Mandala Computer
Cloud desktops for AI agents: create a Linux computer, see its screen, click, type and run tasks.
The current version, v0.17.0, was published to the official MCP registry on 2026-10-19. It is distributed as mandala-computer-mcp on npm and as a hosted remote over streamable-http, filed under Other by this index, and declares 8 environment variables. Removals and unreachable sources are measured across every server this index tracks, contract drift across the servers that answer in consecutive snapshots; the index's current counts put this record in context.
Using Mandala Computer in Claude, Cursor, Gemini CLI, Cline, or Zed?
MCP tool contracts can change remotely with no version bump. The mcpindex gate pins each contract and HOLDs the call when it drifts-before your agent acts. Zero credentials. This is not the package install for this server itself (use Install this server for that).
Rewrites your MCP host config so each server launches behind the gate. Inspect first: curl -fsSL https://mcpindex.ai/install.sh | less
uv tool install mcpindex-gate && mcpindex-config-wireSemantic screen found no manipulation pattern in the description. Conformance probe not yet run.
mcpindex.integrity.descriptionpassINFOevidence“Tool creates cloud desktops for AI agents to run tasks.”via static_description
- - Semantic screen only - the deterministic conformance probe has not run on this server
- - Confidence is reported but not yet calibrated (v1)
- - Screen reads the tool description, not the live behavior
- - advisory
- - registry description only no input schema
- - screen model 8b
- - The registry listing (version, packages, links) changed after this screen ran - the description we assessed did not
Semantic screen: an LLM judge reads the tool description for hidden instructions (status PARTIAL). A pass means the description is not lying, not that the tool is safe: a high-capability tool with an honest description still warrants caution. The deterministic conformance probe has not been run on this server yet, so the screen here is semantic-only. Posture: advisory. Confidences are reported but not yet calibrated (calibrated=false at v1). Full verdict history is not shown on this page.
Own this server? Test a description on the public screen → It is a separate check from the verdict above, so the two can differ.
That verdict was true at screening time (snapshot 2026-10-19).
Contracts can change after screening, with no version bump. The gate pins Mandala Computer’s tool contracts on first sight and holds any silent change before your agent acts - the check that keeps being true on Tuesday.
See your first HOLD in 2 minutes →
Related: how to trust an MCP server · screen before install · silent contract drift
People vet a server before wiring it in. One line on your project site or docs answers that with an independent record: screening verdict, registry provenance, contract drift history. It stays current as new screens and drift events land.
[Independent trust record for Mandala Computer](https://mcpindex.ai/server/io-github-mandalacomputer-mcp) - screening verdict, registry provenance, and contract drift monitoring.<a href="https://mcpindex.ai/server/io-github-mandalacomputer-mcp">Independent trust record for Mandala Computer</a> - screening verdict, registry provenance, and contract drift monitoring.A live verdict badge for your README or listing. It reflects the current screen, links back here, and updates when the verdict does.
[](https://mcpindex.ai/server/io-github-mandalacomputer-mcp)<a href="https://mcpindex.ai/server/io-github-mandalacomputer-mcp"><img src="https://mcpindex.ai/api/v1/badge/io-github-mandalacomputer-mcp" alt="mcpindex verdict" height="20" /></a>MANDALA_API_KEYAPI key from Settings → Credentials → API keys. Optional after `mandala login`, which saves one.
MANDALA_MODEL_KEYOptional Anthropic or OpenAI key. Enables run_agent_chat, and makes run_agent and start_agent_run bill this key instead of the account's AI credits.
MANDALA_PROFILEOptional saved profile from `mandala login --profile`; used when MANDALA_API_KEY is not set.
MANDALA_BASE_URLOptional API base URL. Defaults to https://app.mandala.computer/api/v1.
MANDALA_COMPUTER_IDOptional computer id to bind at startup, so use_computer is not needed.
MANDALA_NO_LIFECYCLEOptional: 1, true, yes or on withholds the tools that create, clone or delete computers and snapshots.
MANDALA_READ_ONLYOptional: 1, true, yes or on keeps only read-only tools.
MANDALA_TAGSOptional comma-separated tool tags to expose (for example computers,input); empty means every tool.
Test ideas, messages and ads with Human Digital Twins built from real people, in your AI assistant.
Bet slip grader: grade a parlay A+ to F- before you bet, track slips, history and Tail. 21+, US.
Accounting MCP for French LMNP furnished rentals: income, expenses, depreciation, tax return & FEC