Agent skill

NSFC Literature Review Writer

by HuiyuLi-2000 in HuiyuLi-2000/Chinese-Grant-Writer-Skills

Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search.

MITAuto-check: notesResearch & Science

SKILL.md written in Chinese; this summary is our English description.

Install NSFC Literature Review Writer

skills CLI
$ npx skills add HuiyuLi-2000/Chinese-Grant-Writer-Skills --skill fund-literature-review-writer -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install HuiyuLi-2000/Chinese-Grant-Writer-Skills fund-literature-review-writer --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/HuiyuLi-2000/Chinese-Grant-Writer-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/fund-literature-review-writer .claude/skills/fund-literature-review-writer && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
fund-literature-review-writer
GitHub stars
439
Used in
1 other repo
Token cost
~1.4k tokens
SKILL.md length
264 words
Files
27 (incl. references)
Skills in repo
4
Repo updated
First seen
Licence
MIT

At a glance

Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search.

  • Works in 9 steps: 理解研究目标 → 解析研究内容 → 识别关键科学问题 → …
  • Writing the domestic and international research status section of an NSFC proposal
  • SKILL.md covers 核心定位, 触发条件, 核心原则 and 技能范围, plus 6 more sections
  • Calls python

What it does

This Chinese-language skill writes section 1.2 of an NSFC grant proposal: the review of domestic and international research status and the critical assessment of that literature. It treats the review as part of the proposal's argument rather than a pile of abstracts, so it first reads your research idea, research contents and key scientific questions to decide the thematic structure and the research gap to argue for.

Before writing, the agent must read bundled knowledge-base files on review style, organizing patterns and mapping literature to research questions, methods and innovation, plus references such as an input form, output skeletons, a validation menu and an anti-pattern list. An internal search package runs Python scripts that query several sources in parallel, then merge, deduplicate, rank and format the results as BibTeX, using journal priority and blacklist data. Zotero through MCP or local file search is optional, and API keys go in an .env file.

When your agent uses it

  • Writing the domestic and international research status section of an NSFC proposal
  • Turning a list of papers into a critical literature critique
  • Searching and ranking literature for a grant research idea
  • Aligning a literature review with research questions and innovation claims

Example prompts

  • “帮我写 NSFC 申请书的 1.2 国内外研究现状及发展动态分析”
  • “Write the literature review and critique for my NSFC proposal on soil microbial carbon cycling.”
  • “Search the literature for my research idea and draft section 1.2.”

Requirements

  • Python with requests, exa-py and scholarly for the search scripts
  • API keys in search/.env, copied from the example file
  • Your research idea, contents and key scientific questions

Workflow steps

9 steps, taken from the step headings in SKILL.md.

  1. 理解研究目标
  2. 解析研究内容
  3. 识别关键科学问题
  4. 检索文献
  5. 确认文献集合
  6. 自动归纳文献组织方式
  7. 生成文献综述
  8. 生成文献评述(独立模块)
  9. 校验与用户研究构想一致性

What it can do on your machine

Read from SKILL.md and the folder at commit 7a92d86. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

NSFC Literature Review Writer loads about 1.4k tokens when it runs, and up to ~11k if it reads all its reference files. Until then it costs about 41 tokens; SKILL.md has 264 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~41
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~11k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check: notes

The automated check noted patterns worth knowing about, such as sudo or a known installer.

  • NoteMentions a .env fileSKILL.md:77
    - `search/.env.example`:API 密钥模板(需复制为 .env 并填写)
  • NoteMentions a .env fileSKILL.md:101
    设置环境变量(从 search/.env.example 复制为 search/.env 并填写)

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from HuiyuLi-2000/Chinese-Grant-Writer-Skills at commit 7a92d86, republished under its MIT licence (© HuiyuLi-2000). 264 words, ~1,388 tokens.

Download SKILL.mdSave it as .claude/skills/fund-literature-review-writer/SKILL.md (or your agent's skills folder). This skill also uses 26 other files; get the full folder from GitHub.
name
fund-literature-review-writer
description
撰写NSFC申请书的国内外研究现状及发展动态分析+文献评述。Invoke when user asks to write NSFC literature review, 国内外研究现状, 文献综述, 文献评述, or 1.2部分 of NSFC proposal.

