently asked questions

Who maintains Mandala Computer?
Mandala Computer is maintained by mandalacomputer, which publishes 1 MCP server (12 total versions) tracked on MCP Toplist.
Is Mandala Computer listed on the Official MCP Registry?
Yes — Mandala Computer is listed on the Official MCP Registry, alongside Glama.
How many versions does Mandala Computer have?
MCP Toplist tracks 12 versions of Mandala Computer, most recently published on Oct 29, 2026.
Where can I find the source code for Mandala Computer?
The source code for Mandala Computer is hosted at github.com/mandalacomputer/mcp.
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