mobileguard 1.1.0

AI governance for consumer mobile platforms — prevents App Store and Google Play rejections caused by AI-generated code

MobileGuard

AI governance for consumer mobile platforms. Prevents App Store and Google Play rejections caused by AI-generated code.

The Problem

AI coding agents (Claude Code, GitHub Copilot, Cursor, Codex) generate mobile code with zero awareness of mobile governance constraints:

• Apple App Store Guideline 5.1.2(i) — AI data disclosure and consent (Nov 2025)
• Google Play AI Policy — data safety declarations for AI features
• EU AI Act Article 50 — transparency obligations (enforcement: Aug 2, 2026)
• Binary immutability — no hotfix without 1–3 day App Store review
• Ambient AI boundaries — Siri App Intents, Android AppFunctions permission scopes

72% of AI-generated mobile apps leak secrets. 45% introduce OWASP vulnerabilities. 20 documented incidents exposed tens of millions of users between Jan 2025–Feb 2026. MobileGuard catches these violations before they reach the store.

Install

pip install mobileguard

Requires Python 3.11+. The scan command works offline with no API key. The contract command requires an Anthropic API key.

Quick Start

# Scan your project for governance violations
mobileguard scan ./MyApp

# Generate an EU AI Act compliance report
mobileguard audit ./MyApp --app-name "My App" --version "2.0.0"

# Create a quality contract
mobileguard init --platform ios --bundle-id com.example.myapp

# Evaluate AI-generated code against the contract (requires ANTHROPIC_API_KEY)
mobileguard contract ./GeneratedFeature.swift --stage code-generation --agent claude-code

# Check an AI agent's current autonomy tier
mobileguard tier my-agent-01

Supported Platforms

Platform	Language	Detector
iOS	Swift	Full
Android	Kotlin	Full
Flutter	Dart	Full
React Native	JavaScript / TypeScript	Full

Rule Sets

Rule Set	Rules	Enforces
app-store	AS-001 to AS-005	Apple Guideline 5.1.2(i), 4.1(c)
google-play	GP-001 to GP-005	Google Play AI Policy, Data Safety
eu-ai-act	EU-001 to EU-004	EU AI Act Article 50, 12, 14
owasp	OW-001 to OW-005	OWASP Mobile AI Top 10

App Store Rules (Apple)

ID	Severity	Description
AS-001	CRITICAL	Third-party AI data sharing without 5.1.2(i) disclosure
AS-002	ERROR	Hardcoded AI API key in source code
AS-003	ERROR	App Intent exposes sensitive scope without authorization
AS-004	WARNING	Generic AI-generated privacy description in Info.plist
AS-005	WARNING	Missing NSPrivacyCollectedDataTypes for AI data collection

Google Play Rules (Android)

ID	Severity	Description
GP-001	CRITICAL	AI data transmission without DATA_SAFETY declaration
GP-002	ERROR	Hardcoded AI API key in Kotlin source or Gradle
GP-003	ERROR	AppFunction exposes sensitive permissions without declaration
GP-004	WARNING	Ambient AI feature missing biometric/consent flow
GP-005	WARNING	Missing <queries> manifest declaration for AI packages

EU AI Act Rules

ID	Severity	Description
EU-001	CRITICAL	AI system interacts with users without transparency disclosure (Art. 50)
EU-002	ERROR	Automated AI decision modifies user data without human oversight (Art. 14)
EU-003	WARNING	No logging or audit trail for AI decisions (Art. 12)
EU-004	WARNING	AI feature has no user opt-out mechanism at runtime (Art. 50(2))

OWASP Mobile AI Rules

ID	Severity	Description
OW-001	CRITICAL	Prompt injection — user input interpolated into system prompt
OW-002	ERROR	AI output rendered in WebView without HTML sanitization
OW-003	ERROR	Sensitive PII passed to external AI API without masking
OW-004	WARNING	AI response cached to device storage without encryption
OW-005	WARNING	No rate limiting on AI API calls (denial-of-wallet risk)

CLI Reference

mobileguard scan

Usage: mobileguard scan [OPTIONS] PATH

  Scan a mobile codebase for governance violations.

Options:
  --platform [ios|android|flutter|react-native|auto]  default: auto
  --rules TEXT           Comma-separated: app-store,google-play,eu-ai-act,owasp
  --severity [critical|error|warning|info]            default: warning
  --format [table|json|sarif|markdown]                default: table
  --output PATH          Write report to file
  --fail-on [critical|error|warning]                  Exit 1 if violations found
  --llm                  Use Claude API for semantic analysis (pattern-only by default)
  --api-key TEXT         Anthropic API key (default: ANTHROPIC_API_KEY env var)

mobileguard contract

Usage: mobileguard contract [OPTIONS] PATH

  Evaluate AI-generated code against a quality contract (PDQC pillar).

Options:
  --contract PATH        Path to mobileguard.json  [default: ./mobileguard.json]
  --stage [code-generation|test-generation|code-review]  default: code-generation
  --agent TEXT           AI agent identifier
  --platform [ios|android|flutter|react-native]
  --api-key TEXT         Anthropic API key (required)
  --fail-fast            Exit 1 if pipeline should halt

mobileguard audit

Usage: mobileguard audit [OPTIONS] PATH

  Generate a compliance report (EU AI Act, App Store, Google Play).