NSFC 文献综述与文献评述写作技能

核心定位

本技能不是"写文献",而是将文献转化为"NSFC研究论证结构的一部分"。

在用户已有研究构想基础上,学习NSFC成功项目中的"文献综述—文献评述"组织方式,对文献部分进行学术化重构、逻辑组织优化、批判性归纳、面向NSFC表达体系的规范化输出。

触发条件

当用户需要撰写以下内容时触发:

  • NSFC申请书的"1.2 国内外研究现状及发展动态分析"
  • NSFC申请书的"文献综述"部分
  • NSFC申请书的"文献评述"部分
  • 用户明确要求"写文献综述"、"写文献评述"、"写研究现状"

核心原则

  1. 不预设固定结构:文献综述的结构从16本NSFC成功本子中"学习出来",不是"写死出来"
  2. 不文献摘要堆叠:禁止文献摘要式输出,文献必须融入论证
  3. 不脱离NSFC语境:文献服务NSFC研究论证结构
  4. 强调结构归纳能力:从本子中归纳组织逻辑,不固化模板
  5. 强调批判性评述能力:文献评述是结构性判断,不是总结
  6. 强调文献服务研究问题能力:文献→研究问题/方法/创新的完整论证链

技能范围

本技能只负责 NSFC 申请书中立项依据的 1.2 国内外研究现状及发展动态分析 + 文献评述 部分。需读取用户研究构想以确保文献服务研究论证。

知识库引用

执行本技能前,必须读取以下知识库文件:

knowledge_base/
  1. literature_review_style_guide.md:文献综述写作风格指南

    • 文献综述的整体叙事逻辑
    • 主题划分策略(4种方式)
    • 段落组织规范(论证功能,非固定句式)
    • 文献引用格式
    • 文献间连接词使用规律
    • 表格使用规范
    • 综述→评述的过渡方式
    • 批判性表达规律
    • 字数规范
  2. literature_review_patterns.md:文献综述组织逻辑范式

    • 五种项目类型的典型文献综述组织
    • 方法型/机制型/系统型文献组织差异
    • 文献群的构建逻辑
    • 文献→研究问题/方法/创新映射模式
    • 文献评述的4种批判性判断类型
    • 文献组织的选择决策树
  3. literature_mapping_rules.md:文献→研究问题/方法/创新映射规则

    • 文献→研究问题映射规则
    • 文献→方法合理性映射规则
    • 文献→创新合理性映射规则
    • 与用户研究构想的对齐机制
references/
  1. info_form.md:用户输入信息表
  2. output_skeletons.md:输出骨架(论证功能,非固定模板)
  3. validation_menu.md:验证菜单
  4. anti_patterns.md:反模式清单
  5. literature_search_strategy.md:文献检索策略
  6. fund-search-workflow.md:完整搜索工作流(脚本调用链、降级策略)
search/(内化搜索包)
  • search/scripts/:搜索脚本(search_all.py, citation_finder.py, rank_and_filter.py, format_bibtex.py, dedup.py,另有 tier_utils/exa_search/search_google_scholar 等内部依赖,无需直接调用)
  • search/references/:搜索参考文档(search-strategy.md, api-reference.md, data-schema.md, journal-tiers.md)
  • search/data/:期刊数据(priority_journals.csv, blacklist_journals.csv)
  • search/.env.example:API 密钥模板(需复制为 .env 并填写)
  • search/requirements.txt:Python 依赖(requests, exa-py, scholarly)

工作流程

Step 1: 理解研究目标
  • 读取用户研究构想(研究主题、研究目标)
  • 确定文献综述的总体方向
Step 2: 解析研究内容
  • 读取用户研究内容(通常3-5个)
  • 确定文献综述的主题划分
Step 3: 识别关键科学问题
  • 读取用户关键科学问题(通常1-3个)
  • 确定文献评述的研究空白方向
Step 4: 检索文献
  • 读取 references/fund-search-workflow.md 获取完整搜索流程

4a. 构造主题检索查询:从研究主题/内容/方法/关键科学问题生成英文查询组

4b. 英文文献搜索(四源并行):

bash
# 设置环境变量(从 search/.env.example 复制为 search/.env 并填写)
# 对每个英文查询组执行:
python search/scripts/search_all.py --query "{英文查询}" --email "$OPENALEX_EMAIL" --output runs/cf/query_N.json
# 合并所有查询组:
python search/scripts/citation_finder.py merge runs/cf/query_*.json --output runs/cf/merged.json
# 补算期刊层级:
python search/scripts/citation_finder.py enrich-tiers --input runs/cf/merged.json --priority-csv search/data/priority_journals.csv --blacklist-csv search/data/blacklist_journals.csv --output runs/cf/enriched.json

