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
790
Total Apps
774
AI-Powered
98% of total
497
Interactive Apps
278
With Data Access
Last synced: Apr 26, 2026, 8:08 AM from api
Platform Distribution
Health Status
314
Connected
18
Intermittent
44
Not Responding
276
Login Required
3
Not Checked
Connected314(41%)
Intermittent18(2%)
Not Responding44(6%)
Login Required276(36%)
Not Checked3(0%)
App Reliability
22%
Reliability Score
3002 passed / 13405 total
1485ms
Avg Response Time
Average tool response time
623/3657
Apps Tested
3034 untested tools remaining
Pass / Fail Ratio
Test Methods
Automated13405
AI-Assisted0
Common Issues
unknown7755
auth2356
timeout292
Category Distribution
Sync Freshness
Pipeline sync history across all sources
| Source | Type | Status | Started | Discovered | Updated | Failed | Duration |
|---|---|---|---|---|---|---|---|
| chatgpt | r2 | completed | 3d ago | 534 | 534 | 0 | 3m |
| claude | r2 | completed | 3d ago | 216 | 216 | 0 | 4m |
| chatgpt | r2 | completed | 7d ago | 513 | 513 | 0 | 6m |
| chatgpt | r2 | completed | 10d ago | 453 | 453 | 0 | 3m |
| chatgpt | r2 | completed | 21d ago | 388 | 388 | 0 | 5m |
| chatgpt | r2 | completed | 28d ago | 377 | 377 | 0 | 5m |
| chatgpt | r2 | completed | 32d ago | 350 | 350 | 0 | 5m |
| chatgpt | r2 | completed | 34d ago | 297 | 297 | 0 | 4m |
| - | r2 | completed | 38d ago | 296 | 296 | 0 | 9m |
| - | r2 | completed | 38d ago | 296 | 296 | 0 | 4m |
| - | r2 | completed | 40d ago | 293 | 293 | 0 | 4m |
| - | r2 | completed | 41d ago | 292 | 292 | 0 | 3m |
| - | r2 | completed | 42d ago | 291 | 291 | 0 | 4m |
| - | r2 | completed | 47d ago | 258 | 258 | 0 | 3m |
| - | r2 | completed | 49d ago | 253 | 253 | 0 | 3m |
| - | r2 | completed | 54d ago | 237 | 237 | 0 | 3m |
| - | r2 | completed | 54d ago | 237 | 237 | 0 | 3m |
| - | r2 | completed | 55d ago | 233 | 233 | 0 | 3m |
| - | r2 | completed | 59d ago | 214 | 214 | 0 | 2m |
| - | r2 | completed | 61d ago | 190 | 190 | 0 | 44.4s |
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 | 5h ago | Open |
| Kleinanzeigen | 0 | 0 | ~1 | Drift detected for Kleinanzeigen: 1 changed | 5h ago | Open |
| Kleinanzeigen | 0 | 0 | ~1 | Drift detected for Kleinanzeigen: 1 changed | 5h ago | Open |
| Adobe Express | +1 | 0 | ~2 | Drift detected for Adobe Express: 1 added, 2 changed | 4d ago | Open |
| Adobe Express | +1 | 0 | ~2 | Drift detected for Adobe Express: 1 added, 2 changed | 4d ago | Open |
| Adobe Express | +1 | 0 | ~2 | Drift detected for Adobe Express: 1 added, 2 changed | 4d ago | Open |
| Genspark AI Slides | +2 | 0 | 0 | Drift detected for Genspark AI Slides: 2 added | 37d ago | Open |
| Redfin | +6 | 0 | 0 | Drift detected for Redfin: 6 added | 37d ago | Open |
| Peloton | +4 | 0 | 0 | Drift detected for Peloton: 4 added | 37d ago | Open |