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Agent Skill · 研究检索

virtual-lists(虚拟列表)

virtual-lists 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

virtual-lists 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 18,052。

总安装 6,279周安装 254GitHub Stars 173下载 1,971核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:virtual-lists(虚拟列表)
来源仓库:https://github.com/patternsdev/skills
仓库路径:skills/virtual-lists
安装命令:
npx skills add https://github.com/patternsdev/skills --skill virtual-lists
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/patternsdev/skills --skill virtual-lists

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

用于查找、检索和筛选相关信息。virtual-lists 属于研究检索类 Skill,可作为该场景下的辅助能力补充。适合根据关键词或任务场景快速定位候选结果。可结合来源仓库和原始 README 核验具体用法。安装前建议确认权限范围和维护状态。注意是否会触发联网或文件读写。

适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/virtual-lists

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/patternsdev/skills --skill virtual-lists;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

virtual-lists 怎么安装?

在终端执行 npx skills add https://github.com/patternsdev/skills --skill virtual-lists。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

virtual-lists 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

virtual-lists 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

virtual-lists 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

virtual-lists 用的人多吗?

公开数据是累计安装 6,279 次,近一周安装 254 次,下载 1,971 次,GitHub 173 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

virtual-lists 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
virtual-lists

虚拟列表 · 本页

6,279173需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

List Virtualization

Table of Contents

List virtualization (also known as windowing) is the idea of rendering only visible rows of content in a dynamic list instead of the entire list. The rows rendered are only a small subset of the full list with what is visible (the window) moving as the user scrolls. This can improve rendering performance.

If you use React and need to display large lists of data efficiently, you may be familiar with react-virtualized. It's a windowing library by Brian Vaughn that renders only the items currently visible in a list (within a scrolling "viewport"). This means you don't need to pay the cost of thousands of rows of data being rendered at once.

When to Use

  • Use this when rendering large lists or grids (hundreds/thousands of items) that cause performance issues
  • This is helpful for reducing initial render time and improving scroll performance

When NOT to Use

  • For short lists (under ~100 items) where native rendering is fast enough without virtualization
  • When accessibility requirements demand all list items be in the DOM for screen readers
  • When the list items have unpredictable, content-dependent heights that make virtualization measurements unreliable

Instructions

  • Use react-window (or react-virtualized) to render only visible items in a scrollable container
  • Choose FixedSizeList for items of equal height or VariableSizeList for items of different heights
  • Use react-window-infinite-loader for incrementally loading data as the user scrolls
  • Consider CSS content-visibility: auto for simpler cases where full virtualization isn't needed

Details

How does list virtualization work?

"Virtualizing" a list of items involves maintaining a window and moving that window around your list. Windowing in react-virtualized works by:

  • Having a small container DOM element (e.g <ul>) with relative positioning (window)
  • Having a big DOM element for scrolling
  • Absolutely positioning children inside the container, setting their styles for top, left, width and height.

Rather than rendering 1000s of elements from a list at once (which can cause slower initial rendering or impact scroll performance), virtualization focuses on rendering just items visible to the user.

This can help keep list rendering fast on mid to low-end devices. You can fetch/display more items as the user scrolls, unloading previous entries and replacing them with new ones.

A smaller alternative to react-virtualized

react-window is a rewrite of react-virtualized by the same author aiming to be smaller, faster and more tree-shakeable.

In a tree-shakeable library, size is a function of which API surfaces you choose to use. You can see ~20-30KB (gzipped) savings using it in place of react-virtualized.

The APIs for both packages are similar and where they differ, react-window tends to be simpler. react-window's components include:

List

Lists render a windowed list (row) of elements meaning that only the visible rows are displayed to users (e.g FixedSizeList, VariableSizeList). Lists use a Grid (internally) to render rows, relaying props to that inner Grid.

Rendering a list of data using React

Here's an example of rendering a list of simple data (itemsArray) using React:

import React from "react";
import ReactDOM from "react-dom";

const itemsArray = [
  { name: "Drake" },
  { name: "Halsey" },
  { name: "Camillo Cabello" },
  { name: "Travis Scott" },
  { name: "Bazzi" },
  { name: "Flume" },
  { name: "Nicki Minaj" },
  { name: "Kodak Black" },
  { name: "Tyga" },
  { name: "Buno Mars" },
  { name: "Lil Wayne" }, ...
]; // our data

const Row = ({ index, style }) => (
  <div className={index % 2 ? "ListItemOdd" : "ListItemEven"} style={style}>
    {itemsArray[index].name}
  </div>
);

const Example = () => (
  <div
    style={{
      height: 150,
      width: 300
    }}
    class="List"
  >
    {itemsArray.map((item, index) => Row({ index }))}
  </div>
);

ReactDOM.render(<Example />, document.getElementById("root"));

Rendering a list using react-window

...and here's the same example using react-window's FixedSizeList, which takes a few props (width, height, itemCount, itemSize) and a row rendering function passed as a child:

import React from "react";
import ReactDOM from "react-dom";
import { FixedSizeList as List } from "react-window";

const itemsArray = [...]; // our data

const Row = ({ index, style }) => (
  <div className={index % 2 ? "ListItemOdd" : "ListItemEven"} style={style}>
    {itemsArray[index].name}
  </div>
);

const Example = () => (
  <List
    className="List"
    height={150}
    itemCount={itemsArray.length}
    itemSize={35}
    width={300}
  >
    {Row}
  </List>
);

ReactDOM.render(<Example />, document.getElementById("root"));

You can try out FixedSizeList on CodeSandbox.

