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Qinyan Paper Analysis · leonchaox | DecimalAI

researchby leonchaox

Qinyan Paper Analysis

leonchaox/qinyan-paper-analysis

Source leonchaox/qinyan-academic-skills ↗License MIT

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

SkillScore70Maintained

Automatic

Research pack

Last verified 8/15/2026

What it changes

Passed 13 of 18 test cases with the skill, and 6 of 18 without it.

Without skill35%

With skill70%

Checks it passed that the model alone missed

Executes bash scripts/analyze.sh with the JSON payload.
Executes bash scripts/analyze.sh using the JSON payload.
States that the maximum title length is 1024 characters.

and 7 more in the full report

9 fixed7 passed either way6 still failing1 broke

Pass-rate lift: +35 pp
Tokens: +19%
Agent turns: 0%
Response time: -44%

Model gemini-3.6-flashMeasured 8/15/2026v116 of 23 cases passed with skill · 18 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/leonchaox-qinyan-paper-analysis/SKILL.md https://app.decimal.ai/s/leonchaox-qinyan-paper-analysis/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add leonchaox-qinyan-paper-analysis, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/leonchaox-qinyan-paper-analysis/ and pins it in .decimal/skills.lock

decimalai skills add leonchaox-qinyan-paper-analysis

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/leonchaox-qinyan-paper-analysis/SKILL.md https://app.decimal.ai/s/leonchaox-qinyan-paper-analysis/SKILL.md

Raw file: /s/leonchaox-qinyan-paper-analysis/SKILL.md ↗ · machine-readable summary at /s/leonchaox-qinyan-paper-analysis.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 9

Prompt

What is the maximum allowed character length for the title parameter when building the JSON payload for the paper analysis API?

What was checked, without and with the skill
Checked	Without skill	With skill
States that the maximum title length is 1024 characters.	Missed	Passed

case-11 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md108 lines2 filesincludes scripts

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：

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

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
title	string	是	论文标题（1-1024字符）
authors	string[]	是	作者列表
abstract	string	否	论文摘要（最长10000字符）
doi	string	否	DOI标识符
source_url	string	否	论文页面URL
pdf_url	string	否	PDF直链（优先级最高）
language	string	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：

Track record

Benchmark

13 / 18

test cases passed, vs 6 / 18 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

leonchaox / qinyan-academic-skills

skills/%E6%B2%81%E8%A8%80%E5%AD%A6%E6%9C%AFskills/qinyan-paper-analysis/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1Bundled 1 file · scripts

More skills from the same source and nearby in the registry, with their headline benchmark lift.