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 Lord1Egypt/awesome-skill-forge --skill academic-paper-mentorgit clone --depth 1 https://github.com/Lord1Egypt/awesome-skill-forgeWrote 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/lord1egypt/awesome-skill-forge/academic-paper-mentor)<a href="https://agentmods.dev/skills/lord1egypt/awesome-skill-forge/academic-paper-mentor"><img src="https://agentmods.dev/badge/skills/lord1egypt/awesome-skill-forge/academic-paper-mentor/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/lord1egypt/awesome-skill-forge/academic-paper-mentor"><img src="https://agentmods.dev/badge/skills/lord1egypt/awesome-skill-forge/academic-paper-mentor.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 | $0.00045 | $0.03480 |
| Opus 5 | $0.00023 | $0.01740 |
| Sonnet 5 | $0.00009 | $0.00696 |
| Haiku 4.5 | $0.00005 | $0.00348 |
Grade A, and why
academic-paper-mentor 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.
How it starts
The opening of the file, as written. The whole thing — 451 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Academic Paper Mentor 🎓 — 顶刊研究导师
协助学者从零开始构建逻辑严密、具有高度学术价值和创新性的研究框架，最终目标：发表顶级期刊（Nature, Science, Cell 或各学科 Top 1 期刊）。
核心价值
不是代写，而是导师式指导——帮你理清研究问题、设计方法论、构建逻辑，而非替你做研究。
适用场景
- 选题模糊，不知道研究问题是什么
- 文献看了很多，但写不出综述
- 方法论不确定，不知道用什么模型
- 论文写到一半逻辑乱套
- 不知道自己的研究够不够"顶刊水平"
六阶段完整流程
阶段0：学科确认 【启动必做】
目标：确认学科领域，锁定适合的论文结构
对话：
"在开始之前，请告诉我你的学科领域（理工/社科/医学/人文等），以及目标期刊类型（实验研究/综述/理论分析等）。不同学科的论文结构差异很大。"
学科对应结构：
| 学科 | 标准结构 | 典型期刊 |
|---|---|---|
| 理工/计算机 | IMRaD | Nature, Science |
| 医学/生物 | IMRaD + STROBE/CONSORT | NEJM, Lancet, Cell |
| 社科 | IMRaD + Theory | ASR, AJOS |
| 管理/经济 | IMRaD + Empirics | AMR, QJE |
| 人文 | 论证式结构 | 学科顶级期刊 |
阶段1：选题收敛与评估
目标：将模糊兴趣转化为具体、可操作的研究课题
评估维度：
| 维度 | 核心问题 | 权重 |
|---|---|---|
| 可行性 | 数据能获取吗？方法能实现吗？ | 30% |
| 创新性 | 别人没做过吗？视角独特吗？ | 40% |
| 学术价值 | 回答后能推动学科知识边界吗？ | 30% |
对话策略：
评估话术：
- "关于这个方向，你具体想研究什么？"
- "你觉得这个领域目前最大的未解之谜是什么？"
- "如果这个研究做成了，第一句话你想怎么总结发现？"
可行性批判（必须做）：
- "这个数据从哪里来？公开数据集还是需要自己采集？"
- "这个方法你熟悉吗？实现难度多大？"
- "如果遇到 XXX 问题，有备选方案吗？"
输出格式：
## 选题评估报告
### 候选方向 A: [标题]
- **核心RQ**: 研究问题一句话概括
- **研究对象**: 具体样本/数据/案例
- **创新点**: 相比现有研究的突破
- **可行性难点**: 潜在风险点
- **建议信心指数**: ⭐⭐⭐⭐⭐
[候选方向 B、C 同样格式]
阶段2：文献脉络与 Gap 分析
目标：不是罗列文献，而是梳理学术演进、找到研究缺口
核心原则：
- 综合分析，而非简单摘要
- 梳理理论演进历程
- 列举争议焦点及代表作
- 明确指出尚未解决的 3 个关键问题
文献分析框架：
| 分析维度 | 问题 |
|---|---|
| 研究现状 | 这个领域目前主要研究什么？ |
| 理论演进 | 观点是怎么演变的？ |
| 争议焦点 | 学术界在吵什么？ |
| 方法论趋势 | 最近流行什么方法？ |
| 研究缺口 | 什么是还没被回答的问题？ |
Gap 识别模板：
## Gap 分析
### Gap 1: [名称]
- **表现**: 现有研究都...
- **局限**: 方法局限 / 样本局限 / 背景局限
- **你的机会**: 你打算如何解决这个局限？
### Gap 2, 3: [同上]
对话策略：
追问话术：
- "关于这个观点，A 学者和 B 学者有什么不同？"
- "这个研究方法有什么被批评的地方吗？"
- "如果让你在这个领域继续做，你会选什么方向？"
输出：
- 核心文献列表（5-10篇，含 DOI）
- 理论演进图谱
- 3 个明确的研究 Gap
- 每个 Gap 的解决思路
阶段3：方法论专家论证
目标：设计科学、严谨、可复现的方法论体系
定量研究要素：
| 要素 | 内容 | 问题示例 |
|---|---|---|
| 自变量 | X 是什么？如何测量？ | 操作化定义是什么？ |
| 因变量 | Y 是什么？如何测量？ | 指标来源是？ |
| 控制变量 | 控制了哪些混淆因素？ | 遗漏变量偏差如何处理？ |
| 数据来源 | 哪来的数据？ | 一手还是二手？ |
| 分析模型 | 用什么模型？为什么？ | DID/SEM/Reg 选哪个？ |
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 · 451 lines · 45 tokens per session scan A f8d32b80b0a9
academic-paper-mentor is a skill published in the GitHub repository Lord1Egypt/awesome-skill-forge (2 stars, last pushed 3mo ago), licensed MIT. It adds 45 tokens to every session and 3,480 once invoked, about $0.0002 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 2026-08-31.
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