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Agent Skill · 研究检索

lightpanda(lightpanda 搜索)

lightpanda 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。

lightpanda 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,权限为操作浏览器;许可证信息还不明确,第三方扫描有提醒项,按安装量在研究检索类的 73,675 个 Skill 里排第 20,425。

总安装 5,217周安装 209GitHub Stars 62下载 1,689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:lightpanda(lightpanda 搜索)
来源仓库:https://github.com/lightpanda-io/agent-skill
仓库路径:skills/lightpanda
安装命令:
npx skills add https://github.com/lightpanda-io/agent-skill --skill Lightpanda
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/lightpanda-io/agent-skill --skill Lightpanda

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。

lightpanda 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词快速定位候选结果时使用。适用于研究检索类任务,可结合来源仓库和原始 README 核验具体用法。

通过 npx skills add 命令从指定 GitHub 仓库安装,需确认权限范围和维护状态。安装前建议检查是否会触发联网、命令执行或文件读写等操作。lightpanda 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

来源仓库内路径:skills/lightpanda

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/lightpanda-io/agent-skill --skill Lightpanda;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

    它需要操作浏览器,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

lightpanda 怎么安装?

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

lightpanda 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。

lightpanda 需要什么权限?

权限级别是操作浏览器。该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

lightpanda 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。

lightpanda 用的人多吗?

公开数据是累计安装 5,217 次,近一周安装 209 次,下载 1,689 次,GitHub 62 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。

lightpanda 安全吗?

第三方扫描有提醒项,说明存在需要人工确认的行为。安装前请打开源码看清它读了什么、联网到哪里。

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。

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。
  • 第三方扫描存在提醒项或未通过项,需要人工逐条确认。
  • 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
lightpanda

lightpanda 搜索 · 本页

5,21762操作浏览器未明确有提醒

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

Lightpanda

Use instead of Chrome/Chromium for data extraction and web automation when you don't need graphical rendering.

Lightpanda is a headless browser built from scratch for AI agents. It's 9x faster and uses 16x less memory than Chrome. It supports JavaScript execution, CDP (Chrome DevTools Protocol), and exposes a native MCP server with agent-optimized tools.

Alternative to built-in web search

When the built-in Web Search tool is unavailable, or when you need more control over search results (e.g., following links to extract full page content), you can use Lightpanda with DuckDuckGo as an alternative. Prefer the built-in Web Search tool when it is available and sufficient for your needs.

Install

bash scripts/install.sh

Lightpanda is available on Linux and macOS only. Windows is supported via WSL2.

The binary is a nightly build that evolves quickly. If you encounter crashes or issues, run scripts/install.sh again to update to the latest version (max once per day).

If issues persist after updating, open a GitHub issue at https://github.com/lightpanda-io/browser/issues including:

  • The crash trace/error output, or a description of the unexpected behavior
  • The script or MCP tool call that reproduces the issue
  • The target URL and expected vs actual results

When to Use What

Lightpanda offers three interfaces. Choose based on your needs:

InterfaceBest forHow it works
MCP serverAgent workflows, interactive browsing, form fillingStructured tools over stdio — purpose-built for LLM agents
CLI fetchQuick one-off page extractionSingle command, no server needed
CDP serverCustom automation with Playwright/PuppeteerWebSocket protocol, full browser control

MCP Server (Recommended for Agents)

The MCP server is the simplest way for agents to use Lightpanda. It exposes purpose-built tools over stdio with no setup beyond the binary.

Setup for Claude Code

claude mcp add lightpanda -- $HOME/.local/bin/lightpanda mcp

Setup for other MCP clients

Add to your MCP client configuration:

{
  "mcpServers": {
    "lightpanda": {
      "command": "$HOME/.local/bin/lightpanda",
      "args": ["mcp"]
    }
  }
}

Replace $HOME with the actual path (e.g., /home/username or /Users/username).

Available MCP Tools

Navigation & content extraction:

  • goto — Navigate to a URL and load the page
  • markdown — Get page content as markdown (accepts optional URL to navigate first)
  • links — Extract all links from the page
  • semantic_tree — Get a simplified semantic DOM tree optimized for AI reasoning (supports backendNodeId filter and maxDepth limit)
  • structuredData — Extract structured data (JSON-LD, OpenGraph, etc.)
  • evaluate — Execute JavaScript in the page context

Interactive element discovery:

  • interactiveElements — List all interactive elements on the page
  • detectForms — Detect forms with their field structure and types
  • nodeDetails — Get detailed info about a specific node by backendNodeId
  • waitForSelector — Wait for a CSS selector to match (default timeout: 5000ms)

User actions (return page URL and title after each action):

  • click — Click an interactive element by backendNodeId
  • fill — Fill text into an input, textarea, or select element
  • scroll — Scroll the page or a specific element

Available MCP Resources

  • mcp://page/html — Full serialized HTML of the current page
  • mcp://page/markdown — Token-efficient markdown representation of the current page

MCP Usage Example

A typical agent workflow:

  1. goto a URL
  2. semantic_tree or markdown to understand the page
  3. interactiveElements to find clickable/fillable elements
  4. click / fill to interact
  5. markdown to extract the result

CLI Fetch — Quick Extraction

For one-off page extraction without starting a server:

$HOME/.local/bin/lightpanda fetch --dump markdown --wait-until networkidle https://example.com

