Mandala Computer
Rank #5,590io.github.mandalacomputer/mcp
Cloud desktops for AI agents: create a Linux computer, see its screen, click, type and run tasks.
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.
What Mandala Computer can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Mandala Computer
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.
- 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.
Connect Mandala Computer and confirm it works
claude mcp add --transport http mandalacomputer https://app.mandala.computer/mcpclaude 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-mcpReplace each placeholder with your own value before saving.
[mcp_servers.mandalacomputer]
url = "https://app.mandala.computer/mcp"Add to ~/.codex/config.toml.
[mcp_servers.mandalacomputer]
command = "npx"
args = ["-y", "mandala-computer-mcp"]
[mcp_servers.mandalacomputer.env]
MANDALA_API_KEY = "<your MANDALA_API_KEY>"
MANDALA_MODEL_KEY = "<your MANDALA_MODEL_KEY>"
MANDALA_PROFILE = "<your MANDALA_PROFILE>"
MANDALA_BASE_URL = "<your MANDALA_BASE_URL>"
MANDALA_COMPUTER_ID = "<your MANDALA_COMPUTER_ID>"
MANDALA_NO_LIFECYCLE = "<your MANDALA_NO_LIFECYCLE>"
MANDALA_READ_ONLY = "<your MANDALA_READ_ONLY>"
MANDALA_TAGS = "<your MANDALA_TAGS>"Add to ~/.codex/config.toml. Replace each placeholder with your own value before saving.
https://app.mandala.computer/mcpSettings → Connectors → “Add custom connector”, then paste this URL.
{
"mcpServers": {
"mandalacomputer": {
"command": "npx",
"args": [
"-y",
"mandala-computer-mcp"
],
"env": {
"MANDALA_API_KEY": "<your MANDALA_API_KEY>",
"MANDALA_MODEL_KEY": "<your MANDALA_MODEL_KEY>",
"MANDALA_PROFILE": "<your MANDALA_PROFILE>",
"MANDALA_BASE_URL": "<your MANDALA_BASE_URL>",
"MANDALA_COMPUTER_ID": "<your MANDALA_COMPUTER_ID>",
"MANDALA_NO_LIFECYCLE": "<your MANDALA_NO_LIFECYCLE>",
"MANDALA_READ_ONLY": "<your MANDALA_READ_ONLY>",
"MANDALA_TAGS": "<your MANDALA_TAGS>"
}
}
}
}Add to claude_desktop_config.json (Settings → Developer → Edit Config). Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mandalacomputer": {
"url": "https://app.mandala.computer/mcp"
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project).
{
"mcpServers": {
"mandalacomputer": {
"command": "npx",
"args": [
"-y",
"mandala-computer-mcp"
],
"env": {
"MANDALA_API_KEY": "<your MANDALA_API_KEY>",
"MANDALA_MODEL_KEY": "<your MANDALA_MODEL_KEY>",
"MANDALA_PROFILE": "<your MANDALA_PROFILE>",
"MANDALA_BASE_URL": "<your MANDALA_BASE_URL>",
"MANDALA_COMPUTER_ID": "<your MANDALA_COMPUTER_ID>",
"MANDALA_NO_LIFECYCLE": "<your MANDALA_NO_LIFECYCLE>",
"MANDALA_READ_ONLY": "<your MANDALA_READ_ONLY>",
"MANDALA_TAGS": "<your MANDALA_TAGS>"
}
}
}
}Add to ~/.cursor/mcp.json (global) or .cursor/mcp.json (per project). Replace each placeholder with your own value before saving.
{
"servers": {
"mandalacomputer": {
"type": "http",
"url": "https://app.mandala.computer/mcp"
}
}
}Save as .vscode/mcp.json in your workspace.
