Atlas / MCP servers / mobiumdev / mobium

mobiumBLOCK

mcp/mobiumdev/mobium

Mobile app automation for AI agents and humans: Android emulators and phones, iOS simulators and iPhones, driven from one Go binary through a CLI, an MCP server and five clients.

Verdict
BLOCK
Grade
D
Trust score
65 /100
Exposed tools
—
Transport
stdio
License
MIT
Stars
1
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

Mutatis mutandis.

Mobile app automation for AI agents and humans. Android emulators, Android phones, iOS simulators and iPhones, driven through one tool layer from a single Go binary with no runtime dependencies.

mobium launch com.example.shop && mobium map && mobium tap @e5 && mobium map

Mobium drives mobile apps the way Vibium drives browsers: a map → @ref → act loop that an agent can follow without learning a new model. It is Vibium's architecture with the browser swapped for a device.

What it is for: letting a coding agent check its own work on mobile. An agent that changed a login screen should be able to open the app, read what is actually on screen, tap through the flow and look at the result — without a person driving an emulator for it. People get the same commands.

  • Quick start
  • How it works
  • Platforms
  • App types
  • Hybrid apps and WebViews
  • Front doors
  • Drivers for other platforms
  • Documentation
  • License

Quick start

Requirements:

  • Go 1.24+, to install it — prebuilt binaries arrive with the first

release (SETUP.md)

  • Android: platform-tools on PATH (or ANDROID_HOME, or

MOBIUM_ADB_PATH), and an emulator or a phone with USB debugging on

  • iOS: full Xcode and a booted simulator — or an iPhone on a cable, with

an Apple ID (a free one works) added to Xcode

go install github.com/mobiumdev/mobium/cmd/mobium@latest
mobium doctor       # checks the environment; needs no device and no daemon
$ mobium devices
emulator-5554    device     (emulator, model: sdk_gphone64_arm64)

$ mobium map
@e1 Navigate up (button)
@e2 Email address (input)
@e3 password (p
Read from source at commit 0ec4c6737641OBSERVED · 2026-10-07
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02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add mobium -- npx -y [email protected]
claude-desktop
{
  "mcpServers": {
    "mobium": {
      "command": "npx",
      "args": [
        "-y",
        "[email protected]"
      ]
    }
  }
}
03

Trust audit

BLOCKgrade D · trust 65/100 Do not install this without reading the findings. The audit found something that could harm you or your machine.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeFAIL
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (3 observation(s))
Network
declared (4 observation(s))
Shell
declared (2 observation(s))
Dependencies
pinned
Secrets in source
none-found

Findings (24)

HIGHCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
clients/go/mobium.go:2008
func (d *Device) Eval(ctx context.Context, expression string) (string, error) {
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
HIGHCode injection · code.eval_exec · CWE-78, CWE-94, CWE-95
clients/javascript/index.d.ts:379
eval(expression: string): Promise<string>
Why it matters. evaluates text as code
Fix. remove; use a parser or a dispatch table
MEDIUMInventory / provenance · inv.binary · CWE-1104
internal/device/testdata/syslog-relay-ios26.bin
syslog-relay-ios26.bin
Why it matters. a compiled or binary member cannot be reviewed from source
Fix. ship source, or explain the binary in the README
MEDIUMInventory / provenance · inv.binary · CWE-1104
internal/mobiumdriver/reader/reader.dex
reader.dex
Why it matters. a compiled or binary member cannot be reviewed from source
Fix. ship source, or explain the binary in the README
MEDIUMInventory / provenance · inv.binary · CWE-1104
internal/uitree/testdata/ios26-pocketcasts-radiolab.xml.gz
ios26-pocketcasts-radiolab.xml.gz
Why it matters. a compiled or binary member cannot be reviewed from source
Fix. ship source, or explain the binary in the README
LOWInventory / provenance · inv.hidden_file · CWE-1104
.golangci.yml
.golangci.yml
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose
LOWFilesystem / path · fs.traversal · CWE-22, CWE-59
cmd/mobium/grid_test.go:54
if k := grid.Key("../../etc/x"); strings.ContainsAny(k, "/\\") {
LOWFilesystem / path · fs.traversal · CWE-22, CWE-59
docs/checks/device-paths.sh:61
out=$($M download --device-path "../../etc" -o "$W/esc" $APPARG 2>&1) && fail "a path climbing out with .. was taken"
LOWFilesystem / path · fs.traversal · CWE-22, CWE-59
internal/agent/errors_test.go:396
if !strings.Contains(string(mustRead(t, "../../docs/FLAGS.md")), "--bundle") {
LOWFilesystem / path · fs.traversal · CWE-22, CWE-59
internal/device/devicectl_test.go:241
"symlink": {Name: "link", Typeflag: tar.TypeSymlink, Linkname: "../../etc"},
LOWFilesystem / path · fs.traversal · CWE-22, CWE-59
internal/device/paths_test.go:20
{"files/x.txt", false, true}, {"files/../../x", false, false}, {"", false, false},
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
docs/checks/chrome.sh:42
curl -s "http://127.0.0.1:$port/json/list" | python3 -c '
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
docs/checks/chrome.sh:48
curl -s -X PUT "http://127.0.0.1:$port/json/close/$id" >/dev/null
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
docs/checks/pwa.sh:62
curl -s "http://127.0.0.1:$port/json/list" | python3 -c '
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
docs/checks/pwa.sh:68
curl -s -X PUT "http://127.0.0.1:$port/json/close/$id" >/dev/null
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
docs/guides/inspector.md:25
mobium inspect on http://127.0.0.1:47311/819d02101356fef7563223333156107f/ — Ctrl-C to stop
LOWObfuscation / stealth · obf.decode_call · CWE-506, CWE-94
clients/python/mobium/_device.py:386
return base64.b64decode(block["data"])
LOWObfuscation / stealth · obf.decode_call · CWE-506, CWE-94
clients/python/mobium/_device.py:651
return base64.b64decode(data.get("data", ""))
LOWObfuscation / stealth · obf.decode_call · CWE-506, CWE-94
clients/python/mobium/_device.py:685
return base64.b64decode(data.get("data", ""))
LOWPrompt injection · prompt.transfer_instruction · CWE-94, CWE-1427
docs/THREAT-MODEL.md:59
| UiAutomator2, on the device (port 6790, and its MJPEG stream on 7810) | **Every interface** (`*:6790`, `*:7810`) | **The LAN, on a real phone**: on the Pixel 8 Pro, from the Mac over Wi-Fi, the serv
Why it matters. an instruction to move sensitive data to an outside destination
Fix. remove; a skill never needs the user's secrets off the machine
LOWInventory / provenance · mcp.no_tools_extracted · CWE-1104
packaging/mcp/server.json
Why it matters. the tool list is enumerated at runtime by tools/list, not declared in source
Fix. the page says so rather than showing an empty table
INFOPrompt injection · prompt.credential_read · CWE-94, CWE-1427
docs/CHALLENGES.md:3495
screen and drive the phone — tap, type, open apps — with no credential; its
Why it matters. asks the agent to read credentials
INFOPrompt injection · prompt.credential_read · CWE-94, CWE-1427
docs/upstream/uiautomator2-server-binds-every-interface.md:11
tap, type, open apps — with no credential, since the protocol has none.
Why it matters. asks the agent to read credentials
INFOPrompt injection · prompt.persistence · CWE-94, CWE-1427
docs/WINDOWS.md:215
Add to `PATH` (adjust for your user):
Why it matters. instructs the agent to persist itself in the user's environment

Gates applied: no_behavioural_pass.

Audited 2026-10-07 · audit v0.4.1 · source sha 0ec4c6737641full audit observations/trust-audit/mcp-server/mobiumdev__mobium.json · Report an issue / request a re-scan
04

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-070ec4c6737641BLOCKD65first audit
05

Questions

What is the mobium MCP server?

Mobile app automation for AI agents and humans: Android emulators and phones, iOS simulators and iPhones, driven from one Go binary through a CLI, an MCP server and five clients.

Is mobium safe to connect to an agent?

No — not without reading the findings first. The audit graded it D (65/100) and found 2 critical or high issues in the source. Each one is listed on this page with the file and line it is on.

What credentials does mobium need?

No credential environment variables were found in its source, so it appears to need none.

How does mobium run?

It speaks stdio, so it runs as a local process your client starts. It is published on npm as mobium at 0.1.0.

How current is this page?

The grade is for one exact copy of the source (0ec4c6737641), read on 2026-10-07. The repository is watched and re-audited when it changes.

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