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
913
Total Apps
897
AI-Powered
98% of total
600
Interactive Apps
317
With Data Access
Last synced: May 3, 2026, 12:19 PM from api
Platform Distribution
Health Status
353
Connected
15
Intermittent
51
Not Responding
290
Login Required
73
Not Checked
Connected353(40%)
Intermittent15(2%)
Not Responding51(6%)
Login Required290(33%)
Not Checked73(8%)
App Reliability
28%
Reliability Score
3806 passed / 13500 total
1658ms
Avg Response Time
Average tool response time
962/4008
Apps Tested
3046 untested tools remaining
Pass / Fail Ratio
Test Methods
Automated13500
AI-Assisted0
Common Issues
unknown6486
auth2947
timeout261
Category Distribution
Sync Freshness
Pipeline sync history across all sources
| Source | Type | Status | Started | Discovered | Updated | Failed | Duration |
|---|---|---|---|---|---|---|---|
| chatgpt | r2 | completed | 4h ago | 732 | 709 | 23 | 4m |
| chatgpt | r2 | completed | 4h ago | 732 | 710 | 22 | 4m |
| claude | r2 | completed | 22h ago | 217 | 217 | 0 | 4m |
| claude | r2 | completed | 22h ago | 217 | 217 | 0 | 5m |
| chatgpt | r2 | completed | 10d ago | 534 | 534 | 0 | 3m |
| claude | r2 | completed | 10d ago | 216 | 216 | 0 | 4m |
| chatgpt | r2 | completed | 14d ago | 513 | 513 | 0 | 6m |
| chatgpt | r2 | completed | 17d ago | 453 | 453 | 0 | 3m |
| chatgpt | r2 | completed | 27d ago | 388 | 388 | 0 | 5m |
| chatgpt | r2 | completed | 34d ago | 377 | 377 | 0 | 5m |
| chatgpt | r2 | completed | 39d ago | 350 | 350 | 0 | 5m |
| chatgpt | r2 | completed | 41d ago | 297 | 297 | 0 | 4m |
| - | r2 | completed | 45d ago | 296 | 296 | 0 | 9m |
| - | r2 | completed | 45d ago | 296 | 296 | 0 | 4m |
| - | r2 | completed | 47d ago | 293 | 293 | 0 | 4m |
| - | r2 | completed | 48d ago | 292 | 292 | 0 | 3m |
| - | r2 | completed | 48d ago | 291 | 291 | 0 | 4m |
| - | r2 | completed | 54d ago | 258 | 258 | 0 | 3m |
| - | r2 | completed | 55d ago | 253 | 253 | 0 | 3m |
| - | r2 | completed | 60d ago | 237 | 237 | 0 | 3m |
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 | 4h ago | Open |
| Adobe Express | 0 | 0 | ~1 | Drift detected for Adobe Express: 1 changed | 5d ago | Open |
| Genspark AI Slides | +2 | 0 | 0 | Drift detected for Genspark AI Slides: 2 added | 44d ago | Open |
| Redfin | +6 | 0 | 0 | Drift detected for Redfin: 6 added | 44d ago | Open |
| Peloton | +4 | 0 | 0 | Drift detected for Peloton: 4 added | 44d ago | Open |