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Mobile device interaction automation via MCP
The publisher performed an authenticated act of publication — proving control of a namespace in the official MCP registry, or appearing in a first-party catalogue an operator curates. That establishes WHO published it. It is not a security finding, and attested artifacts carry Flagged verdicts too.
408 critical findings reported by cisco-skill-scanner, agent-audit-kit, 25 of them in the installed artifact. The composite score alone does not reflect this — read the per-scanner reports below.
Choose your runtime: the CLI writes the mcpServers config entry for that target.
nerlo install --target claude-code -- @kaeawc/auto-mobile
Install respects the composite badge: Clean proceeds, Caution prompts for confirmation, and Flagged is refused. Write operations require an API token.
5 of 11 scanners examined this package. The rest do not apply to it — language, ecosystem and packaging decide which analyzers can say anything, and a scanner that cannot examine an artifact reports nothing rather than passing it.
v1.4.0
41 findings · 1.1s
v2.0.11
856 findings · 109.3s
v0.3.26
486 findings · 79.8s
v0.1.0
2 findings · 78.1s
v0.1.0
65 findings · 78.2s
vv0.3.2
No Go packages were found in this artifact. What each scanner covers
0 findings · 0.1s
No report in this scan: govulncheck, osv-scanner, trivy, trivy_image, nerlo-multi-source.
2 scans on record. Every scan's full results are retained immutably for 24 months.
| Completed | Composite | Change | Scanners | Status |
|---|---|---|---|---|
| Aug 10, 2026 | Scan Halted | — | agentshield: completecisco-skill-scanner: completeagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completecapslock ·n/a: not applicable | rejected |
| Jul 31, 2026 | Scan Halted | — | agentshield: completecisco-skill-scanner ·!: timeoutagent-audit-kit: completenerlo-behavioral: completenerlo-install-instruction: completenerlo-multi-source: complete | rejected |
Findings in files this artifact installs stand as reported; a model re-read the rest and said which ones it believes are false positives. This is a second opinion published beside the evidence, not a correction to it: the per-scanner reports above are unchanged, every dismissed finding is still listed there at its original severity, and the score and the Flagged badge are computed from those raw severities alone. Nothing below moved them.
Out of 1,450 findings across every scanner that examined this package. 382 of 408 findings rated critical by their scanner were among the dismissals.
Not reviewed is not the same as clean. Those 39 findings stand exactly as their scanners reported them, at full severity, as they would have without this review.
Two keys had to turn. The model had to name a reason from a fixed list of six, and a deterministic check of ours — over which files this artifact actually installs — had to independently agree. Anything it could not corroborate is in “not reviewed” above, at full severity.
366 Agent instruction file — The match is in a file that instructs an AI coding agent — a CLAUDE.md or similar. It is documentation of intent, and our own check confirmed it is not part of what gets installed.
Rules: AAK-AGENT-001, AAK-AGENT-003, agents-claude-md-autorun-14562 and 1 more · Files: AGENTS.md, CLAUDE.md, /repo/.github/AGENTS.md and 12 more · reported by agent-audit-kit, agentshield, nerlo-install-instruction
97 Documentation or example — The match is in documentation or sample code, confirmed by our own check to be outside the installed artifact.
Rules: opt.nerlo-rules.nerlo-install-pipe-to-shell, FILE_MAGIC_MISMATCH, opt.nerlo-rules.nerlo-install-fetch-raw-then-run and 8 more · Files: /repo/demo/README.md, /repo/docs/install.md, /repo/docs/img/camera-gallery.gif and 47 more · reported by nerlo-install-instruction, cisco-skill-scanner, agent-audit-kit
78 Test or fixture file — The match is in a test or fixture. Our own check confirmed the file is not part of what gets installed.