Grid

Grid renders tabular data with virtualization along the vertical and horizontal axes (e.g FixedSizeGrid, VariableSizeGrid). It only renders the Grid cells needed to fill itself based on current horizontal/vertical scroll positions.

import React from 'react';
import ReactDOM from 'react-dom';
import { FixedSizeGrid as Grid } from 'react-window';

const itemsArray = [
  [{},{},{},...],
  [{},{},{},...],
  [{},{},{},...],
  [{},{},{},...],
];

const Cell = ({ columnIndex, rowIndex, style }) => (
  <div
    className={
      columnIndex % 2
        ? rowIndex % 2 === 0
          ? 'GridItemOdd'
          : 'GridItemEven'
        : rowIndex % 2
          ? 'GridItemOdd'
          : 'GridItemEven'
    }
    style={style}
  >
    {itemsArray[rowIndex][columnIndex].name}
  </div>
);

const Example = () => (
  <Grid
    className="Grid"
    columnCount={5}
    columnWidth={100}
    height={150}
    rowCount={5}
    rowHeight={35}
    width={300}
  >
    {Cell}
  </Grid>
);

ReactDOM.render(<Example />, document.getElementById('root'));

You can also try out FixedSizeGrid on CodeSandbox.

More in-depth react-window examples

Scott Taylor implemented an open-source Pitchfork music reviews scraper (src) using react-window and FixedSizeGrid.

Pitchfork scraper uses react-window-infinite-loader (demo) which helps break large data sets down into chunks that can be loaded as they are scrolled into view.

Here's a snippet of how react-window-infinite-loader is incorporated in this app:

import React, { Component } from 'react';
import { FixedSizeGrid as Grid } from 'react-window';
import InfiniteLoader from 'react-window-infinite-loader';

// ...

render() {
  return (
    <InfiniteLoader
      isItemLoaded={this.isItemLoaded}
      loadMoreItems={this.loadMoreItems}
      itemCount={this.state.count + 1}
    >
      {({ onItemsRendered, ref }) => (
        <Grid
          onItemsRendered={this.onItemsRendered(onItemsRendered)}
          columnCount={COLUMN_SIZE}
          columnWidth={180}
          height={800}
          rowCount={Math.max(this.state.count / COLUMN_SIZE)}
          rowHeight={220}
          width={1024}
          ref={ref}
        >
          {this.renderCell}
        </Grid>
      )}
    </InfiniteLoader>
  );
}

You might find the commit porting the app over from react-virtualized useful.

An implementation using FixedSizeList is also available:

return (
  <InfiniteLoader
    isItemLoaded={this.isItemLoaded}
    loadMoreItems={this.loadMoreItems}
    itemCount={this.state.count}
  >
    {({ onItemsRendered, ref }) => (
      <section>
        <FixedSizeList
          itemCount={this.state.count}
          itemSize={ROW_HEIGHT}
          onItemsRendered={onItemsRendered}
          height={this.state.height}
          width={this.state.width}
          ref={ref}
        >
          {this.renderCell}
        </FixedSizeList>
      </section>
    )}
  </InfiniteLoader>
);

For even more complex needs, a The Movie Database demo app used react-virtualized and Infinite Loader under the hood. Porting it over to react-window and react-window-infinite-loader didn't take long, but we did discover a few components were not yet supported. Regardless, the final functionality is pretty close.

The missing components were WindowScroller and AutoSizer, which we'll look at next.

// ...
return (
  <section>
    <AutoSizer disableHeight>
      {({width}) => {
        const {movies, hasMore} = this.props;
        const rowCount = getRowsAmount(width, movies.length, hasMore);
        // ...
        return (
          <InfiniteLoader
            ref={this.infiniteLoaderRef}
            // ...
            {({onRowsRendered, registerChild}) => (
              <WindowScroller>
                {({height, scrollTop}) => (

What's missing from react-window?

react-window does not yet have the complete API surface of react-virtualized, so do check the comparison docs if considering it. What's missing?

  • WindowScroller - This is a react-virtualized component that enables Lists to be scrolled based on the window's scroll positions. There are currently no plans to implement this for react-window so you'll need to solve this in userland.
  • AutoSizer - HOC that grows to fit all of the available space, automatically adjusting the width and height of a single child. Brian implemented this as a standalone package. Follow this issue for the latest.
  • CellMeasurer - HOC automatically measuring a cell's content by rendering it in a way that is not visible to the user. Follow here for discussion on support.

That said, we found react-window sufficient for most of our needs with what it includes out of the box.

Improvements in the web platform

Some modern browsers now support CSS content-visibility. content-visibility:auto allows you to skip rendering & painting offscreen content until needed. If you have a long HTML document with costly rendering, consider trying the property out.

For rendering lists of dynamic content, I still recommend using a library like react-window. It would be hard to have a content-visibility:hidden version of such a library that beats a version aggressively using display:none or removing DOM nodes when offscreen like many list virtualization libraries may do today.

Source

References

平台分布

Codex

37.34%
按下载量换算736

Claude

27.72%
按下载量换算546

Cursor

19.09%
按下载量换算376

Gemini CLI

9.3%
按下载量换算183

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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