Academic Figure
SkillMediaCreate, revise, or audit academic data/result figures for CS/AI/ML papers. Data/result plots default to Python-generated editable SVG with CS/AI/ML-specific design rules for benchmarks, ablations, training dynamics, robustness, diagnostics, distributions, confusion matrices, and efficiency tradeoffs. Use when: generating plots from experiment results or numeric data, auditing publication figures, suggesting data-driven figure types, revising chart colors/layouts/labels, or preparing figure QA reports. Model framework diagrams, architecture diagrams, overview diagrams, and complex mechanism schematics are outside this skill's automatic drawing scope; provide only manual figure requirements or caption/blueprint notes when needed. Triggers on: 绘图, figure, chart, 画图, 实验图, 训练曲线, 消融实验, 对比图, 混淆矩阵, 结果图, 性能图, 鲁棒性图, 效率图, plot, publication figure, 数据可视化, generate plot, figure blueprint, 建议图表类型, figure audit, 审查图表, figure revision, 修改图表.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Academic Figure skill
What this skill tells your AI
The instructions your AI receives, as published by joshua-zyy/academic-paper-writer in skills/academic-figure/SKILL.md and read by ahel’s review.
CS/AI/ML academic-figure router. 实验数据图默认交付 Python/matplotlib 可编辑 SVG，并执行 CS/AI/ML 图表设计 gate。模型框架图、架构图、overview 图和复杂机制图不属于本 skill 的自动绘制范围；如论文需要此类图，只能输出人工绘制需求、证据清单、caption 草案或 figure blueprint notes。
Router Protocol
- Read
manifest.yaml. It declaresalways_loadfiles,axes, andreferences.on_demand. - Read every file listed under
always_load. These are the skill's binding rules — not reference material. - Apply the loaded material as constraints:
stance.mddefines Python-only plotting, figure contract, visual policy, and scope.red-lines.mddefines absolute prohibitions. Do not negotiate these.output-contract.mddefines deliverables per mode.anti-patterns.mddefines known failure modes and their correct alternatives.
- Select exactly one
modefrom the manifest. If ambiguous, ask one concise clarification only when data source or target use is missing. Requests for model framework, architecture, overview, or mechanism diagrams usefigure-blueprintonly to producemanual_figure_needednotes; never render images, SVG, or prompts. - Echo the selected mode to the user before executing.
- Reach for
references/only when the manifest'sreferences.on_demandcondition is satisfied.
Modes
| Mode | Use when |
|---|---|
chart-from-data | Data files or numeric results, needs publication plot with CS/AI/ML chart design gate |
figure-blueprint | Wants figure suggestions for a paper section |
figure-audit | Existing figure reviewed for publication readiness |
figure-revision | Existing figure needs revision |
Agent Dispatch
agents/figure_agent.md is dispatched by the orchestrator at Step 6.4. The agent returns figure artifacts, scripts, SVG paths, and reports; it must not independently edit project source code or experimental data.
Completion Criteria
chart-from-data: Figure Contract, CS/AI/ML chart design gate, Python script, source data, editable SVG, QA report — all pass.figure-audit: Every QA item has pass/fail status and concrete remediation.figure-blueprint: Every suggested figure maps to a paper claim and data/evidence source.figure-revision: Revised artifact or instructions, QA report, unchanged evidence traceability.
Signals
- GitHub stars
- 110
- Forks
- 1
- Last commit
- Jun 2026
Advanced
- Catalog kind
- skill
- Gateway key
academic-figure- Source
- github.com/joshua-zyy/academic-paper-writer