Rules: AAK-INDIA-PII-001, COMMAND_INJECTION_EVAL, AAK-TAINT-001 and 10 more · Files: test/utils/iosSimulatorContinuity.test.ts, test/utils/ios-cmdline-tools/simctl-client.bootVerification.test.ts, test/utils/ios-cmdline-tools/XcodeSigning.test.ts and 40 more · reported by agent-audit-kit, cisco-skill-scanner
29 CI or editor configuration — The match is in build, CI or editor configuration, confirmed by our own check to be outside the installed artifact.
Rules: AAK-GHA-IMMUTABLE-001, MANIFEST_INVALID_NAME · Files: .github/workflows/prime-bun-cache.yml, .github/workflows/release-downloads-metrics.yml, .github/workflows/build-screen-capture-helper.yml and 8 more · reported by agent-audit-kit, cisco-skill-scanner
1 Placeholder value — The matched literal is a placeholder or example — the kind of value a scanner reads as a secret and a human reads as a blank to fill in.
Rules: HIDDEN_DATA_FILE · Files: /repo/.mcp.json.example · reported by cisco-skill-scanner
These findings are in files this artifact installs and are not placeholder values. No false-positive basis can be corroborated for such a finding, so this review never dismisses one; they were not sent to the model and stand at their scanner's severity.
168 UNANALYZABLE_BINARY
Files: /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/wrapper/Logger.class, /repo/android/ide-plugin/gradle/wrapper/gradle-wrapper.jar!/org/gradle/wrapper/Logger.class, /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/wrapper/Download$DefaultDownloadProgressListener.class and 65 more · reported by cisco-skill-scanner
163 BINARY_FILE_DETECTED
Files: /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/ParsedCommandLineOption.class, /repo/android/ide-plugin/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/ParsedCommandLineOption.class, /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/CommandLineParser$ParserState.class and 63 more · reported by cisco-skill-scanner
157 YARA_embedded_macho_binary
Files: /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/CommandLineArgumentException.class, /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/CommandLineOption.class, /repo/android/gradle/wrapper/gradle-wrapper.jar!/org/gradle/cli/CommandLineParser$AfterOptions.class and 60 more · reported by cisco-skill-scanner
58 DATA_EXFIL_JS_FS_ACCESS
Files: /repo/scripts/benchmark-context-thresholds.ts, /repo/scripts/benchmark-mcp-tools.ts, /repo/scripts/benchmark-npm-unpacked-size.ts and 22 more
34 The model called these false positives and our own check did not agree, so the dismissal was refused.
Rules: skills-missing-telemetry-commands/ship-issue.md, skills-missing-governance-commands/ship-issue.md, skills-missing-governance-.claude/commands/manual-test.md and 29 more · Files: commands/ship-issue.md, .claude/commands/manual-test.md, commands/dead-code.md and 13 more · reported by agentshield
5 The model did not answer for these findings.
Rules: AAK-MCP-018 · Files: test/server/toolRegistryNotifyToolListChanged.test.ts, test/server/resourceRegistryListChanged.test.ts, test/daemon/socketServerIdeForwardRoute.test.ts and 2 more · reported by agent-audit-kit
Critical command injection, network egress, and server-side request forgery risks.
The artifact contains multiple critical command injection vulnerabilities, allowing shell execution via `child_process` in various utility and daemon components, and through `eval` in database and script files. It also exhibits critical network egress capabilities, including DNS rebinding in daemon files and server-side request forgery in server and tool registry components. Additionally, high severity findings indicate potential credential access and further network egress from secrets.
Concern level assessed by the review: Critical. This is the review's scale, not the registry badge.
Reviewed by gemini-2.5-flash. The model sees the findings, not your code, and cannot change a score.
