Borrowing it
Nothing to install: this file belongs to sisibeloved/cpython-optimize-skill. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/sisibeloved/cpython-optimize-skill/master/AGENTS.mdgit clone --depth 1 https://github.com/sisibeloved/cpython-optimize-skillWrote 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/instructions/sisibeloved/cpython-optimize-skill/agents-md)<a href="https://agentmods.dev/instructions/sisibeloved/cpython-optimize-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/sisibeloved/cpython-optimize-skill/agents-md/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/instructions/sisibeloved/cpython-optimize-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/sisibeloved/cpython-optimize-skill/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00450 | $0.00450 |
| Opus 5 | $0.00225 | $0.00225 |
| Sonnet 5 | $0.00090 | $0.00090 |
| Haiku 4.5 | $0.00045 | $0.00045 |
Grade A, and why
cpython-optimize-skill AGENTS.md 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 2d 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
维护本技能仓库
可安装内容位于 plugins/cpython-optimize-skill/;修改这里的源文件,不修改宿主的插件缓存。技能名、脚本参数和实验输出契约是兼容接口。
按任务读取
- 修改技能描述或工作流:读对应
SKILL.md及会受影响的调用方。参考资料按当前分支加载。 - 修改 hook:读对应
hooks/*-skill-router和tests/test_*_skill_router.py。 - 修改实验脚本:读所属技能和对应环境契约,保留 Python/ABI、baseline source、worker JIT、CPU 隔离及 crash 证据约束。
docs/superpowers/和插件docs/plans/是历史设计记录,不是每次维护的执行步骤。
本地验证
以下检查使用本地文件与临时夹具,不运行真实 CPython/CinderX 实验,也不连接远程 lab:
python3 plugins/cpython-optimize-skill/tests/validate_skill_layout.py
python3 plugins/cpython-optimize-skill/tests/validate_pressure_scenarios.py
python3 plugins/cpython-optimize-skill/tests/test_runtime_skill_router.py
python3 plugins/cpython-optimize-skill/tests/test_validation_skill_router.py
python3 plugins/cpython-optimize-skill/tests/test_pyperformance_stat_report.py
python3 plugins/cpython-optimize-skill/tests/test_isa_instruction_lookup.py
python3 plugins/cpython-optimize-skill/tests/test_data_quality.py
按改动选择相关检查,修复本次引起的失败并重跑受影响检查;已通过且没有新风险时交付。描述、文档和 hook 提示修改不需要编译 CinderX 或跑远程性能全量。
收紧技能描述的触发范围,保留专业约束;把默认流程与实际阻塞条件分开。用户明确要求和已有授权优先于技能默认建议。需要外部实验时沿用当前任务指定的环境、预算和权限。
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.
- 2d ago First seen · 29 lines · 450 tokens per session scan A a9b8c53bcdd4
cpython-optimize-skill AGENTS.md is an instructions file published in the GitHub repository sisibeloved/cpython-optimize-skill (2 stars, last pushed 2d ago), licensed MIT. It adds 450 tokens to every session, about $0.0022 per session on Opus 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 2026-09-14.
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