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Agent Skill · 研究检索

exploring-browser(探索浏览器)

exploring-browser 用于处理浏览器自动化、网页检查和页面信息提取,适合在 Codex、Claude、Cursor、Gemini CLI 中需要让 Agent 打开页面、读取网页或验证前端流程时使用。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。

exploring-browser 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,第三方扫描有未通过项,按安装量在研究检索类的 73,675 个 Skill 里排第 63,891。

总安装 309周安装 13GitHub Stars 1下载 108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:exploring-browser(探索浏览器)
来源仓库:https://github.com/robomotionio/agent-skills
仓库路径:skills/exploring-browser
安装命令:
npx skills add https://github.com/robomotionio/agent-skills --skill exploring-browser
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/robomotionio/agent-skills --skill exploring-browser

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。

exploring-browser 实现交互式网页浏览与自动化流程录制。生成可直接运行的 Robomotion SDK 代码片段。适用于 UI 测试、爬虫抓取与前端调试等浏览器操作需求。依赖外部 MCP 服务器,请确保网络连通性与认证令牌有效。

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/exploring-browser

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/robomotionio/agent-skills --skill exploring-br…;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

exploring-browser 怎么安装?

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

exploring-browser 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。

exploring-browser 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。

exploring-browser 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。

exploring-browser 用的人多吗?

公开数据是累计安装 309 次,近一周安装 13 次,下载 108 次,GitHub 1 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。

exploring-browser 安全吗?

第三方扫描有未通过项,风险较高。除非你确认过源码,否则不建议直接安装到常用环境。

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
exploring-browser

探索浏览器 · 本页

3091操作浏览器未明确未通过

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

Browser Exploration Skill

Interactive browser automation with real-time exploration and flow recording. Backed by the robomotion-browser-mcp server.

Pairs with: reversing-network — once you have captured network traffic, switch from browser automation to HTTP if a clean API is exposed.

Overview

This skill enables pair-programming with the browser - you and Claude explore websites together, discover selectors, and build automation flows. At the end, a JSON flow sequence is generated that maps directly to Robomotion SDK TypeScript.

Workflow

Step 0 — Load tool schemas. In Claude Code, mcp__browser__* tools are *deferred* (only names in the catalog until you pull their schemas). Calling browser_open cold sends empty/malformed JSON over stdio, crashes robomotion-browser-mcp, and blacklists every browser tool for the rest of the session — ToolSearch will then return "no matching deferred tools" even though claude mcp list still reports ✓ Connected (that's a fresh probe, not the session's dead pipe). Before the first call, run: `` ToolSearch query="select:mcp__browser__browser_open,mcp__browser__browser_navigate,mcp__browser__browser_snapshot,mcp__browser__browser_type,mcp__browser__browser_click,mcp__browser__browser_close,mcp__browser__browser_get_sequence,mcp__browser__browser_set_flow_name" ` (Add browser_wait, browser_select, browser_query, browser_start_network_capture`, etc. if you need them.) Once the server is dead, only a Claude Code restart brings it back — the connection can't be reattached from inside the session. Agents on other runtimes should substitute their own MCP invocation style.
  1. Open Browser - Launch with browser_open (stealth mode enabled by default)
  2. Navigate - Go to target URL with browser_navigate
  3. Snapshot - Use browser_snapshot to see page structure with refs (primary exploration tool)
  4. Act - Use refs from snapshot: browser_click @e3, browser_type @e5 (auto-recorded with XPath)
  5. Re-snapshot - After page changes (click, navigation), take a new snapshot
  6. Close Browser - ALWAYS call browser_close when exploration is done — this returns the flow sequence JSON and frees the browser
  7. Ask User - Present the plan/sequence and use AskUserQuestion to ask whether to proceed with building the flow
  8. Convert - Only after user approval, convert JSON to TypeScript for robomotion-sdk

CRITICAL: You MUST close the browser (browser_close) when you have finished exploring all the steps. Do NOT leave the browser open while building/modifying code. And you MUST ask the user with AskUserQuestion before proceeding to write or modify flow code.