38 MANIFEST_MISSING_LICENSE
Files: /repo/skills/dead-code/SKILL.md, /repo/skills/manual-test/SKILL.md, /repo/skills/push-pr/SKILL.md and 35 more · reported by cisco-skill-scanner
25 opt.nerlo-rules.nerlo-install-run-bundled-artifact
Files: /repo/.claude/commands/check-ci.md, /repo/.claude/commands/validate.md, /repo/CHANGELOG.md and 6 more · reported by nerlo-install-instruction
24 YARA_embedded_pe_executable
Files: /repo/vendor/libwebp/win32-x64/cwebp.exe, /repo/vendor/libwebp/win32-x64/dwebp.exe · reported by cisco-skill-scanner
18 SOCIAL_ENG_VAGUE_DESCRIPTION
Files: /repo/SKILL.md, /repo/benchmark/SKILL.md, /repo/scripts/SKILL.md and 15 more · reported by cisco-skill-scanner
18 TOOL_ABUSE_SYSTEM_PACKAGE_INSTALL
Files: /repo/scripts/install.sh, /repo/scripts/lychee/install_lychee.sh · reported by cisco-skill-scanner
17 COMMAND_INJECTION_JS_CHILD_PROCESS
Files: /repo/src/daemon/devicePool.ts, /repo/src/features/performance/PerformanceMonitor.ts, /repo/src/server/deviceTools.ts and 11 more · reported by cisco-skill-scanner
17 YARA_prompt_injection_unicode_steganography
Files: /repo/android/control-proxy/src/main/res/mipmap-xxhdpi/ic_launcher_scene.png, /repo/android/desktop-app/src/main/resources/icons/app-icon.png, /repo/android/desktop-app/src/main/resources/icons/app-icon.icns and 1 more · reported by cisco-skill-scanner
16 HIDDEN_DATA_FILE
Files: /repo/.githooks/post-merge, /repo/.githooks/post-checkout, /repo/.lycherc.toml and 13 more · reported by cisco-skill-scanner
11 AAK-SECRET-004
Files: src/features/screen-stream/IOSScreenCaptureHelper.ts, src/features/action/InputKey.ts, src/features/utility/system-configuration/parsing.ts and 7 more · reported by agent-audit-kit
8 FILE_MAGIC_MISMATCH
Files: /repo/scripts/github/auto_mobile_docs/__init__.py, /repo/benchmark/perf-snapshot-overhead.ts, /repo/scripts/oxlint-baseline.txt and 1 more · reported by cisco-skill-scanner
7 AAK-HEALTHCARE-AI-004
Files: CHANGELOG.md, schemas/test-plan.schema.json, .claude/commands/auto-mobile-code-review.md and 4 more · reported by agent-audit-kit
7 EXCESSIVE_FILE_COUNT
Files: /repo/ios/., /repo/scripts/., /repo/android/auto-mobile-sdk/. and 4 more · reported by cisco-skill-scanner
7 LOW_ANALYZABILITY
Files: /repo/android/ide-plugin, /repo/android/playground/slides, /repo/scripts and 4 more · reported by cisco-skill-scanner
7 opt.nerlo-rules.nerlo-install-pipe-to-shell
Files: /repo/README.md, /repo/scripts/install.sh · reported by nerlo-install-instruction
6 COMPOUND_EXTRACT_EXECUTE
Files: /repo/scripts/ios/install-xcodegen.sh, /repo/scripts/swiftformat/install_swiftformat.sh, /repo/scripts/swiftlint/install_swiftlint.sh · reported by cisco-skill-scanner
6 DATA_EXFIL_JS_NETWORK
Files: /repo/scripts/metrics/collect-release-downloads.ts, /repo/src/features/observe/ios/IOSCtrlProxyClient.ts, /repo/src/utils/ios/IOSCtrlProxyHealthClient.ts · reported by cisco-skill-scanner
5 AAK-MCP-018
Files: src/server/toolRegistry.ts, src/server/resourceRegistry.ts, src/server/proxyServer.ts and 2 more · reported by agent-audit-kit
5 AAK-OAUTH-001
