Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add LiYu0524/Auto-Reasearch-Skills --skill academic-writinggit clone --depth 1 https://github.com/LiYu0524/Auto-Reasearch-SkillsWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/liyu0524/auto-reasearch-skills/academic-writing)<a href="https://agentmods.dev/skills/liyu0524/auto-reasearch-skills/academic-writing"><img src="https://agentmods.dev/badge/skills/liyu0524/auto-reasearch-skills/academic-writing/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/liyu0524/auto-reasearch-skills/academic-writing"><img src="https://agentmods.dev/badge/skills/liyu0524/auto-reasearch-skills/academic-writing.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00086 | $0.00778 |
| Opus 5 | $0.00043 | $0.00389 |
| Sonnet 5 | $0.00017 | $0.00156 |
| Haiku 4.5 | $0.00009 | $0.00078 |
Grade A, and why
academic-writing scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
What it actually says
Academic Writing（学术论文写作 Prompt 工具箱）
来源：awesome-ai-research-writing 由 MSRA、Seed、SH AI Lab 等顶尖研究机构的研究员，以及北大、中科大、上交的硕博同学实战打磨。
使用方式
当用户提出以下写作需求时，从 references/writing_prompts.md 中加载对应的 Prompt 模板，
将用户提供的文本填入 [Input] 部分后执行：
| 场景 | Prompt 名称 | 说明 |
|---|---|---|
| 中文草稿 → 英文论文 | 中转英 | LaTeX 格式输出 + 中文直译核对 |
| 英文论文 → 中文理解 | 英转中 | 去 LaTeX 命令，纯中文输出 |
| 中文草稿 → 中文论文 | 中转中 | 适配 Word，逻辑重组 |
| 压缩文本长度 | 缩写 | 减少 5-15 词，保留所有信息 |
| 扩充文本内容 | 扩写 | 增加 5-15 词，挖掘隐含逻辑 |
| 英文论文润色 | 表达润色（英文） | 深度润色，零错误标准 |
| 中文论文润色 | 表达润色（中文） | 尊重原著，克制修改 |
| 逻辑与一致性审查 | 逻辑检查 | 仅报致命错误 |
| 去除英文 AI 痕迹 | 去 AI 味（LaTeX 英文） | 词汇 + 结构自然化 |
| 去除中文 AI 痕迹 | 去 AI 味（Word 中文） | 去翻译腔与机械感 |
| 论文架构图描述 | 论文架构图 | 生成架构图的详细描述/指令 |
| 选择实验图表类型 | 实验绘图推荐 | 从 19 种学术图表中推荐 |
| 生成 Figure caption | 生成图的标题 | Title Case / Sentence case |
| 生成 Table caption | 生成表的标题 | 学术标准表达 |
| 实验结果分析 | 实验分析 | LaTeX \paragraph 结构输出 |
| 模拟审稿 | Reviewer 审视 | 严苛模式 + 改稿建议 |
触发条件
当用户请求涉及以下关键词时自动触发：
- 翻译、润色、缩写、扩写、改写
- 去 AI 味、humanize、去机器味
- 逻辑检查、审稿、review
- 图标题、表标题、caption
- 实验分析、绘图推荐
- 架构图
AI 高频词黑名单
参见 references/ai_words_blacklist.md，在润色和去 AI 味时参考。
外部推荐 Skills
参见 references/external_skills.md，包含 20-ml-paper-writing、humanizer、docx 等外部技能的介绍与使用场景。
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 12d ago First seen · 56 lines · 86 tokens per session scan A f0a138425127
academic-writing is a skill published in the GitHub repository LiYu0524/Auto-Reasearch-Skills (11 stars, last pushed 6mo ago), licensed MIT. It adds 86 tokens to every session and 778 once invoked, about $0.0004 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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