Ecosystem Insights
Real-time health monitoring, tool testing analytics, and ecosystem trends across the AI app landscape.
Total Apps
Healthy
Categories
Tool Tests
Ecosystem Overview
908
Total Apps
897
AI-Powered
99% of total
596
Interactive Apps
318
With Data Access
Last synced: May 20, 2026, 12:58 AM from api
Platform Distribution
Health Status
396
Connected
14
Intermittent
61
Not Responding
308
Login Required
3
Not Checked
Connected396(45%)
Intermittent14(2%)
Not Responding61(7%)
Login Required308(35%)
Not Checked3(0%)
App Reliability
28%
Reliability Score
4241 passed / 15360 total
1395ms
Avg Response Time
Average tool response time
1883/4911
Apps Tested
3028 untested tools remaining
Pass / Fail Ratio
Test Methods
Automated15360
AI-Assisted0
Common Issues
auth8496
unknown2457
timeout166
Category Distribution
Sync Freshness
Pipeline sync history across all sources
| Source | Type | Status | Started | Discovered | Updated | Failed | Duration |
|---|---|---|---|---|---|---|---|
| chatgpt | r2 | completed | 16d ago | 732 | 709 | 23 | 4m |
| chatgpt | r2 | completed | 16d ago | 732 | 710 | 22 | 4m |
| claude | r2 | completed | 17d ago | 217 | 217 | 0 | 4m |
| claude | r2 | completed | 17d ago | 217 | 217 | 0 | 5m |
| chatgpt | r2 | completed | 26d ago | 534 | 534 | 0 | 3m |
| claude | r2 | completed | 26d ago | 216 | 216 | 0 | 4m |
| chatgpt | r2 | completed | 30d ago | 513 | 513 | 0 | 6m |
| chatgpt | r2 | completed | 33d ago | 453 | 453 | 0 | 3m |
| chatgpt | r2 | completed | 44d ago | 388 | 388 | 0 | 5m |
| chatgpt | r2 | completed | 51d ago | 377 | 377 | 0 | 5m |
| chatgpt | r2 | completed | 55d ago | 350 | 350 | 0 | 5m |
| chatgpt | r2 | completed | 57d ago | 297 | 297 | 0 | 4m |
| - | r2 | completed | 61d ago | 296 | 296 | 0 | 9m |
| - | r2 | completed | 61d ago | 296 | 296 | 0 | 4m |
| - | r2 | completed | 63d ago | 293 | 293 | 0 | 4m |
| - | r2 | completed | 64d ago | 292 | 292 | 0 | 3m |
| - | r2 | completed | 65d ago | 291 | 291 | 0 | 4m |
| - | r2 | completed | 70d ago | 258 | 258 | 0 | 3m |
| - | r2 | completed | 72d ago | 253 | 253 | 0 | 3m |
| - | r2 | completed | 77d ago | 237 | 237 | 0 | 3m |
Upstream Drift Reports
Tool changes detected in upstream MCP servers
| App | Added | Removed | Changed | Summary | Checked | Resolved |
|---|---|---|---|---|---|---|
| NA Drink Finder | 0 | 0 | ~1 | Drift detected for NA Drink Finder: 1 changed | 8d ago | Resolved |
| Genspark AI Slides | 0 | 0 | ~2 | Drift detected for Genspark AI Slides: 2 changed | 8d ago | Resolved |
| Adobe Express | 0 | 0 | ~8 | Drift detected for Adobe Express: 8 changed | 8d ago | Resolved |
| Kleinanzeigen | 0 | 0 | ~1 | Drift detected for Kleinanzeigen: 1 changed | 8d ago | Resolved |
| Redfin | 0 | 0 | ~6 | Drift detected for Redfin: 6 changed | 8d ago | Resolved |
| Peloton | +4 | 0 | 0 | Drift detected for Peloton: 4 added | 61d ago | Open |