parallel-strategy-analyzer vs pause
parallel-strategy-analyzer and pause are both knowledge and memory skills. pause scores higher (82 vs 68 out of 100). pause has more GitHub stars (68k), and parallel-strategy-analyzer was updated more recently (yesterday). The table compares them side by side.
| parallel-strategy-analyzer | pause | |
|---|---|---|
| Score | 68 / 100 | 82 / 100 |
| What it does | Recommend DP/FSDP/TP/PP/EP/CP strategy mixes from model + hardware constraints, with memory/comm/compute/bubble estimates. Use for strategy planning, scale-out, OOM, or comparing configs. Not for implementing platform/op code (platform-dev / dist-op-dev) or running training jobs. | Pause Mem0 memory capture on this machine. Use when the user wants to stop memories being recorded, for example for private work or experiments. |
| Publisher | Community: mindspore-ai | Community: mem0ai |
| Grades | Maintenance A, Licence A, Quality B | Maintenance A, Licence A, Quality A |
| npm downloads a week | Not on npm | Not on npm |
| Runs | Skill | Skill |
| Works with | Claude Code, Claude apps | Claude Code, Claude apps |
| GitHub stars | 80 | 67,504 |
| Last commit | 20 Oct 2026 | 20 Oct 2026 |
| Licence | Apache-2.0 | Apache-2.0 |
| Listed since | 20 Oct 2026 | 19 Oct 2026 |
| Install parallel-strategy-analyzer | Install pause |
Questions
Is parallel-strategy-analyzer or pause more popular?
pause has more GitHub stars: 67,504.
Can I use parallel-strategy-analyzer and pause together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.