Repository
vipshop/cache-dit agent skills
- skills
- 7
- GitHub stars
- 1.3k
GitHub description: “A PyTorch-native inference engine with cache, parallelism, quantization and cpu offload for DiTs.”
- Stars
- 1,289 (91 forks)
- Licence
- Apache-2.0
- Last push
- Sep 2026
- Created
- Jun 2025
- Homepage
- cache-dit.readthedocs.io
- flux2-klein
- svdquant
- parallelism
Install all skills
npx skills add vipshop/cache-ditAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in vipshop/cache-dit, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | High-level guide for integrating a new DiT model into cache-dit: Cache (BlockAdapter/ForwardPattern), Context Parallelism, Tensor Parallelism, Text Encoder Parallelism (TE-P), VAE Parallelism… | vipshop/ | 1.3k | — | ~11k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 2 | A skill your agent uses when writing, debugging, porting, reviewing, or optimizing CUDA C++ or PTX kernels; investigating CUDA Runtime or Driver API behavior; profiling kernels with Nsight Systems… | vipshop/ | 1.3k | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 3 | A skill your agent uses when writing, modifying, porting, or optimizing CuTe DSL GPU kernels in Python; reading CuTe DSL API reference material; integrating a CuTe DSL kernel into a project; or… | vipshop/ | 1.3k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 4 | A skill your agent uses when writing, debugging, porting, reviewing, or optimizing CUTLASS or CuTe C++ kernels and templates; navigating CUTLASS examples, collectives, epilogues, pipelines, GEMM… | vipshop/ | 1.3k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 5 | A skill your agent uses when doing operator migration or kernel migration for CUDA, Triton, or custom ops in cache-dit; porting kernels from nunchaku, deepcompressor, or other repos; designing… | vipshop/ | 1.3k | — | ~3.8k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 6 | A skill your agent uses when integrating a new PTQ workflow into cache-dit; designing quantize/load API shape, backend-specific config validation, save/load manifests, benchmark and regression… | vipshop/ | 1.3k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
| 7 | Write optimized Triton GPU kernels for deep learning operations. | vipshop/ | 1.3k | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 9 days ago |
Questions, answered from the data.
What is the best skill in vipshop/cache-dit?
Cache Dit Model Integration from vipshop/cache-dit ranks first of the 7 skills in vipshop/cache-dit listed here, with the highest score: its repository has 1.3k GitHub stars, its SKILL.md loads about 11k tokens and it passes the automated safety check with no findings. Next come Cuda Cpp Kernel and Cute Dsl Kernel.
Are the skills in vipshop/cache-dit official?
None yet. All 7 skills in vipshop/cache-dit listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How do I install all skills from vipshop/cache-dit?
Run npx skills add vipshop/cache-dit in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.