{
"servers": {
"mandalacomputer": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mandala-computer-mcp"
],
"env": {
"MANDALA_API_KEY": "<your MANDALA_API_KEY>",
"MANDALA_MODEL_KEY": "<your MANDALA_MODEL_KEY>",
"MANDALA_PROFILE": "<your MANDALA_PROFILE>",
"MANDALA_BASE_URL": "<your MANDALA_BASE_URL>",
"MANDALA_COMPUTER_ID": "<your MANDALA_COMPUTER_ID>",
"MANDALA_NO_LIFECYCLE": "<your MANDALA_NO_LIFECYCLE>",
"MANDALA_READ_ONLY": "<your MANDALA_READ_ONLY>",
"MANDALA_TAGS": "<your MANDALA_TAGS>"
}
}
}
}Save as .vscode/mcp.json in your workspace. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mandalacomputer": {
"serverUrl": "https://app.mandala.computer/mcp"
}
}
}Add to ~/.codeium/windsurf/mcp_config.json.
{
"mcpServers": {
"mandalacomputer": {
"command": "npx",
"args": [
"-y",
"mandala-computer-mcp"
],
"env": {
"MANDALA_API_KEY": "<your MANDALA_API_KEY>",
"MANDALA_MODEL_KEY": "<your MANDALA_MODEL_KEY>",
"MANDALA_PROFILE": "<your MANDALA_PROFILE>",
"MANDALA_BASE_URL": "<your MANDALA_BASE_URL>",
"MANDALA_COMPUTER_ID": "<your MANDALA_COMPUTER_ID>",
"MANDALA_NO_LIFECYCLE": "<your MANDALA_NO_LIFECYCLE>",
"MANDALA_READ_ONLY": "<your MANDALA_READ_ONLY>",
"MANDALA_TAGS": "<your MANDALA_TAGS>"
}
}
}
}Add to ~/.codeium/windsurf/mcp_config.json. Replace each placeholder with your own value before saving.
{
"mcpServers": {
"mandalacomputer": {
"url": "https://app.mandala.computer/mcp"
}
}
}{
"mcpServers": {
"mandalacomputer": {
"command": "npx",
"args": [
"-y",
"mandala-computer-mcp"
],
"env": {
"MANDALA_API_KEY": "<your MANDALA_API_KEY>",
"MANDALA_MODEL_KEY": "<your MANDALA_MODEL_KEY>",
"MANDALA_PROFILE": "<your MANDALA_PROFILE>",
"MANDALA_BASE_URL": "<your MANDALA_BASE_URL>",
"MANDALA_COMPUTER_ID": "<your MANDALA_COMPUTER_ID>",
"MANDALA_NO_LIFECYCLE": "<your MANDALA_NO_LIFECYCLE>",
"MANDALA_READ_ONLY": "<your MANDALA_READ_ONLY>",
"MANDALA_TAGS": "<your MANDALA_TAGS>"
}
}
}
}Replace each placeholder with your own value before saving.
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.
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
- Official MCP ↗listed since Oct 16, 2026 · still listed
- Glama ↗listed since Oct 16, 2026 · still listed
Do you maintain Mandala Computer? to correct or enrich this profile.
Available versions (12)
| Version | Published |
|---|---|
| 0.20.0 | Oct 29, 2026 |
| 0.19.1 | Oct 29, 2026 |
| 0.19.0 | Oct 28, 2026 |
| 0.18.0 | Oct 24, 2026 |
| 0.17.2 | Oct 22, 2026 |
| 0.17.1 | Oct 22, 2026 |
| 0.17.0 | Oct 19, 2026 |
| 0.16.0 | Oct 18, 2026 |
| 0.15.0 | Oct 18, 2026 |
| 0.14.0 | Oct 16, 2026 |
| 0.13.2 | Oct 16, 2026 |
| 0.13.1 | Oct 15, 2026 |
Ranks ahead of 158,494 of 164,084 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/io.github.mandalacomputer%2Fmcp)<a href="https://mcptoplist.com/server/io.github.mandalacomputer%2Fmcp"><img src="https://mcptoplist.com/badge/io.github.mandalacomputer%2Fmcp.svg" alt="MCP Toplist: Top 5% of 164,084" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
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.
Do you run this server?
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