4c. Zotero MCP / 本地文件搜索(可选):按 fund-search-workflow.md Step 4/5 执行

4d. 全源合并去重排序:

bash
python search/scripts/dedup.py --input runs/all_merged.json --output runs/deduped.json
python search/scripts/rank_and_filter.py --input runs/deduped.json --weights relevance=0.4,journal_tier=0.3,citation_count=0.2,recency=0.1 --output runs/final.json
python search/scripts/format_bibtex.py --input runs/final.json --output runs/nsfc_references.bib
Step 5: 确认文献集合
  • 直接使用 Step 4d 输出的 runs/final.json(已去重、排序、筛选)
  • 如需调整筛选权重或优先级,参见 references/literature_search_strategy.md
Step 6: 自动归纳文献组织方式
  • 根据 literature_review_patterns.md 选择文献组织方式
  • 根据项目类型选择典型组织模式
  • 根据研究内容划分文献主题
  • 根据研究方法确定方法介绍侧重点
Step 7: 生成文献综述
  • 按 literature_review_style_guide.md 和 output_skeletons.md 生成文献综述
  • 主题划分策略(4种方式,根据研究内容选择)
  • 段落组织(论证功能:引入→举例→对比→转折→总结)
  • 文献引用格式(作者-年份制优先)
  • 表格使用(方法研究型默认使用)
  • 嵌入式评述(每个主题段末)
Step 8: 生成文献评述(独立模块)
  • 按 output_skeletons.md 生成文献评述
  • 评述方式(嵌入式/独立式,根据项目类型选择)
  • 批判性判断(方法性/数据适用性/模型解释能力/研究边界)
  • 引出本项目研究方向
Step 9: 校验与用户研究构想一致性
  • 按 validation_menu.md 逐项验证
  • 文献综述与研究内容的一致性检查
  • 文献评述与研究问题的对应检查
  • 文献→方法→创新的闭环检查
  • 引用格式一致性检查
  • 字数检查
  • 文献质量检查
  • 反模式检查(按 anti_patterns.md)

适配机制

用户已有文献
  • 优先使用用户已有文献
  • 补充检索缺失的文献
  • 验证用户文献的质量和相关性
用户无文献
  • 完全依赖自动检索
  • 按 literature_search_strategy.md 执行检索
  • 生成完整的BibTeX引用库
用户部分文献
  • 以用户已有文献为基础
  • 补充检索缺失的文献
  • 确保文献覆盖所有研究内容

输出格式

输出1:文献综述主体 + 文献评述(MD文件)
markdown
# 1.2 国内外研究现状及发展动态分析

## 1.2.1 主题1(对应研究内容1)
[引入段]
[子主题1.1 文献群]
[子主题1.2 文献群]
[主题评述段(嵌入式评述)]

## 1.2.2 主题2(对应研究内容2)
[引入段]
[子主题2.1 文献群]
[子主题2.2 文献群]
[主题评述段(嵌入式评述)]

## 1.2.3 主题3(对应研究内容3)
[引入段]
[子主题3.1 文献群]
[子主题3.2 文献群]
[主题评述段(嵌入式评述)]

## 1.2.X 文献评述(独立评述小节,可选)
[开头段]
[主题评述段1]
[主题评述段2]
[主题评述段3]
[总结段]

## 参考文献
[参考文献列表]
输出2:BibTeX格式引用库
bibtex
% NSFC申请书文献综述引用库
% 生成时间:YYYY-MM-DD
% 项目主题:XXX

@article{key1,
  title = {文献标题},
  author = {作者},
  journal = {期刊},
  year = {年份},
  doi = {DOI}
}

引文格式要求

正文引用
  • 作者-年份制(优先):作者等(年份) 或 Author et al.(年份)
  • 编号制(按用户需求自适应):[1]、[2]
参考文献输出(唯一格式)
  • BibTeX格式(强制)
  • 必须完整字段(title/author/journal/year)
  • 尽可能存留DOI
  • 不允许缺失关键信息(如未知需标注)
  • 用于 Zotero / BibTeX 直接导入

语言约束

  • 除了必要的术语、文件名、标题等,使用中文
  • 中英文混合引用(中文文献用"姓名等(年份)",英文文献用"Author等(年份)")

禁止行为

  1. ❌ 禁止文献摘要式输出
  2. ❌ 禁止简单罗列论文
  3. ❌ 禁止时间线式综述
  4. ❌ 禁止固定模板化写作(段落/句子模板不允许预设)
  5. ❌ 禁止文献与研究主题脱节组织
  6. ❌ 禁止文献独立成体系
  7. ❌ 禁止文献评述只是总结,无批判性判断
  8. ❌ 禁止调用子agent
  9. ❌ 禁止使用 PubMed 和 arXiv 检索
  10. ❌ 禁止营销类文章、无来源内容、二次转载数据、非学术总结性材料
  11. ❌ 禁止使用 claim_extractor.py 和 support_llm.py(逐条声明评估,非本技能用途)
  12. ❌ 禁止下载全文(CNKI/ScienceDirect 仅收集元数据,不点 Download/View PDF)

最终原则

文献综述的结构,应当从NSFC成功本子中"学习出来",而不是"写死出来"。

文献不是独立成体系,而是服务用户研究构想。每篇文献都应在"文献→研究问题/方法/创新"的论证链中找到位置。

© HuiyuLi-2000, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 26 other files (references) in skills/fund-literature-review-writer of HuiyuLi-2000/Chinese-Grant-Writer-Skills.

