Agent skill

Qinyan Paper Analysis

by LeonChaoX in LeonChaoX/qinyan-academic-skills

沁言学术论文分析 - 对单篇学术论文进行深度分析解读,提取研究目标、方法论、主要发现和研究限制。通过沁言学术OpenAPI的analyze接口实现。触发词:论文分析、论文解读、分析论文、paper analysis、analyze paper、论文解析

MITAuto-check passedBackend & APIs

Install Qinyan Paper Analysis

skills CLI
$ npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-analysis -a claude-code

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

GitHub CLI
$ gh skill install LeonChaoX/qinyan-academic-skills qinyan-paper-analysis --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/LeonChaoX/qinyan-academic-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'skills/沁言学术skills/qinyan-paper-analysis' .claude/skills/qinyan-paper-analysis && 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
qinyan-paper-analysis
GitHub stars
944
Token cost
~610 tokens
SKILL.md length
99 words
Files
2 (incl. scripts)
Skills in repo
31
Repo updated
First seen
Licence
MIT

At a glance

沁言学术论文分析 - 对单篇学术论文进行深度分析解读,提取研究目标、方法论、主要发现和研究限制。通过沁言学术OpenAPI的analyze接口实现。触发词:论文分析、论文解读、分析论文、paper analysis、analyze paper、论文解析

  • Works in 2 steps: 已设置 QINYAN_API_KEY 环境变量(前往… → 环境中可用 curl 和 python3
  • Tasks that involve OpenAPI specifications
  • SKILL.md covers 概述, 前置条件, API接口 and 使用方法, plus 3 more sections
  • Runs Shell scripts from its folder; calls bash; reaches api.qinyanai.com and arxiv.org; needs QINYAN_API_KEY

What it does

Qinyan Paper Analysis is an agent skill from LeonChaoX/qinyan-academic-skills. 沁言学术论文分析 - 对单篇学术论文进行深度分析解读,提取研究目标、方法论、主要发现和研究限制。通过沁言学术OpenAPI的analyze接口实现。触发词:论文分析、论文解读、分析论文、paper analysis、analyze paper、论文解析

Its SKILL.md is about 610 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/analyze.sh`).

It sits in Backend & APIs, covering OpenAPI specifications. It works with OpenAPI. 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.

When your agent uses it

  • Tasks that involve OpenAPI specifications

Example prompts

  • “/qinyan-paper-analysis”

Requirements

  • A Bash shell
  • A credential in QINYAN_API_KEY

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. 已设置 QINYAN_API_KEY 环境变量(前往 https://platform.qinyanai.com/ 申请)
  2. 环境中可用 curl 和 python3

What it can do on your machine

Read from SKILL.md and the folder at commit df5a498. 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

    Ships 1 file in scripts/ (Shell), which the agent can run.

    Shell commands in SKILL.md call:

    • bash

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

  • Network

    Hosts in commands or code, which the agent is likely to contact:

    • api.qinyanai.com
    • arxiv.org

    Also links to:

    • platform.qinyanai.com

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

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • QINYAN_API_KEY

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

Context cost

Qinyan Paper Analysis loads about 610 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 99 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~610

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 passed

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); the scripts in this folder are not scanned.

SKILL.md

The full file from LeonChaoX/qinyan-academic-skills at commit df5a498, republished under its MIT licence (© LeonChaoX). 99 words, ~610 tokens.

Download SKILL.mdSave it as .claude/skills/qinyan-paper-analysis/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
name
qinyan-paper-analysis
description
沁言学术论文分析 - 对单篇学术论文进行深度分析解读,提取研究目标、方法论、主要发现和研究限制。通过沁言学术OpenAPI的analyze接口实现。触发词:论文分析、论文解读、分析论文、paper analysis、analyze paper、论文解析

沁言学术 - 论文分析

概述

本技能通过沁言学术OpenAPI的论文分析接口,对单篇学术论文进行深度分析解读。系统会获取论文内容(通过PDF、网页或摘要),生成结构化的研究分析报告,包括研究目标、方法论、主要发现和研究限制。

学术诚信声明: 分析结果基于论文实际内容生成,不会捏造或猜测论文中未包含的信息。如无法获取完整论文内容,将基于可获取的信息(如摘要)进行有限分析,并明确告知用户分析的局限性。

前置条件

使用前请确保:

  1. 已设置 QINYAN_API_KEY 环境变量(前往 https://platform.qinyanai.com/ 申请)
  2. 环境中可用 curl 和 python3
bash
export QINYAN_API_KEY="your-api-key-here"

API接口

接口地址: https://api.qinyanai.com/v1/paper-search/analyze

请求参数
参数类型必填说明
titlestring是论文标题(1-1024字符)
authorsstring[]是作者列表
abstractstring否论文摘要(最长10000字符)
doistring否DOI标识符
source_urlstring否论文页面URL
pdf_urlstring否PDF直链(优先级最高)
languagestring否(默认"中文")输出语言:"中文" 或 "en"

注意: abstract、source_url、pdf_url 至少需提供其一,以便系统获取论文内容。pdf_url 优先级最高,能获得最完整的分析结果。

使用方法

通过 scripts/analyze.sh 脚本调用:

bash
bash scripts/analyze.sh '<json_payload>'
示例

基本分析(通过DOI):

bash
bash scripts/analyze.sh '{"title": "Attention Is All You Need", "authors": ["Ashish Vaswani", "Noam Shazeer", "Niki Parmar"], "doi": "10.48550/arXiv.1706.03762", "language": "中文"}'

