Repository
mirage-project/mirage agent skills
- skills
- 24
- GitHub stars
- 2.5k
GitHub description: “Mirage Persistent Kernel: Compiling LLMs into a MegaKernel”
- Stars
- 2,543 (264 forks)
- Licence
- Apache-2.0
- Last push
- Oct 2026
- Created
- May 2024
- Homepage
- mirage-project.readthedocs.io
Install all skills
npx skills add mirage-project/mirageAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in mirage-project/mirage, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Runtime-V2 performance-iteration workflow. An agent skill from mirage-project/mirage. | mirage-project/ | 2.5k | — | ~4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 2 | Step-by-step guide for adding a new task implementation to Mirage Persistent Kernel (MPK). | mirage-project/ | 2.5k | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 3 | A skill your agent uses when the user wants to design or extend a FlashAttention-style forward kernel on B200/Blackwell, involving the two MMAs QKᵀ and PV, online softmax, S/P/O in TMEM, warp roles… | mirage-project/ | 2.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 4 | Build or run a FAITHFUL in-MPK per-task latency gate (slowCTA at the production grid + cos) for a DeepSeek-V3 MPK decode kernel or shape. | mirage-project/ | 2.5k | — | ~2.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 5 | A skill your agent uses when a batch of env-gated (ifdef MPKDSV3 / os.environ-controlled, default-OFF) MPK optimization levers needs to be consolidated into a single clean code path for a PR… | mirage-project/ | 2.5k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 6 | Guide for using MPK test mode to unit-test individual layers or multi-layer pipelines through the full compilation pipeline. | mirage-project/ | 2.5k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 7 | End-to-end pipeline for adding or porting a model to MPK Runtime-V2 — from a compute-graph spec (shapes + draw.io graph + HF checkpoint + TP/EP plan) to a working multi-GPU demo. | mirage-project/ | 2.5k | — | ~5.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 8 | Runtime-V2 kernel-writing workflow. An agent skill from mirage-project/mirage. | mirage-project/ | 2.5k | — | ~3.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 9 | Reference guide for the MPK compilation-to-runtime pipeline. | mirage-project/ | 2.5k | — | ~5.4k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 10 | Guide for adding a new model (e.g., Llama4, DeepSeek V3) to the MPK persistent kernel. | mirage-project/ | 2.5k | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 11 | A skill your agent uses when the user wants to use Thread Block Cluster, DSMEM, 2-CTA cooperative MMA, persistent kernels, a tile scheduler, or Cluster Launch Control on B200 to handle uneven tails. | mirage-project/ | 2.5k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 12 | A skill your agent uses when the user wants to implement from scratch, port, or systematically optimize a B200/Blackwell GEMM. | mirage-project/ | 2.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 13 | A skill your agent uses when the user asks "why is this B200/Blackwell kernel slow, what should I optimize first, should I fuse or move to Tensor Cores/TMA". | mirage-project/ | 2.5k | — | ~2.2k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 14 | A skill your agent uses when a B200/Blackwell kernel shows wrong results, uncoalesced global memory access, SMEM bank conflicts, a TMA swizzle that mismatches the Tensor Core read, or confused… | mirage-project/ | 2.5k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 15 | A skill your agent uses when a Blackwell/B200 asynchronous kernel deadlocks, fails intermittently, reads stale data, reuses a stage too early, or when the arrival, tx-count, phase, and wait of… | mirage-project/ | 2.5k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 16 | A skill your agent uses when the user wants to map an ML operator onto a B200/Blackwell kernel, or to review which threads should execute a given tile primitive, where the data should live, and… | mirage-project/ | 2.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 17 | A skill your agent uses when the user needs to choose the tile, dtype, ctagroup::1/2, SMEM operand layout, or TMEM accumulator mapping for a tcgen05 MMA on B200/Blackwell, or to implement an… | mirage-project/ | 2.5k | — | ~1.8k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 18 | A skill your agent uses when the user wants to convert regular GMEM↔SMEM tile copies to TMA on B200/Blackwell, design double-buffered/multi-stage pipelines, choose a swizzle, or distinguish the TMA… | mirage-project/ | 2.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 19 | A skill your agent uses when the user is using tcgen05 on Blackwell/B200 and needs to plan TMEM accumulators, block-scale factors, TMEM column allocation, the tcgen05.ld/st/cp paths, epilogue… | mirage-project/ | 2.5k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 20 | A skill your agent uses when a B200/TIRx/CUDA warp-specialized kernel fails to compile, deadlocks, hits an illegal memory access, produces wrong results, or is "correct but slow". | mirage-project/ | 2.5k | — | ~1.9k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 21 | A skill your agent uses when the user wants to confirm whether an existing CUDA extension/binary can run on B200, configure compute100/sm100 or the architecture-specific sm100a, or check PTX/cubin… | mirage-project/ | 2.5k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 22 | Audit the DeepSeek V3 MPK demo + builder chain end-to-end and confirm logical equivalence with vLLM's reference implementation. | mirage-project/ | 2.5k | — | ~4.6k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 23 | A skill your agent uses when you need a NEW or optimized MPK CUDA kernel (a per-task .cuh under include/mirage/persistentkernel/tasks/) that must PROVABLY beat a target WITHOUT the kernel-optimizer… | mirage-project/ | 2.5k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
| 24 | The MPK team's "where does a change belong + what a clean PR looks like" norms, extracted from mirage-project/mpk merged-PR history. | mirage-project/ | 2.5k | — | ~2.7k | Automated safety check: Pass | Apache-2.0 | 2 days ago |
Questions, answered from the data.
What is the best skill in mirage-project/mirage?
V2 Perf Iteration from mirage-project/mirage ranks first of the 24 skills in mirage-project/mirage listed here, with the highest score: its repository has 2.5k GitHub stars, its SKILL.md loads about 4k tokens and it passes the automated safety check with no findings. Next come Add Mpk Task and B200 Flash Attention4 Planner.
Are the skills in mirage-project/mirage official?
None yet. All 24 skills in mirage-project/mirage 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 mirage-project/mirage?
Run npx skills add mirage-project/mirage 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.