Options:
  --format [markdown|json|html]    default: markdown
  --output PATH                    default: mobileguard-audit-report.md
  --platform [ios|android|flutter|react-native|all]
  --app-name TEXT
  --version TEXT
  --include-evidence               Include code snippets as evidence

PDF export: Coming in v1.1. For now, convert the HTML output using your browser's print-to-PDF (Chrome: File → Print → Save as PDF).

mobileguard tier

Usage: mobileguard tier [OPTIONS] AGENT_ID

  Show the current TAC-M autonomy tier for an AI agent.

Options:
  --history PATH    Audit log directory  [default: .mobileguard/audit/]
  --contract PATH   mobileguard.json (optional)
  --cfsr FLOAT      Current crash-free session rate (e.g. 0.997)

mobileguard init

Usage: mobileguard init [OPTIONS]

  Create a mobileguard.json quality contract.

Options:
  --platform [ios|android|flutter|react-native]  (required)
  --bundle-id TEXT   App bundle identifier
  --app-name TEXT    App display name
  --strict           Stricter thresholds (recommended for finance/health apps)

Exit Codes

Code	Meaning
0	Pass — no violations at or above threshold
1	Fail — violations found
2	Error — bad path, missing API key, or configuration problem

CI/CD Integration

GitHub Actions

# .github/workflows/mobileguard.yml
name: MobileGuard

on: [push, pull_request]

jobs:
  scan:
    runs-on: ubuntu-latest
    permissions:
      security-events: write

    steps:
      - uses: actions/checkout@v4
      - run: pip install mobileguard
      - name: Scan
        run: |
          mobileguard scan . \
            --format sarif \
            --output mobileguard.sarif \
            --fail-on critical
      - name: Upload SARIF
        if: always()
        uses: github/codeql-action/upload-sarif@v3
        with:
          sarif_file: mobileguard.sarif

See examples/github_actions.yml for the full workflow.

Fastlane

# Fastfile
lane :governance_check do
  sh "mobileguard scan . --platform ios --fail-on critical"
end

before_all do
  governance_check
end

Xcode Cloud

#!/bin/bash
# ci_post_clone.sh
pip install mobileguard
mobileguard scan $CI_PRIMARY_REPOSITORY_PATH \
  --platform ios \
  --fail-on critical \
  --format sarif \
  --output mobileguard.sarif

Quality Contract (mobileguard.json)

{
  "version": "1.0",
  "platform": "ios",
  "bundle_id": "com.example.myapp",
  "app_name": "My App",
  "thresholds": {
    "min_score": 0.80,
    "max_critical_violations": 0,
    "max_error_violations": 2,
    "min_regression_coverage": 0.80,
    "min_crash_free_session_rate": 0.997
  },
  "stages": {
    "code-generation": { "min_score": 0.70, "halt_on_critical": true },
    "test-generation":  { "min_score": 0.75, "halt_on_critical": true },
    "code-review":      { "min_score": 0.85, "halt_on_critical": true }
  },
  "rules": {
    "enabled": ["app-store", "google-play", "eu-ai-act", "owasp"],
    "disabled": []
  }
}

Generate with: mobileguard init --platform ios --bundle-id com.example.myapp

TAC-M Autonomy Tiers

Tier	Label	Clean Cycles Required	Max Deployment Reach
L1	Autocomplete only	0	0%
L2	Draft for review	1	100% (human-reviewed)
L3	Conditional autonomous	5	10%
L4	Supervised deployment	10	50%
L5	Full autonomous	20	100%

Check an agent's tier: mobileguard tier my-agent-01 --cfsr 0.997

Privacy

MobileGuard does not collect telemetry, send analytics, or phone home. All analysis is performed locally. The only outbound network calls are to the Anthropic API when --llm is passed to scan, or when running contract. API responses are never logged.

The Research

MobileGuard is the reference implementation of:

"MobileGuard: A Stack-Agnostic Governance Framework for Agentic AI Across Consumer Mobile Delivery Platforms" Jaspreet Singh · arXiv:XXXX.XXXXX · 2026

Four Governance Pillars

Pillar	Command	Problem Addressed
PDQC — Pre-Deployment Quality Contracting	mobileguard contract	Binary immutability (no hotfix without store review)
TAC-M — Tiered Autonomy Calibration	mobileguard tier	Consumer-scale blast radius of AI agents
PGSG — Platform Gatekeeper Simulation	mobileguard scan	Dual-gatekeeper non-determinism (App Store + Play Store)
AABE — Ambient Agent Boundary Enforcement	mobileguard scan	Siri App Intents, Android AppFunctions permission scopes

Citation

@article{singh2026mobileguard,
  title   = {{MobileGuard}: A Stack-Agnostic Governance Framework for Agentic {AI}
             Across Consumer Mobile Delivery Platforms},
  author  = {Singh, Jaspreet},
  journal = {arXiv preprint arXiv:XXXX.XXXXX},
  year    = {2026},
  url     = {https://arxiv.org/abs/XXXX.XXXXX}
}

Contributing

See CONTRIBUTING.md. Every contribution must be traceable to one of the four governance pillars. Rule IDs are stable and cannot be renumbered.

License

Apache 2.0 © 2026 Jaspreet Singh