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Use when selecting, designing, generating or reviewing scientific figures, complex modeling charts, paper illustrations or image2-assisted visuals.
Passed 21 of 23 test cases with the skill, and 14 of 23 without it.
and 7 more in the full report
8 fixed13 passed either way1 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
We want to render the synthetic example gallery figures in our workspace to preview statistical formatting. What exact terminal command should be run to output the preview files into work/figure-examples?
| Checked | Without skill | With skill |
|---|---|---|
| executes python3 .claude/skills/mathodology-figure-presets/scripts/render_examples.py | Missed | Passed |
| includes the flag --output work/figure-examples | Passed | Passed |
The instructions your model reads when the skill loads.
Choose a figure from the question the reader needs to answer. Complex figures are useful when their panels expose related evidence; complexity itself is not a quality measure. Use actual data and the user's paper language.
Read default figure guidance when starting figure work or briefing another agent. It is the canonical reusable instruction: select a code template, fill real data, run it and inspect the resulting PNG/PDF. Use it as adaptable guidance, not a fixed pipeline.
Ask once per modeling task, unless the answer is already known:
是否有可用的 image2 模型?通过当前工具、已配置接口,还是手动生成使用?
Use the host's question mechanism and continue independent analysis while waiting. Do not repeat the question in every specialist or turn. Read image2 usage for available, manual, unavailable and pending cases. Do not claim a generic image tool is image2 or collect API keys in chat.
Without image2, with a pending answer, or with only manual image2 access, use the 20 callable code templates by default. Copy the matching function into the working task, bind actual data, execute it, and export PNG/PDF. Do not stop at a plotting prompt or wait for image2. Quantitative figures use this same data-driven route even when image2 is available. Adapt the closest template when needed; never substitute synthetic preview values for missing data.
test cases passed, vs 14 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.