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
499
Total Apps
491
AI-Powered
98% of total
283
Interactive Apps
172
With Data Access
Last synced: Mar 29, 2026, 9:02 PM from api
Platform Distribution
Health Status
151
Connected
7
Intermittent
32
Not Responding
213
Login Required
3
Not Checked
Connected151(32%)
Intermittent7(1%)
Not Responding32(7%)
Login Required213(45%)
Not Checked3(1%)
App Reliability
39%
Reliability Score
1770 passed / 4565 total
1635ms
Avg Response Time
Average tool response time
326/332
Apps Tested
6 untested tools remaining
Pass / Fail Ratio
Test Methods
Automated4565
AI-Assisted0
Common Issues
unknown2467
auth223
timeout105
Category Distribution
Sync Freshness
Pipeline sync history across all sources
| Source | Type | Status | Started | Discovered | Updated | Failed | Duration |
|---|---|---|---|---|---|---|---|
| chatgpt | r2 | completed | 5d ago | 377 | 377 | 0 | 5m |
| chatgpt | r2 | completed | 9d ago | 350 | 350 | 0 | 5m |
| chatgpt | r2 | completed | 11d ago | 297 | 297 | 0 | 4m |
| - | r2 | completed | 15d ago | 296 | 296 | 0 | 9m |
| - | r2 | completed | 15d ago | 296 | 296 | 0 | 4m |
| - | r2 | completed | 17d ago | 293 | 293 | 0 | 4m |
| - | r2 | completed | 18d ago | 292 | 292 | 0 | 3m |
| - | r2 | completed | 19d ago | 291 | 291 | 0 | 4m |
| - | r2 | completed | 24d ago | 258 | 258 | 0 | 3m |
| - | r2 | completed | 26d ago | 253 | 253 | 0 | 3m |
| - | r2 | completed | 31d ago | 237 | 237 | 0 | 3m |
| - | r2 | completed | 31d ago | 237 | 237 | 0 | 3m |
| - | r2 | completed | 32d ago | 233 | 233 | 0 | 3m |
| - | r2 | completed | 36d ago | 214 | 214 | 0 | 2m |
| - | r2 | completed | 38d ago | 190 | 190 | 0 | 44.4s |
| - | r2 | completed | 39d ago | 207 | 207 | 0 | 2m |
| - | r2 | completed | 42d ago | 204 | 204 | 0 | 2m |
| - | r2 | completed | 43d ago | 198 | 198 | 0 | 2m |
| - | r2 | completed | 43d ago | 198 | 198 | 0 | 2m |
| - | r2 | completed | 43d ago | 198 | 198 | 0 | 2m |
Upstream Drift Reports
Tool changes detected in upstream MCP servers
| App | Added | Removed | Changed | Summary | Checked | Resolved |
|---|---|---|---|---|---|---|
| Kleinanzeigen | 0 | 0 | ~1 | Drift detected for Kleinanzeigen: 1 changed | 2d ago | Open |
| Adobe Express | 0 | 0 | ~5 | Drift detected for Adobe Express: 5 changed | 3d ago | Open |
| Adobe Express | 0 | 0 | ~5 | Drift detected for Adobe Express: 5 changed | 3d ago | Open |
| Adobe Express | 0 | 0 | ~5 | Drift detected for Adobe Express: 5 changed | 3d ago | Open |
| Genspark AI Slides | +2 | 0 | 0 | Drift detected for Genspark AI Slides: 2 added | 14d ago | Open |
| Redfin | +6 | 0 | 0 | Drift detected for Redfin: 6 added | 14d ago | Open |
| Peloton | +4 | 0 | 0 | Drift detected for Peloton: 4 added | 14d ago | Open |