  • SKILL.md
  • config.yaml
  • knowledge_base/literature_mapping_rules.md
  • knowledge_base/literature_review_patterns.md
  • knowledge_base/literature_review_style_guide.md
  • references/anti_patterns.md
  • references/fund-search-workflow.md
  • references/info_form.md
  • references/literature_search_strategy.md
  • references/output_skeletons.md
  • references/validation_menu.md
  • requirements.txt
  • search/data/blacklist_journals.csv
  • search/data/priority_journals.csv
  • search/references/api-reference.md
  • search/references/data-schema.md
  • … and 11 more

Open the folder on GitHubat commit 7a92d86

Used in 1 other repository

We found 1 copy of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in HuiyuLi-2000/Chinese-Grant-Writer-Skills, which our catalogue first saw on October 7, 2026.

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  • NSFC Research Plan Writer

    HuiyuLi-2000/Chinese-Grant-Writer-Skills

    Chinese-language helper for the objectives, research content and key scientific questions sections of an NSFC grant application, tuned to the project type.

    439 GitHub starsUsed in 1 repo~600 tokens
    Auto-check passed
  • NSFC Technical Route Writer

    HuiyuLi-2000/Chinese-Grant-Writer-Skills

    Polishes the research methods, technical route and innovation sections of an NSFC grant proposal from an idea you already have, without inventing a new research plan.

    439 GitHub starsUsed in 1 repo~701 tokens
    Auto-check passed

Questions about NSFC Literature Review Writer

What does NSFC Literature Review Writer do?

Writes the research-status literature review and critique section of an NSFC grant proposal, backed by a bundled multi-source literature search. 2 of an NSFC grant proposal: the review of domestic and international research status and the critical assessment of that literature. It treats the review as part of the proposal's argument rather than a pile of abstracts, so it first reads your research idea, research contents and key scientific questions to decide the thematic structure and the research gap to argue for.

When should I use NSFC Literature Review Writer?

NSFC Literature Review Writer fits situations like: writing the domestic and international research status section of an NSFC proposal; turning a list of papers into a critical literature critique; searching and ranking literature for a grant research idea; aligning a literature review with research questions and innovation claims.

How do I install NSFC Literature Review Writer in Claude Code?

Run `npx skills add HuiyuLi-2000/Chinese-Grant-Writer-Skills --skill fund-literature-review-writer -a claude-code`. Or copy the skill folder (skills/fund-literature-review-writer in HuiyuLi-2000/Chinese-Grant-Writer-Skills) into .claude/skills/fund-literature-review-writer in your project. Claude Code loads it when a task matches its description.

How do I install NSFC Literature Review Writer in Codex?

Run `npx skills add HuiyuLi-2000/Chinese-Grant-Writer-Skills --skill fund-literature-review-writer -a codex`. Or copy the skill folder (skills/fund-literature-review-writer in HuiyuLi-2000/Chinese-Grant-Writer-Skills) into .agents/skills/fund-literature-review-writer in your project. Codex loads it when a task matches its description.

Can I use NSFC Literature Review Writer in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add HuiyuLi-2000/Chinese-Grant-Writer-Skills --skill fund-literature-review-writer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/fund-literature-review-writer, .gemini/skills/fund-literature-review-writer, .github/skills/fund-literature-review-writer and .opencode/skills/fund-literature-review-writer in your project.

What does NSFC Literature Review Writer need to run?

Going by SKILL.md and its folder, NSFC Literature Review Writer needs the command-line tools its instructions call (python). Our summary lists: Python with requests, exa-py and scholarly for the search scripts; API keys in search/.env, copied from the example file; Your research idea, contents and key scientific questions.

Does NSFC Literature Review Writer access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is NSFC Literature Review Writer safe to install?

Our automated static check of SKILL.md found notes only (mentions a .env file), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.

What licence does NSFC Literature Review Writer use?

NSFC Literature Review Writer is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does NSFC Literature Review Writer use?

About 1.4k tokens (SKILL.md is roughly 5.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 9.6k tokens, read only when the agent opens those files.

What are the alternatives to NSFC Literature Review Writer?

Skills that share tags, products or a category with NSFC Literature Review Writer: Literature Review Tools (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars), Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars), CLI Anything Zotero (PiaoyangGuohai1/cli-anything-zotero, 138 stars) and Zotero Research Assistant (Bubble-OoO/zotero-research-assistant-skill, 117 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains NSFC Literature Review Writer?

HuiyuLi-2000 (a GitHub user) maintains it in HuiyuLi-2000/Chinese-Grant-Writer-Skills, which has 439 GitHub stars. The repository holds 4 skills in this directory. The repository was last updated on June 25, 2026.

Source: HuiyuLi-2000/Chinese-Grant-Writer-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.