parallel-strategy-analyzer vs memcode
parallel-strategy-analyzer and memcode are both knowledge and memory skills. memcode scores higher (84 vs 68 out of 100). memcode has more GitHub stars (6.4k), and memcode was updated more recently (today). The table compares them side by side.
| parallel-strategy-analyzer | memcode | |
|---|---|---|
| Score | 68 / 100 | 84 / 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. | Use the enabled Memcode MCP connection to explicitly save approved facts and recall relevant memories across DeepChat conversations. Never save a transcript or retrieve memory automatically. |
| Publisher | Community: mindspore-ai | Community: ThinkInAIXYZ |
| 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 | 6,371 |
| Last commit | 20 Oct 2026 | 20 Oct 2026 |
| Licence | Apache-2.0 | Apache-2.0 |
| Listed since | 20 Oct 2026 | 20 Oct 2026 |
| Install parallel-strategy-analyzer | Install memcode |
Questions
Is parallel-strategy-analyzer or memcode more popular?
memcode has more GitHub stars: 6,371.
Can I use parallel-strategy-analyzer and memcode together?
Yes. AI assistants can load several skills at once. Install both and the assistant picks the right one for each task.