Key Concepts

Snapshot-First Exploration (MANDATORY)

On EVERY new URL or page change, your FIRST action MUST be browser_snapshot. This is non-negotiable. Snapshot uses ~50-100 tokens vs ~500-2000 tokens for a screenshot.

GOOD: browser_navigate → browser_snapshot → read tree → browser_click @e3
BAD:  browser_navigate → browser_screenshot → browser_query → browser_query → ...
BAD:  browser_navigate → browser_query → browser_query → browser_query → ...

Rules:

  • FIRST CALL after any navigation (browser_navigate, browser_click that loads a new page, browser_reload, browser_go_back) MUST be browser_snapshot
  • Use the refs (@e1, @e2,...) from the snapshot as selectors in action tools
  • After a page-changing action (click, form submit), take a NEW snapshot immediately
  • DO NOT use browser_screenshot for page discovery — it costs 10-40x more tokens. Only use screenshot as a LAST RESORT when you are stuck and cannot proceed with snapshot refs alone (e.g., visual layout issues, image verification)
  • DO NOT use browser_query for page discovery — snapshot already shows all interactive elements. Only use query for targeted checks on specific selectors
  • NEVER make multiple sequential browser_query calls to "discover" the page — that's what snapshot is for

Refs — Lightweight Element References

Snapshots assign refs like @e1, @e2 to interactive elements. These refs work as selectors in ALL action tools:

browser_click selector=@e3          → clicks the element, records its XPath
browser_type selector=@e5 text=hello → types into the element, records its XPath

Refs are ephemeral — they're invalidated on navigation, reload, or go-back. After page changes, take a new snapshot to get fresh refs.

Recordings always store the resolved XPath/CSS selector, never the ref. This means the RPA robot gets stable selectors.

Explore Mode

  • explore=true (default for queries): Don't record the action, just explore
  • explore=false (default for actions): Record the action to flow sequence
Tool TypeDefault exploreBehavior
Snapshot (browser_snapshot)—Exploration only (never recorded)
Queries (browser_query, browser_get_text)trueExploration, not recorded
Actions (browser_click, browser_type)falseRecorded to flow
Navigation (browser_navigate)falseRecorded to flow
ScreenshotstrueNot recorded by default

Selectors

Use refs (preferred), XPath, or CSS selectors:

# Refs (from browser_snapshot) — PREFERRED
@e1, @e2, @e3

# XPath examples
//button[@id='submit']
//input[@name='email']

# CSS examples
#submit
input[name='email']

Available Tools

Lifecycle

  • browser_open - Launch browser (headless, stealth, viewport options)
  • browser_close - Close browser and return flow sequence JSON

Navigation

  • browser_navigate - Go to URL
  • browser_reload - Refresh page
  • browser_go_back - Navigate back

Exploration

  • browser_snapshot - ALWAYS USE FIRST — Accessibility tree with refs (@e1, @e2,...). Mandatory after every navigation.
  • browser_screenshot - LAST RESORT ONLY — Visual capture. Only use when stuck and snapshot refs aren't enough.
  • browser_query - Targeted element check (use sparingly — snapshot already shows everything)
  • browser_get_text - Get element text content
  • browser_get_value - Get input value
  • browser_get_attr - Get attribute value

Actions (Auto-recorded)

  • browser_click - Click element
  • browser_type - Type into input
  • browser_select - Select dropdown option
  • browser_wait - Wait for element
  • browser_scroll - Scroll to element
  • browser_hover - Hover over element

Context

  • browser_switch_iframe - Enter iframe
  • browser_switch_main - Exit to main page

Session

  • browser_get_sequence - Get current JSON sequence
  • browser_clear_sequence - Start fresh
  • browser_set_flow_name - Name the flow

