Hypothesis Generation
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
沁言学术通用论文润色优化 - 按照专业学术规范对中英文学术论文、学位论文和专业报告进行语言润色,提升表达质量、逻辑连贯性和格式规范性。适用于未指定期刊的常规润色;若用户明确要求 Nature/Nature Communications 风格、章节级论证重构、声称—证据边界审查或投稿级英文精修,改用 qinyan-nature-polishing。触发词:论文润色、论文修改、润色优化、paper…
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polish --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .claude/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.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/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .claude/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polishType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polish --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .agents/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .agents/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polish --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .cursor/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .cursor/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/LeonChaoX/qinyan-academic-skills.git --path 'skills/沁言学术skills/qinyan-paper-polish'--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polish --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .gemini/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .gemini/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polishInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .github/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .github/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-polish --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-polish' .opencode/skills/qinyan-paper-polish && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "qinyan-paper-polish" agent skill from https://github.com/LeonChaoX/qinyan-academic-skills/tree/main/skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-polish into .opencode/skills/qinyan-paper-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "qinyan-paper-polish", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
qinyan-paper-polish沁言学术通用论文润色优化 - 按照专业学术规范对中英文学术论文、学位论文和专业报告进行语言润色,提升表达质量、逻辑连贯性和格式规范性。适用于未指定期刊的常规润色;若用户明确要求 Nature/Nature Communications 风格、章节级论证重构、声称—证据边界审查或投稿级英文精修,改用 qinyan-nature-polishing。触发词:论文润色、论文修改、润色优化、paper…
Qinyan Paper Polish is an agent skill from LeonChaoX/qinyan-academic-skills. 沁言学术通用论文润色优化 - 按照专业学术规范对中英文学术论文、学位论文和专业报告进行语言润色,提升表达质量、逻辑连贯性和格式规范性。适用于未指定期刊的常规润色;若用户明确要求 Nature/Nature Communications 风格、章节级论证重构、声称—证据边界审查或投稿级英文精修,改用 qinyan-nature-polishing。触发词:论文润色、论文修改、润色优化、paper polishing、academic writing、论文改写、文本润色、报告润色
Its SKILL.md is about 600 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Research & Science. The repository describes itself as: A curated, multilingual library of 182 installable AI agent skills for end-to-end academic research—spanning literature discovery, scientific writing, grant development… The licence is MIT.
5 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit df5a498. It shows what the files ask for, not the result of running them.
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.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Qinyan Paper Polish loads about 603 tokens when it runs. Until then it costs about 65 tokens; SKILL.md has 121 words of instructions outside code blocks.
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.
The automated check found no risky patterns in SKILL.md.
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.
The full file from LeonChaoX/qinyan-academic-skills at commit df5a498, republished under its MIT licence (© LeonChaoX). 121 words, ~603 tokens.
.claude/skills/qinyan-paper-polish/SKILL.md (or your agent's skills folder).本技能按照科学专业的学术规范,对中文论文、英文论文、专业报告等学术文本进行润色优化。提升语言表达质量、逻辑连贯性和学术规范性,同时保持作者的原始观点和研究内容不变。
技能路由: 本技能处理通用语言润色。用户明确指定 Nature 系列期刊,或需要章节级逻辑重构、证据边界校准、去模板化 AI 文风和投稿级忠实度核验时,使用 qinyan-nature-polishing。
学术诚信声明:
接收用户提供的待润色文本,确认:
分析文本存在的主要问题:
提供润色后的完整文本,并附上修改说明。
## 润色结果
[润色后的完整文本]
---
## 修改说明
### 主要修改
1. [修改点1]: 原文"..." → 修改为"...",理由:...
2. [修改点2]: 原文"..." → 修改为"...",理由:...
...
### 修改统计
- 语言表达优化:X 处
- 术语规范化:X 处
- 逻辑衔接优化:X 处
- 格式规范化:X 处对每个段落单独给出原文和润色后的对比。
在原文基础上标注修改建议,由用户自行决定是否采纳。
我们通过实验证明了这个方法是最好的。实验结果很好地说明了我们提出的算法能够非常有效地提高性能。实验结果表明,所提方法在多项评估指标上均取得了显著提升,验证了该算法的有效性。© LeonChaoX, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in skills/沁言学术skills/qinyan-paper-polish of LeonChaoX/qinyan-academic-skills.
