The World's First Mobile DevOps Copilot with On-Device AI
Transform your on-call DevOps experience with AI-powered failure prediction, instant voice remediation, and complete privacy. Never be caught off-guard on-call again.
SecureOps is an Android mobile app that predicts CI/CD pipeline failures before they happen, diagnoses root causes instantly, and enables one-tap or voice-powered remediation—all while keeping your code and logs secure on your device.
- 🔮 Prevent Failures - ML predicts issues before pipelines complete
- ⚡ Fix Instantly - One-tap or voice command remediation from anywhere
- 🔒 100% Private - All AI runs on-device using RunAnywhere's blazing-fast stack
- 🎤 Voice-First - Ask questions, get insights, trigger fixes—hands-free
- 📱 Always Available - Works offline with flaky connections
- Proactive Alerts - Get notified before pipelines fail, not after
- Confidence Scores - "99% chance to fail due to timeout in tests"
- Pattern Analysis - Analyzes commit diffs, test history, and log patterns
- Risk Assessment - Predicts deployment risk in real-time
- Instant Diagnosis - Detects flaky tests, config drift, dependency conflicts
- Plain English - Technical and non-technical explanations
- Historical Context - Shows similar past failures and their fixes
- Smart Suggestions - AI-powered remediation recommendations
Ask anything, anytime:
"Why did this fail?"
"What's the risk in my next deployment?"
"Summarize today's build issues"
"Rerun this build"
"Rollback deploy"
- Instant Actions - Retry failed stages, trigger rollbacks, apply fixes
- Guided Fixes - Step-by-step remediation guidance
- Auto-Rollback - Automatic rollback to last known good state
- Smart Retries - Intelligent retry logic based on failure type
Monitor all your pipelines in one place:
- Multi-Provider Support - GitHub Actions, GitLab CI, Jenkins, CircleCI, Azure DevOps
- Real-Time Updates - Live build status and streaming logs
- Pipeline Visualization - Step-by-step progress tracking
- Artifact Management - Download and inspect build artifacts
- Predictive Alerts - Notified of issues before completion
- Voice Alerts - Audio cues for critical failures
- Smart Filtering - Only get alerted on what matters
- Custom Playbooks - Define alert rules per team/project
- On-Device AI - All predictions run locally using RunAnywhere
- Zero Cloud Upload - Code and logs never leave your device
- Encrypted Storage - OAuth tokens encrypted at rest
- Works Offline - Full analysis without internet connection
- Failure Trends - Identify patterns across projects
- Risk Heatmaps - See which pipelines need attention
- Time-to-Fix Metrics - Track resolution efficiency
- Flaky Test Detection - Highlight unreliable tests
Mobile Foundation
- Platform: Native Android (Kotlin)
- UI: Jetpack Compose with Material3
- Architecture: Clean Architecture + MVVM
- DI: Koin
AI & ML
- On-Device AI: RunAnywhere SDK
- ML Models: TensorFlow Lite for failure prediction
- Voice: RunAnywhere speech recognition and synthesis
- Privacy: 100% on-device processing
Backend & Integration
- CI/CD APIs: GitHub Actions, GitLab CI, Jenkins, CircleCI, Azure DevOps
- Authentication: OAuth2 with PKCE
- Networking: Retrofit, OkHttp, Server-Sent Events (SSE)
- Database: Room (encrypted SQLite)
- Notifications: Firebase Cloud Messaging
Real-Time & Async
- Concurrency: Kotlin Coroutines & Flow
- Streaming: Live log streaming via SSE
- State Management: StateFlow & SharedFlow
┌─────────────────────────────────────────┐
│ SecureOps Mobile App │
├─────────────────────────────────────────┤
│ UI Layer (Jetpack Compose) │
│ ├── Dashboard │
│ ├── Analytics │
│ ├── Voice Assistant │
│ └── Build Details │
├─────────────────────────────────────────┤
│ Domain Layer │
│ ├── Failure Prediction │
│ ├── Root Cause Analysis │
│ ├── Auto-Remediation Engine │
│ └── Voice Command Processor │
├─────────────────────────────────────────┤
│ Data Layer │
│ ├── CI/CD Providers │