Cookies

  • browser_get_cookies - Get cookies (optionally filter by domain)
  • browser_set_cookie - Set a single cookie
  • browser_set_cookies - Set multiple cookies
  • browser_clear_cookies - Clear cookies (optionally by domain)

Network Capture (API Discovery)

  • browser_start_network_capture - Start capturing requests/responses
  • browser_get_requests - Get captured requests (filter by method/URL)
  • browser_get_responses - Get captured responses (filter by status/URL)
  • browser_get_request_response - Get request-response pair by ID
  • browser_stop_network_capture - Stop capturing
  • browser_clear_network_capture - Clear captured data

Console Capture (Debugging)

  • browser_start_console_capture - Start capturing console logs
  • browser_get_console_logs - Get captured logs (filter by type)
  • browser_clear_console_logs - Clear captured logs
  • browser_stop_console_capture - Stop capturing

Session Persistence

  • browser_export_session - Export cookies, localStorage, URL as JSON
  • browser_import_session - Import previously exported session
  • browser_save_session - Save session to file
  • browser_load_session - Load session from file

Element Picker (Interactive Selection)

  • browser_start_element_picker - Start interactive element picker (red highlight on hover)
  • browser_get_picked_element - Get element selected by user via Ctrl+X
  • browser_stop_element_picker - Stop picker and remove highlight

Example Session

User: Automate login to example.com

Claude: I'll open a browser and explore the login page.
[browser_open stealth=true]
[browser_navigate url="https://example.com/login"]
[browser_snapshot]
// Returns:
//   - textbox "Email" [ref=e1]
//   - textbox "Password" [ref=e2] [type=password]
//   - button "Sign In" [ref=e3]

Now I'll perform the login actions using refs:
[browser_type selector=@e1 text="user@example.com"]
[browser_type selector=@e2 text="secret123"]
[browser_click selector=@e3]

// Page changed — take a new snapshot to see what happened
[browser_snapshot]

// Done exploring — CLOSE THE BROWSER to get the flow sequence
[browser_close]
// Returns flow sequence JSON with resolved XPath selectors (not refs)

Claude: Here's the plan I recorded:
1. Open Browser → Navigate to login page
2. Type email → Type password → Click Sign In

[AskUserQuestion: "Should I build the TypeScript flow from this sequence?"]

// Only after user says yes:
Here's the TypeScript flow:
// ... generated code ...

Tips

  1. Snapshot first, always — one browser_snapshot shows every interactive element with refs.
  2. Re-snapshot after page changes — navigation/clicks invalidate refs.
  3. Close the browser when done — always browser_close. Never leave it open while writing code.

The conversion from recorded JSON to TypeScript belongs to creating-flow; this skill's job ends at the sequence JSON. For browser-specific SDK patterns (proxy config, selector tips), see ./docs/patterns/browser.md.


Pair-Programming Workflows

When Element Not Found - Use Element Picker!

When you can't find an element after multiple attempts, use the interactive element picker instead of asking the user to manually inspect:

1. Take a screenshot to see current state
2. Try 2-3 different selector strategies
3. Check if element is in an iframe (browser_switch_iframe)
4. If still not found, START THE ELEMENT PICKER:
   [browser_start_element_picker]
   "I can't find the element. I've enabled the element picker -
    please hover over the element you want and press Ctrl+X to select it.
    Press Escape to cancel."
5. Wait for user, then retrieve the element:
   [browser_get_picked_element]
6. Use the recommended selectors from the result

Example workflow:

Claude: I'm looking for the login button but can't find it with the usual selectors.
        Let me enable the element picker so you can show me exactly which element you mean.

[browser_start_element_picker]

Result: Element picker started. User should hover over elements (red highlight)
        and press Ctrl+X to select.

Claude: Please hover over the button you want me to click and press Ctrl+X.
        You'll see a red highlight around elements as you hover.