Open the folder on GitHubat commit df5a498
Qinyan Paper Polish next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Qinyan Paper Polish this skillLeonChaoX/qinyan-academic-skills | 944 | — | ~603 | Automated safety check: Pass | MIT | |
| Hypothesis Generationspacering-net/codeg | 3.9k | 14 repos | ~3.6k | Automated safety check: Notes | MIT | |
| GitHub Deep Researchbytedance/deer-flow | 84k | 4 repos | ~1.3k | Automated safety check: Pass | MIT | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Content Research Writerweapp-tailwindcss/weapp-tailwindcss | 1.9k | 25 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Last30daysmvanhorn/last30days-skill | 64k | — | ~7.9k | Automated safety check: Notes | MIT |
spacering-net/codeg
Structured hypothesis formulation from observations. An agent skill from spacering-net/codeg.
bytedance/deer-flow
Researches a GitHub repository over four rounds using the GitHub API and web search, then writes a structured markdown report with timeline, metrics and Mermaid diagrams.
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
weapp-tailwindcss/weapp-tailwindcss
Assists in writing high-quality content by conducting research, adding citations, improving hooks, iterating on outlines, and providing real-time feedback on each section.
mvanhorn/last30days-skill
Research what people actually say about any topic in the last 30 days.
spacering-net/codeg
Structured manuscript/grant review with checklist-based evaluation.
LeonChaoX/qinyan-academic-skills
Generate professional slide deck images from academic papers and content.
LeonChaoX/qinyan-academic-skills
Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API.
LeonChaoX/qinyan-academic-skills
Generate academic research proposals for PhD applications. An agent skill from LeonChaoX/qinyan-academic-skills.
LeonChaoX/qinyan-academic-skills
Write comprehensive literature reviews for medical imaging AI research.
LeonChaoX/qinyan-academic-skills
Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles.
LeonChaoX/qinyan-academic-skills
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML).
Categories
沁言学术通用论文润色优化 - 按照专业学术规范对中英文学术论文、学位论文和专业报告进行语言润色,提升表达质量、逻辑连贯性和格式规范性。适用于未指定期刊的常规润色;若用户明确要求 Nature/Nature Communications 风格、章节级论证重构、声称—证据边界审查或投稿级英文精修,改用 qinyan-nature-polishing。触发词:论文润色、论文修改、润色优化、paper…. Qinyan Paper Polish is an agent skill from LeonChaoX/qinyan-academic-skills.
Qinyan Paper Polish fits situations like: research & Science work in your project.
Run `npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a claude-code`. Or copy the skill folder (skills/沁言学术skills/qinyan-paper-polish in LeonChaoX/qinyan-academic-skills) into .claude/skills/qinyan-paper-polish in your project. Claude Code loads it when a task matches its description.
Run `npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a codex`. Or copy the skill folder (skills/沁言学术skills/qinyan-paper-polish in LeonChaoX/qinyan-academic-skills) into .agents/skills/qinyan-paper-polish in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-polish -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/qinyan-paper-polish, .gemini/skills/qinyan-paper-polish, .github/skills/qinyan-paper-polish and .opencode/skills/qinyan-paper-polish in your project.
SKILL.md names no scripts, command-line tools or credentials: Qinyan Paper Polish is instructions for the agent only.
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.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Qinyan Paper Polish is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 603 tokens (SKILL.md is roughly 2.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Qinyan Paper Polish: Hypothesis Generation (spacering-net/codeg, 3.9k stars), GitHub Deep Research (bytedance/deer-flow, 84k stars), Nature Paper Card (Yuan1z0825/nature-skills, 47k stars) and Content Research Writer (weapp-tailwindcss/weapp-tailwindcss, 1.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
LeonChaoX (a GitHub user) maintains it in LeonChaoX/qinyan-academic-skills, which has 944 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on July 20, 2026.
Source: LeonChaoX/qinyan-academic-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.