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stephenturner/skill-focus

开发工具

本页由 AI 翻译,技术细节请以原文为准。 查看原文

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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:

  1. 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)。
  2. 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:

  1. Extract every key point from the document, section by section, with concrete details and direct quotes embedded naturally (not restated alongside paraphrase).
  2. 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

在 GitHub 查看完整 README

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安装

npx skillfish add stephenturner/skill-focus
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