paper-summarizer SKILL.md skillA
paper-summarizer from lex669/lumericalfdtd-skill is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add lex669/lumericalfdtd-skill/paper-summarizer@git:20260617.2161c01Pins git:20260617.2161c01 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- lex669/lumericalfdtd-skill
- Path
skills/paper-summarizer/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260617.2161c01, committed Jun 17, 2026
- First version recorded
- May 29, 2026
- Size
- 5,574 bytes
- Repository stars
- 44
- License
- MIT
当用户提供PDF格式的学术论文并希望理解内容时使用此技能。触发场景：用户说"总结这篇论文"、"帮我读这篇paper"、"分析这个PDF"、"解释论文图表"、"这篇论文讲了什么"、提供论文PDF路径或URL、上传PDF文件。即使用户没有明确说"总结"，只要提供了PDF论文并要求理解其内容，都应当使用此技能。特别适用于光学、红外、TGV、热成像、机器视觉、物理、工程等领域。.
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
# 论文总结与图表详解器 对用户提供的PDF学术论文进行深度总结，核心特色是对论文中**每一个图表**进行详细解释——不只是描述图表展示什么，更要解释图表背后的物理/工程含义、与论文核心论点的关系、以及图表本身的质量。 ## 输入处理 接受任一形式的论文输入： - **PDF文件路径** — 用 Read 工具直接读取（PDF支持多模态，可同时看到文字和图表） - **Arxiv URL** — 用 WebFetch 获取摘要和PDF链接 - **DOI** — 通过 `doi.org` 解析后用 WebFetch 获取 - **直接粘贴文本** — 用户直接提供的论文内容（此时图表需用户额外提供截图） 扫描版/OCR版PDF提取质量有限，提醒用户并尽力解读可见内容。 ## Token 预算管理 论文分析可能消耗大量上下文。按论文规模选择策略： | 论文规模 | 策略 | |---------|------| | **短论文（≤10页，<15图）** | 一次性全量读取，逐个图表精读。无需分批。 | | **中等论文（11-20页，15-30图）** | 分 2 批：方法+实验 → 结果+讨论+图表。每批输出对应章节。 | | **长论文（>20页，>30图）** | 分 3-4 批。先读前 2 页建立全局认知，再按章节分批。每批输出后清空上下文。**图表数量超过 30 个时优先保证正文图表完整覆盖，补充材料图表标注"建议手动查阅"。** | ### 分批信号 遇到以下任一情况时主动切换到分批发： - PDF 页数 > 20 - 图表编号超过 Figure 15 - 单次 Read 返回内容被截断 - 上下文窗口使用超过 50%（观察系统提示中的 usage 信息） 分批时告知用户当前进度（如"已完成第 1/3 批：方法论章节"）。 ## 阅读策略 读取策略的核心原则是：**优先覆盖所有图表，同时对论文结构建立全局认知**。 ### PDF较长的论文（>10页） 分阶段阅读，每阶段有明确目的： 1. **先读前2页** — 建立全局认知：标题、作者、摘要、引言开头。确定论文领域和核心问题。 2. **浏览全部页面** — 快速扫描定位所有图表位置和章节边界。建立"图表地图"，确保后续不遗漏。 3. **精读核心章节** — Methods/Experiment/Results/Discussion 逐段细读。理解每个实验和结论。 4. **逐个精读图表** — 每个图表作为独立单元精读。对于多子图（a/b/c/d），每个子图都要单独观察和分析。 ### PDF较短的论文（≤10页） 一次性全量读取建立全局认知，然后逐个图表回溯精读。 ### 图表识别清单 读取过程中标记所有图表类型，不遗漏任何编号或非编号的视觉元素： …
Read the whole file at its exact version.
How to install
mdr add lex669/lumericalfdtd-skill/paper-summarizer@sha256:ddeac43ae43a764bThe line at the top of this page pins the label git:20260617.2161c01, 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_o4px2wapdx6jzgz3)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between May 29, 2026 and Jun 17, 2026, about one every 19 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260617.2161c01 latest | 2026-06-17 | 2161c01 | 5,574 B | A | view · diff |
| git:20260529.30bd36a | 2026-05-29 | 30bd36a | 4,683 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 (5574 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
lex669/lumericalfdtd-skill · 44 stars · license MIT · pushed 2026-10-27 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o4px2wapdx6jzgz3 GET https://markdownregistry.com/api/v1/resolve?ref=lex669/lumericalfdtd-skill/paper-summarizer GET https://markdownregistry.com/api/v1/blob/ddeac43ae43a764be9ff3a629cad608178e662ad480bcf8542c07a5277bdde5f
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.