paper-understanding-agent SKILL.md skillA
paper-understanding-agent from linchunhui/paperreading-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add linchunhui/paperreading-skills/paper-understanding-agent@git:20261104.5c23432Pins git:20261104.5c23432 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- linchunhui/paperreading-skills
- Path
skills/paper-understanding-agent/SKILL.md- Versions recorded
- 2
- Latest version
- git:20261104.5c23432, committed Nov 4, 2026
- First version recorded
- Nov 4, 2026
- Size
- 2,904 bytes
- Repository stars
- 23
- License
- MIT
从 PDF 或已解析论文按初筛、证据或完整解读三种范围抽取可回查的信息，按需核对附录和图表，支持专题证据交接、价值评估、深读、短卡与参考文献。.
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
# 论文理解 Agent 给一篇 PDF 或已解析论文和期望的交付范围，按阶段提取可回查的论文信息。Agent 负责确认原文范围、选择交付和说明缺口。调度脚本负责依赖、并发、重试、缓存、校验与合并。 1. 阅读[研究任务与证据交接](references/research-workflow.md)，选择 `screen` 初筛、`evidence` 专题取证或 `full` 完整解读。先复用同版本事实，专题默认走前两种；完整解读入口保留。 2. 阅读[输入与编排契约](references/routing.md)。只有 PDF 时使用[PyMuPDF 入口](references/pdf-input.md)。保留正文、参考文献、附录与图表的原始定位；由当前会话核对草稿范围、读序、章节和摘要跨度，再标记 reviewed，不要求用户手写范围 JSON。 3. 以 `run_agent.py --mode MODE --input INPUT --manifest PLAN --plan-only` 检查范围与依赖，再加 `--out OUT` 执行。使用可用的 Codex/VPF 后端；若没有后端，在当前会话按同一证据契约完成任务，明确执行方式，不伪造 runner 收据或模型调用统计。 4. 对关键证明、设置、消融和数值缺口，使用 `read_evidence.py` 按单元、页码或标签回查。附录先索引，按理由激活；核心图表、解析异常由当前会话的视觉能力查看，核对转写后才导入。未读不等于未报告。 5. 检查 `evidence-bundle.json` 的 review_queue，结合原文及必要页面图核验关键事实，写入有指纹的 reviews，再导出交接记录。区分来源定位、数字一致性与语义支持；自动检查通过不等于科学判断正确。 6. 根据 runner-report 的 ok、outputs 和实际覆盖交付。screen/evidence 输出可复用证据；full 另输出原有 paper-record、完整阅读卡和短卡。深读与评估并行，推荐理由由评估生成、交付时合并。错误按来源重解析、视觉核对、局部重跑或待核处理；用共享缓存复用未受影响的任务。 整篇综合检查原文覆盖，后续深读与评估优先读取理解结果和证据库，必要时通过运行器的有界请求读取原文。论文事实、已核对图像转写、作者对前作的转述、外部材料与综合判断分别标记。作者原始摘要逐字保留，生成摘要另存。只有允许联网且存在具体缺口时补外部证据，优先复用专题已有基线；记录查证时间与来源类型。 ## 云端打包 …
Read the whole file at its exact version.
How to install
mdr add linchunhui/paperreading-skills/paper-understanding-agent@sha256:96e4dbce9aa10bc7The line at the top of this page pins the label git:20261104.5c23432, 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_caghaej2f4lyqaqh)
0 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, all committed on Nov 4, 2026.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261104.5c23432 latest | 2026-11-04 | 5c23432 | 2,904 B | A | view · diff |
| git:20261104.7322b99 | 2026-11-04 | 7322b99 | 2,258 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 (2904 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
linchunhui/paperreading-skills · 23 stars · license MIT · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_caghaej2f4lyqaqh GET https://markdownregistry.com/api/v1/resolve?ref=linchunhui/paperreading-skills/paper-understanding-agent GET https://markdownregistry.com/api/v1/blob/96e4dbce9aa10bc71c63ca8045a8e481a8faa20e84320dceaa5fd9a68f78a9d7
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.