academic-figure — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited academic-figure (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
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。
manifest.yaml. It declares always_load files, axes, and references.on_demand.always_load. These are the skill's binding rules — not reference material.stance.md defines Python-only plotting, figure contract, visual policy, and scope.red-lines.md defines absolute prohibitions. Do not negotiate these.output-contract.md defines deliverables per mode.anti-patterns.md defines known failure modes and their correct alternatives.mode from 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 use figure-blueprint only to produce manual_figure_needed notes; never render images, SVG, or prompts.references/ only when the manifest's references.on_demand condition is satisfied.| 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 |
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.
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.~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.