通过PDF链接分析:

bash
bash scripts/analyze.sh '{"title": "BERT: Pre-training of Deep Bidirectional Transformers", "authors": ["Jacob Devlin"], "pdf_url": "https://arxiv.org/pdf/1810.04805.pdf", "language": "中文"}'

通过摘要分析:

bash
bash scripts/analyze.sh '{"title": "论文标题", "authors": ["作者1", "作者2"], "abstract": "本文提出了...", "language": "中文"}'

英文输出:

bash
bash scripts/analyze.sh '{"title": "Paper Title", "authors": ["Author1"], "doi": "10.xxxx/xxxxx", "language": "en"}'

返回结果

API返回结构化分析结果:

json
{
  "success": true,
  "message": "Paper analysis completed successfully",
  "paper_title": "论文标题",
  "analysis": {
    "研究目标": "提出一种新的...",
    "方法论": "设计了...",
    "主要发现": "实验结果表明...",
    "研究限制": "本研究主要在...方面存在局限"
  }
}

输出格式

向用户呈现分析结果时,按以下结构组织:

  1. 论文基本信息

    • 标题、作者、DOI等
  2. 研究目标

    • 论文要解决的核心问题
  3. 方法论

    • 使用的研究方法、技术路线、实验设计
  4. 主要发现

    • 核心研究成果和结论
  5. 研究限制

    • 研究的局限性和不足之处

工作流建议

  1. 如用户只提供论文标题,先尝试通过文献检索获取DOI、摘要等完整信息
  2. 优先使用 pdf_url(分析最完整),其次 source_url,最后 abstract
  3. 分析完成后,可建议用户是否需要进一步的文献检索或相关论文推荐

© LeonChaoX, 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 1 other file (scripts) in skills/沁言学术skills/qinyan-paper-analysis of LeonChaoX/qinyan-academic-skills.

  • SKILL.md
  • scripts/analyze.sh

Open the folder on GitHubat commit df5a498

Compare with similar skills

Qinyan Paper Analysis 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.

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SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Qinyan Paper Analysis this skillLeonChaoX/qinyan-academic-skills944—~610Automated safety check: PassMIT
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OpenAPI to MCP Servermcp-use/mcp-use11k—~5.2kAutomated safety check: PassApache-2.0
Use Yaakmountain-loop/yaak19k—~1.9kAutomated safety check: PassMIT
API DesignerJeffallan/claude-skills12k1 repos~2kAutomated safety check: PassMIT

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Works with

Categories

Questions about Qinyan Paper Analysis

What does Qinyan Paper Analysis do?

沁言学术论文分析 - 对单篇学术论文进行深度分析解读,提取研究目标、方法论、主要发现和研究限制。通过沁言学术OpenAPI的analyze接口实现。触发词:论文分析、论文解读、分析论文、paper analysis、analyze paper、论文解析. Qinyan Paper Analysis is an agent skill from LeonChaoX/qinyan-academic-skills.

When should I use Qinyan Paper Analysis?

Qinyan Paper Analysis fits situations like: tasks that involve OpenAPI specifications.

How do I install Qinyan Paper Analysis in Claude Code?

Run `npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-analysis -a claude-code`. Or copy the skill folder (skills/沁言学术skills/qinyan-paper-analysis in LeonChaoX/qinyan-academic-skills) into .claude/skills/qinyan-paper-analysis in your project. Claude Code loads it when a task matches its description.

How do I install Qinyan Paper Analysis in Codex?

Run `npx skills add LeonChaoX/qinyan-academic-skills --skill qinyan-paper-analysis -a codex`. Or copy the skill folder (skills/沁言学术skills/qinyan-paper-analysis in LeonChaoX/qinyan-academic-skills) into .agents/skills/qinyan-paper-analysis in your project. Codex loads it when a task matches its description.

Can I use Qinyan Paper Analysis 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 LeonChaoX/qinyan-academic-skills --skill qinyan-paper-analysis -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-analysis, .gemini/skills/qinyan-paper-analysis, .github/skills/qinyan-paper-analysis and .opencode/skills/qinyan-paper-analysis in your project.

What does Qinyan Paper Analysis need to run?

Going by SKILL.md and its folder, Qinyan Paper Analysis needs a shell for the scripts in its folder, the command-line tools its instructions call (bash) and credentials named QINYAN_API_KEY. Our summary lists: A Bash shell; A credential in QINYAN_API_KEY.

Does Qinyan Paper Analysis access the network?

SKILL.md names 3 domains. In commands or code: api.qinyanai.com and arxiv.org; the agent is likely to contact these when it follows the instructions. As links in the text: platform.qinyanai.com. This is read from the text; nothing was executed.

Is Qinyan Paper Analysis safe to install?

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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Qinyan Paper Analysis use?

Qinyan Paper Analysis 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 Qinyan Paper Analysis use?

About 610 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.

What are the alternatives to Qinyan Paper Analysis?

Skills that share tags, products or a category with Qinyan Paper Analysis: ToolJet Marketplace Plugin Builder (ToolJet/ToolJet, 41k stars), Step Parts (earthtojake/text-to-cad, 19k stars), OpenAPI to MCP Server (mcp-use/mcp-use, 11k stars) and Use Yaak (mountain-loop/yaak, 19k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Qinyan Paper Analysis?

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.