│ ├── Local Database (Room) │
│ └── Build History Cache │
├─────────────────────────────────────────┤
│ AI Layer (RunAnywhere SDK) │
│ ├── On-Device ML Models │
│ ├── Speech Recognition │
│ └── Natural Language Processing │
└─────────────────────────────────────────┘
How it works:
- Analyzes commit diffs, file changes, and commit messages
- Evaluates test history and flakiness patterns
- Processes build logs for error indicators
- Considers historical success rates and timing
What you get:
- Confidence score (0-100%)
- Predicted failure reason
- Risk factors breakdown
- Recommended actions
Example:
🔮 Failure Prediction: 94% Likely to Fail
📊 Reason: Test suite timeout pattern detected
⚠️ Risk Factors:
• Recent dependency upgrade
• 3 similar failures in past week
• Test execution time increased 40%
💡 Recommendation: Run tests with extended timeout
Detects:
- Flaky tests (sporadic failures)
- Configuration drift
- Dependency conflicts
- Environment variable issues
- Resource timeouts
- Permission errors
Provides:
- Technical explanation for engineers
- Plain English summary for stakeholders
- Similar past incidents
- Proven fix suggestions
Smart Actions:
- Selective retry of failed stages
- Config rollback to last good state
- Dependency version fixes
- Test isolation for flaky tests
- Environment variable updates
Consent-Based:
- User approval required for changes
- Preview of actions before execution
- Rollback option always available
Query Examples:
"What's my pipeline status?"
"Show me failing builds"
"Why did the frontend deploy fail?"
"What's the risk score for production?"
"List high-risk repositories"
"Rerun the last build"
"Approve the staging deployment"
| Provider | Status | OAuth | Live Logs | Predictions | Remediation |
|---|---|---|---|---|---|
| Jenkins | ✅ | ❌ | ✅ | ✅ | ✅ |
| GitHub Actions | ✅ | ✅ | ✅ | ✅ | ✅ |
| GitLab CI | ✅ | ✅ | ✅ | ✅ | ✅ |
| CircleCI | ✅ | ❌ | ✅ | ✅ | ✅ |
| Azure DevOps | ✅ | ✅ | ✅ | ✅ | ✅ |
- Android 8.0 (API 26) or higher
- 2GB RAM minimum (4GB recommended for optimal AI performance)
- Active account with at least one supported CI/CD provider
# Clone the repository
git clone https://github.com/yourusername/secureops.git
cd secureops
# Build and install
./gradlew assembleDebug
./gradlew installDebug-
Connect CI/CD Provider
- Open Settings → Manage Accounts → Add Account
- Select your provider (GitHub Actions, Jenkins, etc.)
- Authenticate via OAuth or API token
- Grant necessary permissions
-
Configure Notifications (Optional)
- Settings → Notifications
- Enable predictive alerts
- Set confidence threshold (recommended: 70%)
- Configure voice alerts
-
Voice Setup (Optional)
- Settings → Voice Assistant
- Grant microphone permission
- Test voice commands
- Customize wake word (optional)
-
Calibrate AI Models
- Let the app analyze your build history
- Initial calibration takes 5-10 minutes
- Improves accuracy over time
- 🌈 Animated purple gradient backgrounds
- ✨ Floating particle effects
- 💎 Frosted glass cards (glassmorphism)
- 💫 Pulsing status indicators
- 🎬 Smooth 60 FPS animations
- 🌓 Full dark mode support
@Composable
fun PredictionScreen() {
AnimatedGradientBackground(modifier = Modifier.fillMaxSize()) {
FloatingParticles(particleCount = 30)
LazyColumn {
items(predictions) { prediction ->
AnimatedCardEntrance(delayMillis = 100) {
GlassCard {
PredictionCard(
prediction = prediction,
onRemediate = { /* handle */ }
)
}
}
}
}
}
}Problem: High-stakes production deployment scheduled during off-hours
Solution:
- SecureOps analyzes deployment risk → 85% failure probability
- Voice alert: "Production deployment has high failure risk"
- Shows root cause: Incompatible dependency version
- Suggests fix: Update dependency before deploying
- One-tap remediation applies fix
- Re-predicts: 12% failure risk ✅
Problem: Critical pipeline failure at 2 AM
Solution:
- Voice notification wakes you: "Critical failure in payment service"
- Ask via voice: "What's the root cause?"