Files: src/daemon/webrtcStreamSocketServer.ts, src/daemon/testRecordingSocketServer.ts, src/daemon/streamSocketAuth.ts and 2 more · reported by agent-audit-kit
5 ARCHIVE_FILE_DETECTED
Files: /repo/android/gradle/wrapper/gradle-wrapper.jar, /repo/android/ide-plugin/gradle/wrapper/gradle-wrapper.jar · reported by cisco-skill-scanner
4 AAK-ANTHROPIC-SDK-001
Files: src/index.ts, src/types/mcp-sdk.d.ts, android/desktop-core/src/main/kotlin/dev/jasonpearson/automobile/desktop/core/daemon/McpStdioClient.kt and 1 more · reported by agent-audit-kit
4 AAK-TASKS-003
Files: src/db/navigationRepository.ts, src/db/types.ts, src/db/migrations/2025_12_30_001_navigation_graph.ts and 1 more · reported by agent-audit-kit
4 COMMAND_INJECTION_EVAL
Files: /repo/scripts/check-sdkmanager-execution-boundary.ts, /repo/src/db/database.ts, /repo/src/utils/IOSCtrlProxyManager.ts · reported by cisco-skill-scanner
4 PIPELINE_TAINT_FLOW
Files: /repo/scripts/install.sh, /repo/README.md, /repo/SKILL.md · reported by cisco-skill-scanner
2 AAK-DNS-REBIND-001
Files: src/daemon/socketServer.ts, src/daemon/daemon.ts · reported by agent-audit-kit
2 AAK-MCP-STATELESS-001
Files: src/daemon/daemon.ts, android/desktop-core/src/main/kotlin/dev/jasonpearson/automobile/desktop/core/daemon/McpHttpClient.kt · reported by agent-audit-kit
2 AAK-SSRF-001
Files: src/server/toolRegistry.ts, src/server/index.ts · reported by agent-audit-kit
2 AAK-SSRF-005
Files: src/server/toolRegistry.ts, src/server/index.ts · reported by agent-audit-kit
2 hooks-no-pretooluse
Files: settings.json, .claude/settings.json · reported by agentshield
2 hooks-no-stop-hooks
Files: settings.json, .claude/settings.json · reported by agentshield
2 MANIFEST_INVALID_NAME
Files: /repo/ios/auto-mobile-sdk/Sources/AutoMobileSDK/AutoMobileSDK.docc/SKILL.md, /repo/ios/XCTestRunner/SKILL.md · reported by cisco-skill-scanner
2 opt.nerlo-rules.nerlo-js-secret-to-network-egress
Files: /repo/scripts/metrics/collect-release-downloads.ts · reported by nerlo-behavioral
2 permissions-no-deny-list
Files: settings.json, .claude/settings.json · reported by agentshield
2 SECRET_PASSWORD_VAR
Files: /repo/scripts/benchmark-startup.sh · reported by cisco-skill-scanner
1 AAK-MARKETPLACE-001
Files: .claude-plugin/marketplace.json · reported by agent-audit-kit
1 AAK-OAUTH-3P-001
Files: package.json · reported by agent-audit-kit
1 AAK-SEC-MD-001
Files: SECURITY.md · reported by agent-audit-kit
1 AAK-SKILL-003
Files: skills/auto-mobile-code-review/SKILL.md · reported by agent-audit-kit
1 AAK-SUPPLY-004
Files: package.json · reported by agent-audit-kit
1 AAK-TAINT-003
Files: src/daemon/daemon.ts · reported by agent-audit-kit
1 AAK-TRUST-004
Files: .claude/settings.json · reported by agent-audit-kit
1 AAK-TRUST-006
Files: .claude/settings.json · reported by agent-audit-kit
1 ARCHIVE_EXTRACTION_FAILED
Files: /repo/jemalloc-5.3.0.tar.bz2 · reported by cisco-skill-scanner
1 OBFUSCATION_XOR_ENCODING
Files: /repo/src/features/screen-stream/frameProtocol.ts · reported by cisco-skill-scanner
1 opt.nerlo-rules.nerlo-install-fetch-raw-then-run
Files: /repo/README.md · reported by nerlo-install-instruction
Showing 25 of 73; the rest are in the per-scanner reports above.