auto-paper-improvement-loop SKILL.md skillA
auto-paper-improvement-loop 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/auto-paper-improvement-loop@git:20260927.efd5131Pins git:20260927.efd5131 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/auto-paper-improvement-loop/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260927.efd5131, committed Sep 27, 2026
- First version recorded
- Sep 23, 2026
- Size
- 2,816 bytes
- Repository stars
- 12
- License
- a license file GitHub does not identify
论文自动改进循环（2 轮）：先由外部审稿模型评审，再按要求改稿，最后重编译验证。触发词：改论文、improve paper、论文润色循环、auto improve、迭代打磨论文。.
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
# 论文改进：独立评审、修订、重新编译 ## 范围 针对已有稿件的论证和表达做最多两轮聚焦改进，不重新启动整个研究工作流。若问题涉及研究设计、实验有效性或缺少核心证据，应回报问题及所需工作，不靠修辞掩盖。 ## 输入与版本 读取当前步骤合同、稿件源文件、参考文献、已编译PDF、真实结果和之前的评审意见。保留原稿与每轮PDF，续作从当前事实恢复，不因时间超过24小时而丢掉历史。 ## 工作过程 1. 生成独立评审任务。通过执行会话的 `review-request` 绑定当前稿件及需要的证据文件，要求评审者指出位置、严重性、依据和最小修复；只读评审不得直接改稿。 2. 当前宿主提供独立上下文执行评审。通过 `review-receive` 接收实际原文与真实调用标识，程序校验稿件版本。没有独立上下文时明示未完成独立评审，不预填分数、会话或通过结论。 3. 按fatal/major/minor落实修订：修正假设与方法不一致、收敛过度论断、补足真正存在的评价依据、统一符号和引用。不能编造实验数据或替用户接受新的研究方向。 4. 用执行会话 `edit` 或显式 `mutates` 修改源码，使用已配置的真实编译工具重新编译。工具返回码和清单自动记录；检查编译错误、未定义引用、页数、越界和实际图件。 5. 必要时对修改后的版本再评审一次。评审原文、修改位置和剩余问题写入 `paper/PAPER_IMPROVEMENT_LOG.md`。分数仅记录实际评审结果，不为达到阈值调整结论。 6. `finish` 自动重验当前合同要求的源文件、参考文献、PDF和日志，不能只交变更说明。质量问题留在当前步骤返修，人工批准点必须等待真实批准，无回复不自动继续。 ## 输出 以当前步骤合同为准；通常包括 `paper/main.pdf`、源文件及 `paper/PAPER_IMPROVEMENT_LOG.md`，并保留 `paper/_improvement_rounds/` 中的旧版本。只用已接受的当前版本作为最终交付，不改旧哈希冒充重跑。 ## 质量责任 模型负责理解批评、权衡修改和形成有效论证；程序负责字节版本、执行事实、结构完整性、编译与合同检查。负面结果、未解决的主要问题和评审缺席都必须明示。达到最大轮数只能停止迭代，不能自动获得投稿就绪结论。
Read the whole file at its exact version.
How to install
mdr add fourteen1416/academic-agent-toolkit/auto-paper-improvement-loop@sha256:546756a93ab82ec7The line at the top of this page pins the label git:20260927.efd5131, 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_zbkcgnhs7odve3wh)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 23, 2026 and Sep 27, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.efd5131 latest | 2026-09-27 | efd5131 | 2,816 B | A | view · diff |
| git:20260923.2013b81 | 2026-09-23 | 2013b81 | 8,689 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 (2816 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_zbkcgnhs7odve3wh GET https://markdownregistry.com/api/v1/resolve?ref=fourteen1416/academic-agent-toolkit/auto-paper-improvement-loop GET https://markdownregistry.com/api/v1/blob/546756a93ab82ec721a9b0c0fd99ad8a3af6420c8d2341edf93df2391941cb67
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.
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