Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add mindspore-ai/akg --skill triton-ascend-case-reduction-amax-smallgit clone --depth 1 https://github.com/mindspore-ai/akgWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/mindspore-ai/akg/triton-ascend-case-reduction-amax-small)<a href="https://agentmods.dev/skills/mindspore-ai/akg/triton-ascend-case-reduction-amax-small"><img src="https://agentmods.dev/badge/skills/mindspore-ai/akg/triton-ascend-case-reduction-amax-small/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/mindspore-ai/akg/triton-ascend-case-reduction-amax-small"><img src="https://agentmods.dev/badge/skills/mindspore-ai/akg/triton-ascend-case-reduction-amax-small.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00075 | $0.00291 |
| Opus 5.5 | $0.00030 | $0.00116 |
| Sonnet 5.5 | $0.00015 | $0.00058 |
| Haiku 4.5 | $0.00007 | $0.00029 |
Grade A, and why
triton-ascend-case-reduction-amax-small scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
极小规模 Amax 归约优化
任务特征
- 数据尺寸：(16, 16)，非常小
- 策略：单核处理优于多核并行
优化：单核/少核处理
# 1. 单核处理 -> 性能：2.16 us 最优
triton.Config({'BLOCK_SIZE_M': 16, 'BLOCK_SIZE_N': 16})
# 2. 多核并行 -> 性能：3.51 us
triton.Config({'BLOCK_SIZE_M': 1, 'BLOCK_SIZE_N': 16})
总结
对于小规模计算任务，单核（少核）处理性能更优，并行化带来的开销超过了收益。
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2mo ago First seen · 30 lines · 75 tokens per session scan A e7f857edb0ff
triton-ascend-case-reduction-amax-small is a skill published in the GitHub repository mindspore-ai/akg (266 stars, last pushed 2d ago), licensed Apache-2.0. It adds 75 tokens to every session and 291 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
triton-ascend-case-reduction-amax-small compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| triton-ascend-case-reduction-amax-smallmindspore-ai/akg | Skill | 266 | 2d ago | Apache-2.0 | A | 75 | Claude Code, Codex |
| triton-ascend-case-reduction-weighted-swigluwenyi-li/awesome-agent-kernel-skills | Skill | 10 | 5mo ago | none | A | 97 | Claude Code, Codex |
| triton-ascend-case-elemwise-zeroswenyi-li/awesome-agent-kernel-skills | Skill | 10 | 5mo ago | none | A | 67 | Claude Code, Codex |
| spark-environment-setupwshobson/agents | Skill | 42k | 2d ago | MIT | A | 76 | Claude Code |
| spark-memory-thermal-opswshobson/agents | Skill | 42k | 2d ago | MIT | A | 59 | Claude Code |
| spark-training-gotchaswshobson/agents | Skill | 42k | 2d ago | MIT | A | 63 | Claude Code |
| inference-serving-llama-cppdavila7/claude-code-templates | Skill | 33k | today | MIT | A | 80 | Claude Code, Codex |