--- User hovers and presses Ctrl+X ---

[browser_get_picked_element]

Result: {
  "picked": true,
  "element": {
    "tagName": "button",
    "className": "btn-primary submit-form",
    "text": "Sign In",
    "recommendedSelectors": [
      { "type": "xpath", "selector": "//button[contains(text(),'Sign In')]", "confidence": 80, "reason": "Contains text" },
      { "type": "xpath", "selector": "//button[@class='btn-primary submit-form']", "confidence": 70, "reason": "Class match" }
    ]
  }
}

Claude: Got it! The button has text "Sign In". I'll use this selector:
[browser_click selector="//button[contains(text(),'Sign In')]"]

Network Analysis for API Discovery

Use network capture to understand what APIs a page uses:

1. browser_start_network_capture capture_body=true
2. Perform the action (login, form submit, etc.)
3. browser_get_requests method=POST
4. Analyze the API endpoints found
5. Suggest: "Instead of browser automation, you could use
   Core.Net.HttpRequest directly with this endpoint"

Example workflow:

Claude: Let me capture network traffic to see what API this uses...
[browser_start_network_capture capture_body=true]

Claude: Now I'll fill in the login form...
[browser_type selector="//input[@name='email']" text="test@example.com"]
[browser_type selector="//input[@name='password']" text="password"]
[browser_click selector="//button[@type='submit']"]

Claude: Let me check what API calls were made...
[browser_get_requests method=POST]

Result: Found POST to /api/auth/login with JSON body:
{
  "email": "test@example.com",
  "password": "password"
}

Claude: I found the login API endpoint. Instead of browser automation,
you could create a simpler flow using Core.Net.HttpRequest:
- POST to /api/auth/login
- Store the auth token from response
- Use token for subsequent API calls

Would you prefer the API-based approach?

Debugging with Console Logs

When actions don't work as expected:

1. browser_start_console_capture types=["error","warn"]
2. Retry the failing action
3. browser_get_console_logs type=error
4. Report findings and adjust approach

Example workflow:

Claude: The click didn't seem to work. Let me check for JavaScript errors...
[browser_start_console_capture types=["error","warn"]]
[browser_click selector="//button[@id='submit']"]
[browser_get_console_logs type=error]

Result: Error: "Cannot read property 'validate' of undefined" at form.js:42

Claude: Found a JavaScript error - the page has a bug in its validation code.
Let me try waiting for the form to fully load first...
[browser_wait selector="//form[@data-ready='true']"]

Session Persistence for Auth

When working with authenticated sites:

1. Complete login manually or via automation
2. browser_export_session - save for later
3. Close browser, do other work
4. browser_open, browser_import_session - restore auth

Example workflow:

Claude: Let me save your authenticated session for later use...
[browser_export_session]

Session exported with 5 cookies and current URL.

Claude: I'll save this to a file so you can reuse it:
[browser_save_session path="/tmp/myapp-session.json"]

--- Later ---

Claude: Let me restore your previous session...
[browser_open]
[browser_load_session path="/tmp/myapp-session.json"]

Session restored - you're logged in as user@example.com

When to Use Browser vs HTTP Request

ScenarioRecommendation
Simple API with known endpointsUse Core.Net.HttpRequest
Login flow → need auth cookiesUse browser, then export session
Complex JavaScript-rendered contentUse browser automation
Form with CSRF tokensUse browser (handles tokens automatically)
Scraping paginated dataStart with browser, switch to API if found
File downloadsUse browser for auth, API for download

Decision workflow:

  1. Start with network capture
  2. If clean REST API found → suggest HTTPRequest
  3. If complex auth/CSRF → stick with browser
  4. If both needed → browser for auth, API for data

平台分布

Codex

39.5%
按下载量换算43

Claude

29.2%
按下载量换算32

Cursor

17.13%
按下载量换算19

Gemini CLI

8.69%
按下载量换算9

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

未通过

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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