- AI responds: "Database migration timeout, config mismatch"
- Say: "Rollback to last stable version"
- One-tap approval, automatic rollback executes
- Service restored in under 2 minutes
Problem: Random test failures blocking deployments
Solution:
- AI detects pattern: Same 3 tests fail sporadically
- Dashboard shows flaky test heatmap
- Root cause: Race condition in async test setup
- Suggests: Add test isolation and retry logic
- Auto-generates fix configuration
- Apply with one tap
# Debug build
./gradlew assembleDebug
# Release build (signed)
./gradlew assembleRelease
# Run unit tests
./gradlew test
# Run instrumentation tests
./gradlew connectedAndroidTest
# Generate code coverage report
./gradlew jacocoTestReport
# Install on connected device
./gradlew installDebugkeystore.properties (for release builds):
storePassword=your_keystore_password
keyPassword=your_key_password
keyAlias=secureops-release
storeFile=secureops-release-key.jkslocal.properties:
sdk.dir=/path/to/Android/SdkCreate custom notification rules:
{
"playbooks": [
{
"name": "Production Alerts",
"trigger": {
"environment": "production",
"confidence_threshold": 80
},
"actions": [
"voice_alert",
"push_notification",
"slack_webhook"
],
"team": ["oncall", "leads"]
}
]
}Add custom voice commands in Settings:
"Check my team's pipelines" → Show team view
"Morning briefing" → Summarize overnight activity
"Emergency rollback" → Trigger rollback with confirmation
# Test failure prediction accuracy
./gradlew :app:testDebugUnitTest --tests *FailurePredictionTest
# Test voice recognition
./gradlew :app:testDebugUnitTest --tests *VoiceProcessorTest
# Test remediation engine
./gradlew :app:testDebugUnitTest --tests *AutoRemediationTest# Test CI/CD provider integrations
./gradlew :app:connectedAndroidTest --tests *JenkinsIntegrationTest
./gradlew :app:connectedAndroidTest --tests *GitHubActionsTest- ✅ All ML models run locally using RunAnywhere SDK
- ✅ Build logs processed on-device, never uploaded
- ✅ Source code analysis happens locally
- ✅ Predictions calculated without cloud dependency
- 🔒 OAuth tokens encrypted with AES-256
- 🔒 Local database encrypted at rest
- 🔒 Network traffic uses TLS 1.3
- 🔒 No telemetry or analytics sent to servers
- Internet - Connect to CI/CD providers
- Microphone - Voice commands (optional)
- Notifications - Failure alerts
- Foreground Service - Background monitoring
- Success Rate - Percentage of successful builds over time
- Mean Time to Recovery - Average time from failure to fix
- Prediction Accuracy - AI model performance metrics
- Flaky Test Rate - Tests with sporadic failures
- High-Risk Repositories - Projects with most failures
- Failure trends by team/project
- Most common error categories
- Fix effectiveness tracking
- On-call response times
- ✅ On-device AI with RunAnywhere SDK
- ✅ Failure prediction engine
- ✅ Voice-powered remediation
- ✅ Glassmorphism UI
- ✅ Multi-provider support
- Home screen widget with predictions
- Tablet & foldable optimization
- Custom dashboards builder
- Slack/Teams integration
- Advanced alert playbooks
- Team collaboration features
- Shared playbooks library
- Cross-project analytics
- Automated incident reports
- Multi-account federation
- Advanced AI insights engine
- Integration marketplace
- Visual pipeline editor
- Cost optimization recommendations
Copyright 2024 SecureOps
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.
Built with incredible open-source technology:
- RunAnywhere SDK - Blazing-fast on-device AI
- Jetpack Compose - Modern Android UI
- TensorFlow Lite - On-device ML models
- Koin - Kotlin dependency injection
- Retrofit - Type-safe HTTP client
- Room - SQLite abstraction
- OkHttp - HTTP client
- Kotlin Coroutines - Async programming
Before SecureOps:
- ❌ Find out about failures after they happen
- ❌ Spend hours debugging in the middle of the night
- ❌ Miss critical alerts due to notification fatigue
- ❌ Security concerns uploading code to cloud AI
- ❌ Can't fix issues without a laptop
With SecureOps:
- ✅ Predict and prevent failures before they occur
- ✅ Fix issues in seconds with voice commands
- ✅ Smart filtering shows only what matters
- ✅ 100% private on-device AI processing
- ✅ Full DevOps power from your phone