Vultisignal — Current Program Status Report
What It IS
Vultisignal is a production-ready, automated GitHub monitoring system for the Vultisig ecosystem that:
Core Functionality
- Monitors 43 Vultisig repositories across the entire GitHub organization
- Collects comprehensive data including issues, PRs, commits, releases, and repository metadata
- Uses multithreaded collection (8 concurrent workers) for fast data gathering
- Implements intelligent caching to avoid redundant API calls and preserve GitHub rate limits
- Stores native GitHub JSON as the single source of truth (
exports/YYYY-MM-DD.json)
- Generates markdown summaries with cross-platform bug detection, high-priority issue tracking, and development insights
- Creates HTML dashboards with real-time metrics and clickable repository links
- Tracks historical metrics to show trends over time
Smart Features
- Cross-platform bug detection: Identifies similar issues across iOS/Android/Windows/Web platforms
- High-priority issue tracking: Uses explicit "High Priority" GitHub labels (no heuristics)
- Stale item monitoring: Flags issues/PRs open longer than 7 days
- Development hotspots: Shows most active repositories and contributors
- API optimization: Only fetches repositories that have actually changed since last collection
Architecture
GitHub API (43 repos) → Daily JSON Snapshot → Processing → Markdown + HTML Reports
↓
exports/YYYY-MM-DD.json
↓
┌─ exports/summaries/YYYY-MM-DD-summary.md (detailed analysis)
├─ docs/index.html (interactive dashboard)
└─ exports/metrics_history.json (time-series data)
What It Does NOT Do
- No historical backfill - GitHub API only provides current state, so historical reconstruction is impossible
- No Discord monitoring - Only GitHub data (Discord integration planned for future)
- No predictive analytics - Shows current state and trends, doesn't forecast
- No automated issue management - Monitors and reports, doesn't modify GitHub data
- No real-time alerts - Daily batch processing only
- No code quality analysis - Focuses on project activity and issue management
What It WILL Do Daily (Automated at 00:01 GMT)
Daily Workflow (GitHub Actions)
- 00:01 GMT: GitHub Actions triggers
- Data Collection:
- Check if today's data already exists (API safety)
- If not, collect from all 43 repositories using multithreaded approach
- Save complete snapshot as
exports/YYYY-MM-DD.json
- Processing:
- Generate comprehensive markdown summary with analysis
- Create HTML dashboard with interactive metrics
- Update historical metrics tracking
- Output:
- Commit all generated files back to repository
- Upload summary as downloadable artifact
Daily Reports Include
- Summary metrics: Total issues/PRs/bugs/high-priority items with day-over-day changes
- Cross-platform bugs: Issues affecting multiple platforms (up to 12+ bugs detected)
- High-priority issues: Issues with explicit "High Priority" GitHub labels (currently 1 active)
- Development activity: Most active repositories and top contributors
- Latest releases: Recent releases from top repositories
- Active PRs: All open pull requests across the organization
- Stale items: Issues/PRs that need attention (open >7 days)
Current Real Data (July 25, 2025)
- 99 open issues across 7 repositories with open issues
- 8 active PRs across the organization
- 71 open bugs (detected via labels and keywords)
- 1 high-priority issue with explicit "High Priority" label
- 260 recent commits in the last 7 days
- 475 total events tracked (issues + PRs + commits)
Most Active Repositories
- vultisig-windows: 100 commits, 27 issues
- vultisig-ios: 54 commits, 39 issues
- vultisig-android: 38 commits, 26 issues
Technical Implementation
File Structure (Clean & Minimal)
vultisignal/
├── vultisignal.py # Main CLI interface
├── collectors/github.py # Multithreaded GitHub collector
├── processors/summarizer.py # Daily summary generator
├── scripts/
│ ├── daily-vultisignal.sh # Daily automation script
│ └── simple_html_generator.py # HTML dashboard generator
├── exports/
│ ├── 2025-07-25.json # Today's GitHub snapshot (188KB)
│ ├── metrics_history.json # Historical metrics
│ └── summaries/ # Daily markdown reports
├── docs/index.html # Generated HTML dashboard
├── .github/workflows/daily-monitoring.yml # GitHub Actions automation
└── README.md & AUTOMATION_SETUP.md # Documentation
Key Features
- API-safe collection: Skips existing files to avoid waste
- Platform-native data: Stores GitHub JSON directly, no format conversion
- Future-ready: Architecture supports Discord JSON integration later
- Zero-maintenance: Fully automated with error handling and logging
Production Readiness
Ready for Production
- Clean, focused codebase (only 13 essential files)
- Comprehensive testing completed
- Real data validation confirmed
- GitHub Actions configured and tested
- Documentation complete
- No dependencies on legacy code or unused features
Daily Value Delivered
- Development team visibility: See what's happening across all 43 repos
- Priority issue tracking: Never miss high-priority bugs
- Cross-platform coordination: Spot issues affecting multiple platforms
- Activity insights: Understand development patterns and contributor activity
- Historical trends: Track progress over time with metrics history
Bottom line: Vultisignal provides a comprehensive, automated "mission control" view of the entire Vultisig development ecosystem, delivered fresh every day at 00:01 GMT with zero manual intervention required.