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 hirogoing/gradio-mini-agent --skill academic-literature-reviewgit clone --depth 1 https://github.com/hirogoing/gradio-mini-agentWrote 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/hirogoing/gradio-mini-agent/academic-literature-review)<a href="https://agentmods.dev/skills/hirogoing/gradio-mini-agent/academic-literature-review"><img src="https://agentmods.dev/badge/skills/hirogoing/gradio-mini-agent/academic-literature-review/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/hirogoing/gradio-mini-agent/academic-literature-review"><img src="https://agentmods.dev/badge/skills/hirogoing/gradio-mini-agent/academic-literature-review.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 | $0.00062 | $0.01974 |
| Opus 5 | $0.00031 | $0.00987 |
| Sonnet 5 | $0.00012 | $0.00395 |
| Haiku 4.5 | $0.00006 | $0.00197 |
Grade A, and why
academic-literature-review 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 11d 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 — 226 lines — stays where its author put it; the contents beside it link to each section on GitHub.
学术文献综述写作助手
概述
本技能帮助研究人员撰写高质量的学术文献综述，专注于中文核心期刊、SCI、SSCI等学术论文中的文献综述部分。涵盖文献检索、筛选、分析、写作全流程。
核心工作流程
1. 课题分析与主题确定
在开始文献综述前，明确以下要素：
- 研究主题：你的研究问题是什么
- 研究领域：所属学科及细分方向
- 目标期刊：准备投稿的期刊（中文核心/CSSCI/SCI/SSCI）
- 时间范围：近5年？近10年？还是更有历史跨度
- 文献类型：仅期刊论文？是否包含专著、会议论文、学位论文
2. 文献检索策略
文献检索渠道：
├── 中文数据库
│ ├── CNKI（中国知网）
│ ├── 万方数据
│ └── 维普网
├── 外文数据库
│ ├── Web of Science
│ ├── Scopus
│ ├── PubMed
│ └── Google Scholar
└── 其他资源
├── 导师/同行推荐
├── 参考文献追溯
└── 预印本平台
检索词构建：
- 核心关键词（中英文）
- 同义词、近义词
- 上位词、下位词
- 布尔逻辑组合（AND/OR/NOT）
3. 文献筛选与管理
筛选标准：
- 相关性：与研究问题直接相关
- 权威性：核心期刊、高被引、知名作者
- 时效性：近期研究为主，经典文献为辅
- 质量：研究方法规范、数据可靠
文献管理工具：
- EndNote
- Zotero
- Mendeley
- NoteExpress
4. 文献综述结构框架
4.1 经典结构：年代主题式
└── 引言
└── 研究背景与意义
└── 主体部分
├── 早期研究（年份区间）
│ └── 主要发现与理论
├── 中期发展（年份区间）
│ └── 研究进展与争论
└── 近期趋势（年份区间）
└── 最新研究方向
└── 总结与评述
└── 研究空白与本研究定位
4.2 主题式结构
└── 引言
└── 主体部分
├── 主题一：理论框架
│ ├── 观点A
│ └── 观点B
├── 主题二：实证研究
│ ├── 研究方法
│ └── 研究结论
└── 主题三：争议与分歧
└── 各方观点对比
└── 研究空白
4.3 方法论式结构
└── 主体部分
├── 定量研究文献综述
├── 定性研究文献综述
└── 混合研究文献综述
4.4 国内/国外对比式
└── 主体部分
├── 国内研究现状
│ ├── 理论视角
│ └── 实证发现
└── 国外研究现状
├── 理论视角
└── 实证发现
5. 写作规范
5.1 语言要求
| 要素 | 要求 |
|---|---|
| 措辞 | 学术严谨，避免口语化 |
| 时态 | 过去时描述已完成研究，现在时描述客观事实 |
| 人称 | 客观第三人称为主 |
| 语气 | 谨慎保守，避免绝对化表述 |
5.2 常见表达句式
引出文献：
- "XX（年份）研究表明……"
- "已有学者（XX, 年份）指出……"
- "在XX领域，众多学者（XX, 年份；XX, 年份）进行了深入研究……"
综合评述：
- "综合来看，现有研究在……方面取得了重要进展"
- "然而，在……问题上仍存在争议/研究不足"
指出研究空白：
- "尽管如此，关于……的研究仍较为匮乏"
- "现有研究主要关注……，而对……的关注相对不足"
5.3 避免的问题
- ❌ 简单罗列文献（流水账式）
- ❌ 缺乏批判性分析
- ❌ 文献堆砌，缺乏逻辑主线
- ❌ 遗漏重要文献
- ❌ 引用来源不准确
6. 常见问题诊断
| 问题症状 | 可能原因 | 解决方案 |
|---|---|---|
| 文献堆砌，没有主线 | 缺乏理论框架 | 引入理论视角组织文献 |
| 前后重复，内容冗余 | 分类不清 | 按主题/维度重新组织 |
| 只综不述，缺乏深度 | 分析深度不足 | 增加批判性评价 |
| 文献陈旧 | 检索策略有误 | 补充近2-3年文献 |
| 与研究问题脱节 | 主题聚焦不够 | 明确研究问题再筛选 |
What ships with it
4 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.
- 11d ago First seen · 226 lines · 62 tokens per session scan A 64dc35dbb849
academic-literature-review is a skill published in the GitHub repository hirogoing/gradio-mini-agent (2 stars, last pushed 5mo ago), licensed Apache-2.0. It adds 62 tokens to every session and 1,974 once invoked, about $0.0003 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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