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 sisibeloved/cpython-optimize-skill --skill cinderx-gdb-core-triagegit 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/skills/sisibeloved/cpython-optimize-skill/cinderx-gdb-core-triage)<a href="https://agentmods.dev/skills/sisibeloved/cpython-optimize-skill/cinderx-gdb-core-triage"><img src="https://agentmods.dev/badge/skills/sisibeloved/cpython-optimize-skill/cinderx-gdb-core-triage/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/sisibeloved/cpython-optimize-skill/cinderx-gdb-core-triage"><img src="https://agentmods.dev/badge/skills/sisibeloved/cpython-optimize-skill/cinderx-gdb-core-triage.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 | $0.00051 | $0.00549 |
| Opus 5 | $0.00026 | $0.00275 |
| Sonnet 5 | $0.00010 | $0.00110 |
| Haiku 4.5 | $0.00005 | $0.00055 |
Grade A, and why
cinderx-gdb-core-triage 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 9d 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
CinderX GDB/Core Triage
日志不能替代 native crash 证据。必须优先保留同一真实命令、gdb bt full、core dump 和寄存器信息。
如果容器内缺少 gdb 或相关取证工具，先读取 ../using-cpython-optimize/references/container-tooling-guidance.md。允许补装 gdb、ripgrep / rg、strace、perf、binutils；补装前探测包管理器、DNS、代理、镜像源和 cache，网络慢时及时反馈。不要因为缺 gdb 就改用反复加日志替代 native 取证。
触发
SIGSEGVexit 139core dumpSIGABRT- native assertion failure
最小证据
- 同一真实命令和关键环境变量
- stdout/stderr、exit status、日志路径
command -v gdb；缺失时记录工具补装探测、安装命令、耗时和 exit statusgdb --args ...下的bt fullinfo registers- 已有 core 时：
gdb <python> <core> - JIT 相关时补
cinderx-hir-dump
反问 Gate
- 缺真实复现命令、core 路径或 Python binary，且无法从日志恢复时，询问用户提供或授权重跑。
- 多个 core、多个容器线或多个解释器可能匹配同一 crash 时，询问要绑定哪一组证据。
- 补装
gdb/strace/perf等工具时网络慢、metadata 长时间无输出或需要切镜像/离线包时，询问继续等待、切镜像、复用 cache、上传离线包或中止。 - 需要 attach live process、保留现场或执行可能改变现场的清理/重跑时，先询问。
输出
crash 签名、栈、关键 frame、寄存器、core 摘要、最强根因假设和下一步验证命令。
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 9d ago First seen · 40 lines · 51 tokens per session scan A 9690a9cb0b43
cinderx-gdb-core-triage is a skill published in the GitHub repository sisibeloved/cpython-optimize-skill (2 stars, last pushed 11d ago), licensed MIT. It adds 51 tokens to every session and 549 once invoked, about $0.0003 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 2026-08-31.
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