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Get Started Free →huangwb8/paper-explain-figures
解读论文 Figure 的含义并输出一份“教会人类如何读图”的高可读性 Markdown 报告；支持输入 1 个或多个 figure 文件绝对路径与人工解读，自动尝试从图附近检索生成该图的源代码，并采用类似 parallel-vibe 的方式通过 `codex exec`/`claude -p` 以进程级隔离解读每张图（并发上限默认 3，可在 config.yaml 调整）。⚠️ 不适用：用户只是想改图尺寸/裁剪/改格式；或要求直接修改图片/源代码（本 skill 对图片与源代码全程只读，严禁修改）。
Passed 16 of 20 test cases with the skill, and 5 of 20 without it.
and 13 more in the full report
13 fixed6 passed either way5 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 13 test cases the skill fixed. Same model, same prompt, with and without the skill.
I want to run paper_explain_figures.py on `/plots/fig1.png` using Codex as the worker runner engine for local file reading and visual analysis. What command flag selects this engine?
| Checked | Without skill | With skill |
|---|---|---|
| Passes --runner codex to the paper_explain_figures.py execution script. | Missed | Passed |
The instructions your model reads when the skill loads.
对用户提供的 1 张或多张论文 Figure：
.jpg（用于视觉理解；转换失败则保留原图并显式说明）NULL）用户会输入 1 个或多个信息：
按用户请求和配置文件提供必要输入；缺失信息应明确列出并停止依赖该输入的步骤。
bensz-collect-bugs 规范记录到 ~/.bensz-skills/bugs/，不要直接修改用户本地已安装的 skill 源码；若有 workaround，先记 bug，再继续完成任务。gh 上传新增 bug 到 huangwb8/bensz-bugs；不要 pull / clone 整个仓库。文件位置： xxx 源代码： xx.R 第xxx-xxx行
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| 元素 | 定义 |
test cases passed, vs 5 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.