comp-visual-review SKILL.md skillA
comp-visual-review from fourteen1416/academic-agent-toolkit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fourteen1416/academic-agent-toolkit/comp-visual-review@git:20261027.16098cdPins git:20261027.16098cd in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fourteen1416/academic-agent-toolkit
- Path
academic-toolkit/skills/comp-visual-review/SKILL.md- Versions recorded
- 3
- Latest version
- git:20261027.16098cd, committed Oct 27, 2026
- First version recorded
- Sep 23, 2026
- Size
- 9,617 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
Use when a competition paper or its figures need visual review for readability, clipping, labels, units, and export quality.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Competition Visual Review The designated visual-review subagent inspects final PNGs and PDF pages. ## ⛔ 视觉审核通道铁律（必须遵守 · 2026-09-23 用户裁定） **视觉审核强制由项目驱动 Agent 执行：驱动 Agent 使用自身具备视觉能力的 LLM，在独立窗口（独立会话/平台视觉审子代理，与产出图的窗口相互隔离）完成逐图审核。** 禁止把"赛前填写 API key、调用外部视觉 API"当作必须通道；禁止只用 PIL/PyMuPDF 等确定性检查后直接判 pass。`engine/modex-core/contest_models.json` 的 `visual_reviewer` 角色声明此通道（`independent-window/visual-capable`）；审稿证据声明串须与之一致方过 strict 闸。 1. 先运行确定性图像检查（PIL 解码/尺寸/DPI、PyMuPDF 页数与嵌入图）。 2. **每张图必须由驱动 Agent 的独立窗口视觉模型实际读图审查**：坐标轴名称与单位、刻度可读性、图例、颜色区分、截断、重叠、误导性比例、题注对应、文字溢出、配色对比度、**黑白打印下仍可分辨（仅靠色相区分的系列必须有线型/hatch 冗余编码——打印安全三件套）**、**色盲模拟（红绿色弱）下各系列可区分**。 3. 记录独立窗口逐图审核输出（PASS / ISSUE N: ...）作为 `VISUAL_REVIEW.md` 的证据，并注明执行窗口/子代理标识。 4. 检查 PDF 页面布局与图题对应关系（确定性检查辅助）。 5. **工具=任务卡与证据收集器**：`tools/data_fig_vision_check.py`（数据图）/ `tools/tikz_vision_check.py`（TikZ/流程/架构图）/ `tools/drawio_vision_check.py`（draw.io 图）已整体改为驱动 Agent 的独立窗口模式——运行后生成审核任务卡（`visual_review_tasks/<图名>.task.md`），由驱动 Agent 的独立窗口按卡实际读图，回写 `<图名>.verdict.md`（含 `Reviewed-by: <窗口标识>` + PASS/ISSUE）后重跑收集。三件工具不发起网络调用、不需要任何 API key。 ## ⛔⛔ --review 审核模式（审核/终审必须使用，防伪造证据） 视觉质检工具带开发防死循环计数（STOP_VISION_LOOP：per-图 2 轮上限 + 全局 图数×2+2 上限， 沿旧实现全套治理语义）， …
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/comp-visual-review@sha256:e7e98db5d24c645aThe line at the top of this page pins the label git:20261027.16098cd, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_bfiwkiwwyig7kx3q)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 3 versions of this file, between Sep 23, 2026 and Oct 27, 2026, about one every 17 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261027.16098cd latest | 2026-10-27 | 16098cd | 9,617 B | A | view · diff |
| git:20260927.a059f3a | 2026-09-27 | a059f3a | 9,555 B | A | view · diff |
| git:20260923.2013b81 | 2026-09-23 | 2013b81 | 9,585 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9617 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
fourteen1416/academic-agent-toolkit · 12 stars · license a license file GitHub does not identify · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_bfiwkiwwyig7kx3q GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/comp-visual-review GET https://markdownregistry.com/api/v1/blob/e7e98db5d24c645adda32461e9af69e70939e2cb08fa191f4f979a281072a2ee
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.