| FMRS | 39 / 100 · D | 79 / 100 · B |
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| Reliability | 3 / 20 | 12 / 20 |
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| Security and permissions | 5 / 20 | 16 / 20 |
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| Maintenance | 8 / 20 | 18 / 20 |
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| Documentation | 12 / 20 | 18 / 20 |
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| Setup experience | 11 / 20 | 15 / 20 |
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| Best for | - Developers or test teams needing unified API across iOS and Android
- Those looking to reduce dependency on platform-specific knowledge like XCUITest or Espresso
- Scenarios requiring structured, deterministic output (accessibility tree based) rather than screenshot-only
- Automation on local or cloud emulators/simulators
| - Developers auditing NPM dependencies within AI workflows
- Teams performing supply chain security assessments
- Users of Claude Desktop, Cursor, or VS Code
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| Not for | - Use cases requiring visual understanding (e.g., image recognition) or complex image verification (server is accessibility-first, using screenshots only when needed)
- General desktop automation without mobile device interaction
- Teams requiring official support or enterprise guarantees (third-party open-source project)
- Environments unable to meet prerequisites (Xcode, Android SDK, Node.js v20+)
| - Projects outside the NPM ecosystem (e.g., pure Python/Go)
- Environments without network access to deps.dev, OSV.dev, and the npm registry
- Scenarios requiring maintenance by an official upstream vendor
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| Required permissions | - Access to local filesystem to install apps and save screenshots/videos
- Network access to install npm packages and possibly cloud services
- USB debugging permissions or go-ios/WebDriverAgent setup for real devices
- Port availability and optional auth token for SSE mode
- May send anonymous usage telemetry (can be disabled via environment variable)
| - Network access to the NPM registry and external services (deps.dev, OSV.dev, OpenSSF, npms.io, GitHub)
- Read access to workspace lockfiles (pnpm-lock.yaml, package-lock., yarn.lock) for cache invalidation
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| Risks and side effects | - Automated mobile actions may cause unintended operations or data loss (e.g., sending messages, purchases)
- Credentials provided (e.g., email) could be stored or misused
- URL opening feature may be used to open non-standard schemes (blocked by default, requires explicit allow)
- SSE server without authorization may be accessed by unauthorized parties
- Dependency on unstable third-party tools (e.g., go-ios, WebDriverAgent)
- Telemetry may include sensitive usage patterns
| - Third-party READMEs and changelogs are untrusted external content; they are wrapped in tags with _meta flags but should still be handled cautiously
- Depends on availability and accuracy of external services
- Batch requests are capped at 25 packages to prevent registry enumeration; larger sets require batching
- Third-party open source project, not officially maintained by NPM or Anthropic
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| Supported clients | Claude Desktop, Claude Code, Codex, Gemini CLI, GitHub Copilot, Cursor, Windsurf, Amp, Antigravity 2, Cline, Goose, Kiro, OpenCode | Claude Desktop, VS Code, Cursor |
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| Tools | 23 | 19 |
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