
用FOCUS方法总结一篇论文
概览
一项Claude技能,用于严谨且保持细节的学术论文和长篇文档摘要。 改编自Lin(2025)《自然生物技术》中描述的FOCUS工作流程。该方法逐节提取文档中的每个关键点,包含具体细节和自然嵌入的直接引用,然后生成一个干净利落的最终输出,顶部有概览。 大多数AI生成的摘要会丢失使论文值得阅读的细节:效应大小、方法名称、精确比较,以及作者在关键时刻的用语。这项技能采取了相反的做法。它将穷尽性视为一个特点,而非缺陷,并保持了源材料的具体性。 1. 文档中的每个关键点,逐节嵌入具体细节和直接引用,自然嵌入(不与意译并列重述)。2. 去除引用标记,添加简明的概述/摘要,并组织章节以便可读。
概述(AI 翻译)
一项Claude技能,用于严谨且保持细节的学术论文和长篇文档摘要。
改编自Lin(2025)《自然生物技术》中描述的FOCUS工作流程。该方法逐节提取文档中的每一个关键点,包含具体细节和自然嵌入的直接引用,然后生成清晰的最终输出,顶部有概述。
它的作用
大多数AI生成的摘要会丢失使论文值得阅读的细节:效应大小、方法名称、精确比较,以及作者在关键时刻的用语。这项技能采取了相反的做法。它将穷尽性视为一个特点,而非缺陷,并保持了源材料的具体性。
两步流程:
- 逐节提取文件中的每一个关键点,包含具体细节和直接引用,自然嵌入(不与释义并列重述)。
- 通过去除引用标记、添加简明概述/摘要,并组织章节以提升可读性来进行整理。
输出是一份编号列表,按章节标题组织,关键词加粗,引用斜体。无元评论,无署名“作者”,无填充内容。
本页由 AI 翻译,技术细节请以原文为准。
README
以下为原文 README 节选,完整内容请查看原文。
focus
A Claude skill for rigorous, detail-preserving summarization of academic papers and long-form documents.
Adapted from the FOCUS workflow described in Lin (2025), Nature Biotechnology. The method extracts every key point from a document, section by section, with specific details and naturally embedded direct quotes, then produces a clean final output with an overview at the top.
What it does
Most AI-generated summaries lose the details that make a paper worth reading: effect sizes, method names, exact comparisons, the author’s own language where it matters. This skill takes the opposite approach. It treats exhaustiveness as a feature, not a bug, and preserves the specificity of the source material.
The two-step process:
- Extract every key point from the document, section by section, with concrete details and direct quotes embedded naturally (not restated alongside paraphrase).
- Clean up by stripping citation markers, adding a concise overview/takeaway, and organizing sections for readability.
The output is a numbered list organized under section headings, with bold key terms and italicized quotes. No meta-commentary, no attribution to “the authors,” no filler.
Installation
Option 1: Download ZIP
Click the green Code button at the top of this repo, then Download ZIP. Extract the ZIP and add the folder to your Claude skills directory.
Option 2: Releases
Go to the Releases page and download the latest .skill file. Add it to your Claude skills in customize/skills on the web, or double-click it if you have Claude Desktop installed.
Option 3: Build it yourself
Build a .skill file from the source code, then add it to your Claude skills as described above.
git clone https://github.com/stephenturner/skill-focus.git
cd skill-focus
zip -r focus.skill SKILL.md references/
Usage
Trigger the skill with any of:
/focus(followed by or alongside an uploaded document)- “Summarize with FOCUS”
- “FOCUS summary”
- “Use the focus method”
It also triggers on requests for exhaustive or detail-preserving summaries where the user wants every key insight captured with supporting quotes.
Example output format
## Overview
[3-6 sentence paragraph summarizing the document's main contribution and findings.]
## Section Title
1. **Key finding in sentence case**
The experiment showed a 23% reduction in error rate across all conditions,
with the strongest effect in the high-complexity group. The method
*"outperformed all baselines on both precision and recall"* when applied
to datasets with more than 10,000 samples.
2. **Another insight**
...
What this skill is not
推荐工具
换一个关键词,或者移除筛选条件。
安装
npx skillfish add stephenturner/skill-focus