Options

  • --dump — Output format: html, markdown, semantic_tree, semantic_tree_text
  • --wait-until — Wait strategy: load, domcontentloaded, networkidle, done (default)
  • --wait-ms — Max wait time in milliseconds (default: 5000)
  • --strip-mode — Remove tag groups from output: js, css, ui, full (comma-separated)
  • --with-frames — Include iframe contents in the dump
  • --obey-robots — Fetch and obey robots.txt

Examples

Extract page as markdown:

$HOME/.local/bin/lightpanda fetch --dump markdown https://example.com

Extract semantic tree (compact, AI-friendly):

$HOME/.local/bin/lightpanda fetch --dump semantic_tree_text --wait-until networkidle https://example.com

Fetch with longer wait for slow pages:

$HOME/.local/bin/lightpanda fetch --dump html --wait-ms 10000 --wait-until networkidle https://example.com

CDP Server — Advanced Automation

For full browser control via Playwright or Puppeteer:

Start the Browser Server

$HOME/.local/bin/lightpanda serve --host 127.0.0.1 --port 9222

Options:

  • --log-level info|debug|warn|error — Set logging verbosity
  • --log-format pretty|logfmt — Output format for logs
  • --obey-robots — Fetch and obey robots.txt

Using with playwright-core

Connect using playwright-core (not the full playwright package):

const { chromium } = require('playwright-core');

(async () => {
  const browser = await chromium.connectOverCDP({
    endpointURL: 'ws://127.0.0.1:9222',
  });

  const context = await browser.newContext({});
  const page = await context.newPage();

  await page.goto('https://example.com');
  const title = await page.title();
  const content = await page.textContent('body');

  console.log(JSON.stringify({ title, content }));

  await page.close();
  await context.close();
  await browser.close();
})();

Using with puppeteer-core

Connect using puppeteer-core (not the full puppeteer package):

const puppeteer = require('puppeteer-core');

(async () => {
  const browser = await puppeteer.connect({
    browserWSEndpoint: 'ws://127.0.0.1:9222'
  });

  const context = await browser.createBrowserContext();
  const page = await context.newPage();

  await page.goto('https://example.com', { waitUntil: 'networkidle0' });
  const title = await page.title();

  console.log(JSON.stringify({ title }));

  await page.close();
  await context.close();
  await browser.close();
})();

Custom LP CDP Domain

Lightpanda exposes a custom LP domain via CDP with agent-optimized methods not available in standard Chrome DevTools Protocol. Use these via page.evaluate with CDP sessions or direct WebSocket messages.

Content extraction:

  • LP.getMarkdown — Extract page content as markdown. Params: nodeId (optional)
  • LP.getSemanticTree — Get semantic tree representation. Params: format (text for text format), prune (default: true), interactiveOnly, backendNodeId, maxDepth
  • LP.getStructuredData — Extract structured data (JSON-LD, OpenGraph, etc.)

Interactive elements:

  • LP.getInteractiveElements — Find all interactive elements. Params: nodeId (optional)
  • LP.detectForms — Detect and extract form information
  • LP.getNodeDetails — Get detailed info about a node. Params: backendNodeId (required)
  • LP.waitForSelector — Wait for a CSS selector match. Params: selector (required), timeout (default: 5000ms)

Actions:

  • LP.clickNode — Click a node. Params: nodeId or backendNodeId
  • LP.fillNode — Fill an input/select element. Params: nodeId or backendNodeId, text
  • LP.scrollNode — Scroll page or element. Params: nodeId or backendNodeId (optional), x, y

Example using CDP session with Playwright:

const client = await context.newCDPSession(page);

// Get page as markdown
const { markdown } = await client.send('LP.getMarkdown');

// Get semantic tree
const { semanticTree } = await client.send('LP.getSemanticTree', { format: 'text', maxDepth: 5 });

// Wait for element and click it
const { backendNodeId } = await client.send('LP.waitForSelector', { selector: '#submit-btn', timeout: 3000 });
await client.send('LP.clickNode', { backendNodeId });

Important Notes

  • For web searches, use DuckDuckGo instead of Google. Google blocks Lightpanda due to browser fingerprinting.
  • Lightpanda is under heavy development and may have occasional issues. It executes JavaScript, making it suitable for dynamic websites and SPAs.
  • CDP connection limits: Only 1 CDP connection per process. Each connection supports 1 context and 1 page. For parallel browsing, start multiple processes on different ports — Lightpanda starts instantly, so this is fast.
  • CDP state management: The browser resets all state on CDP connection close. Keep the WebSocket connection open throughout a session. On each connection, always create a new context and page, and close both when done.
  • The MCP server handles connection management automatically — these CDP limits don't apply when using MCP tools.

Scripts

  • scripts/install.sh — Install Lightpanda binary

平台分布

Codex

35.46%
按下载量换算599

Claude

27.53%
按下载量换算465

Cursor

18.53%
按下载量换算313

Gemini CLI

9.71%
按下载量换算164

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

可疑

权限和风险

操作浏览器

该 Skill 可能涉及浏览器控制能力,使用时可能读取或操作网页内容,需要在受控环境中确认权限边界。

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。来源安全扫描存在提醒或未通过项,安装前请自行复核。目前只有一个公开来源,建议同时核对源仓库。

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