Problems
Repositories are the evidence; the problems are the story. Crowded and rising is where the fight is — crowded and falling is a problem that was solved or abandoned.
Problems below the significance floor — fewer than 40 people in February — are drawn hollow and sorted last. A move from eight people to nineteen is a handful of humans, not a trend.
All problems
| Problem | Repos | February share | July share | Trend | Change |
|---|---|---|---|---|---|
| context-and-prompts | 84 | 3.2% | 4.6% | 1.44× | |
| human-oversight | 57 | 4.8% | 6.8% | 1.43× | |
| model-access | 124 | 12.9% | 16.5% | 1.28× | |
| inference-efficiency | 62 | 4.6% | 5.9% | 1.27× | |
| agent-apps | 66 | 8.7% | 10.6% | 1.22× | |
| monitoring | 41 | 3.2% | 3.9% | 1.20× | |
| other | 34 | 1.3% | 1.4% | 1.09× | |
| safety-and-security | 42 | 1.5% | 1.6% | 1.05× | |
| learning-ai | 154 | 5.0% | 4.9% | 0.97× | |
| tools-and-connectors | 201 | 9.8% | 9.1% | 0.93× | |
| multi-agent | 52 | 4.2% | 3.9% | 0.92× | |
| coding-agents | 231 | 37.1% | 33.7% | 0.91× | |
| retrieval | 85 | 4.8% | 3.9% | 0.81× | |
| computer-use | 42 | 1.5% | 1.2% | 0.81× | |
| local-models | 21 | 1.9% | 1.3% | 0.69× | |
| speech-and-audio | 41 | 1.6% | 1.1% | 0.67× | |
| agent-frameworks | 103 | 11.7% | 7.7% | 0.66× | |
| memory | 49 | 3.8% | 2.3% | 0.60× | |
| training | 36 | 1.5% | 0.8% | 0.51× | |
| media-generationthin base | 34 | 0.4% | 1.1% | 2.89× | |
| design-and-uithin base | 51 | 0.9% | 1.7% | 1.91× | |
| evaluationthin base | 19 | 0.8% | 0.9% | 1.24× |
Each repository is counted once here, under its first label. To see the repositories behind any one of these, filter the Watchlist by problem — that filter matches any of a repository’s labels, so it lists more than the count above.
These readings come from a rolling panel of 66,704 accounts, all polled across the full window; 20,330 recorded any activity inside it. How this is measured