PageMap

Name: PageMap
Author: Retio-ai

作者：Retio-ai版本 0.7.3i★ –i在你的电脑上运行

注册名称io.github.Retio-ai/pagemap

安装

概览

作者提供的说明（英文原文）

Structured web intelligence for AI agents. 5x fewer tokens than Playwright/Firecrawl, 84.7% accuracy

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数：意见、测量和人气是不同的东西。

用户评价i暂无评价评价功能将在后续阶段与账户功能一起开放
我们的基础检查i1 项中通过 1 项依据公开信息检查；尚未扫描代码
使用情况i非常新↓ 33/周 · ★ –

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

连接方式: 在你的电脑上运行
传输方式: stdio
分类: 网页与浏览器

安装

选择你使用的 AI 应用，然后复制设置。

安装之前

基础检查：1 项中通过 1 项
在你的电脑上运行，拥有你的用户账户的权限（文件、网络、应用）。
注册中心没有列出需要填写的密钥。

你需要

PyPI已安装 Python 的 uv（用于 uvx 命令）

你用的是哪个应用？

ClaudeClaude CodeCursorVS CodeChatGPT

在上方选择你的应用。我们会记住它，下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config，把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "pagemap": {
      "command": "uvx",
      "args": [
        "retio-pagemap"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add pagemap -- uvx retio-pagemap

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json，或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "pagemap": {
      "command": "uvx",
      "args": [
        "retio-pagemap"
      ]
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "pagemap": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "retio-pagemap"
      ]
    }
  }
}

浏览器会先询问是否打开应用，然后应用会显示设置并请你确认。密钥的值会留空，由你自己填写。

这个服务器在你的电脑上运行，而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上，无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同，请以 README 为准。

它能做什么

它在你的电脑上运行；安装后，工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息；我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月8日

✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 Retio-ai 验证，该账户拥有此仓库
… 尚未检查
仍在维护
我们还没有从 GitHub 读取这个仓库
… 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
– 不适用
端点有响应
它在你的电脑上运行，没有互联网端点
– 不适用
使用 OAuth 登录
在你的电脑上运行，改用本地设置
… 尚未检查
工具描述中没有隐藏指令
它在你的电脑上运行；我们只能读取互联网端点的工具列表

与“网页与浏览器”中的其他服务器比较i

星标数多于此分类中其他 1383 个服务器的 0%
发布到注册中心的时间比此分类中其他 1383 个服务器的 3% 更新
基础检查结果等于或优于此分类中其他 1383 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时，星标数才计入。

常见问题

PageMap 安全吗？

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前，请先看看这个服务器要求哪些权限，并使用只具备所需权限的密钥。

它需要哪些密钥或代码？

注册中心没有列出必需的密钥，不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端？

它在你的电脑上运行。你的 AI 应用会在需要时启动它，数据不会经过作者的服务器（除非它自己调用在线服务）。

它还在维护吗？

GitHub 仓库最后更新于–，最新版本（0.7.3）于8个月前进入注册中心。

哪些应用可以使用它？

支持 MCP 的应用，例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv), Docker。

有什么可以替代它？

同一分类中有：Browser Use, Chrome DevTools MCP, MCP Server Browser

替代选择

同一分类中其他作者的服务器，按星标数排序。

如何看卡片：↓ 每周下载量i★ GitHub 星标i三大支柱：评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Browser Use

Browser agents and stealth cloud browsers for AI: run web tasks, fill forms, extract data.

作者：browser-use广泛使用↓ 155.2万/周★ 12万18天前更新

电脑或云端✓ browser-use.com

安装

Chrome DevTools MCP

MCP server for Chrome DevTools

作者：ChromeDevTools广泛使用↓ 188.4万/周★ 5.5万17天前更新

在你的电脑上运行

安装

MCP Server Browser

MCP server for browser use access

作者：bytedance广泛使用↓ 792/周★ 4万14个月前更新

在你的电脑上运行

安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

PageMap

PageMap converts raw HTML (100K+ tokens) into structured, AI-readable page maps (2-5K tokens) — a 97% token reduction. It works as an MCP server, Python SDK, and CLI, supporting 16 page types and 30+ e-commerce sites. Agents can read, click, type, and navigate any web page.

*"Give your agent eyes and hands on the web."*

Why PageMap?

Playwright MCP dumps 50-540KB accessibility snapshots per page, overflowing context windows after 2-3 navigations. Firecrawl and Jina convert HTML to markdown — read-only, no interaction.

PageMap gives your agent a compressed, actionable view of any web page:

	PageMap	Playwright MCP	Firecrawl	Jina Reader
Tokens / page	2-5K	6-50K	10-50K	10-50K
Interaction	click / type / select / hover	Raw tree parsing	Read-only	Read-only
Multi-page sessions	Unlimited	Breaks at 2-3 pages	N/A	N/A
Task success (94 tasks)	84.7%	61.5%	64.5%	57.8%
Avg tokens / task	2,710	13,737	13,888	11,424
Cost / 94 tasks	$1.06	$4.09	$3.98	$2.26

Benchmarked across 11 e-commerce sites, 94 static tasks, 7 conditions. 8,100+ tests passing.

Quick Start

Chromium is auto-installed on first use — no manual playwright install needed.

Install

pip install retio-pagemap

MCP Client Config

Add to Claude Code, Cursor, Windsurf, or Claude Desktop:

"mcpServers": { "pagemap": { "command": "uvx", "args": ["retio-pagemap"] } } }

Claude Desktop (macOS): Use the absolute path to uvx — run which uvx (e.g. /opt/homebrew/bin/uvx).

VS Code (Copilot): Use "servers" instead of "mcpServers" in .vscode/mcp.json.

Docker

docker run -p 8000:8000 retio1001/pagemap --transport http

Features

13 MCP Tools — Read + Interact

Not just reading — your agent can click buttons, fill forms, select options, manage tabs, and navigate across pages. 13 tools cover the full browsing workflow:

get_page_map · execute_action · fill_form · scroll_page · wait_for · take_screenshot · get_page_state · navigate_back · batch_get_page_map · open_tab · switch_tab · list_tabs · close_tab

16 Page Types, Auto-Detected

PageMap automatically classifies pages and applies optimized extraction for each type:

product_detail · listing · search_results · article · news · video · login · form · checkout · dashboard · help_faq · settings · error · documentation · landing · blocked

E-Commerce Deep Coverage

Built-in support for 30+ major e-commerce sites across 4 tiers:

Global mega-platforms — Amazon, eBay, AliExpress, SHEIN, Walmart, Rakuten
Global fashion — Zara, H&M, Nike, Uniqlo, ASOS, Zalando, SSENSE, Farfetch, COS
Korea — Coupang, Naver Shopping, Musinsa, 29CM, W Concept, SSG, 11st
Japan/China — ZOZO, Tmall, JD.com, Taobao

Structured extraction of prices, options (size/color), ratings, availability — with automatic cookie consent handling and login barrier detection.

Smart Recovery

PageMap detects problems and tells your agent what to do:

Barrier detection — Login required? Bot blocked? Out of stock? Age verification? Popup overlay? PageMap adds a barrier field with the diagnosis and suggested next steps
Cookie consent auto-dismiss — 7 CMP providers auto-detected (Cookiebot, OneTrust, TrustArc, Didomi, Quantcast, Usercentrics, generic fallback). 5-tier dismiss cascade: CMP JS API → Reject → Accept → Dismiss → Close symbol. GDPR reject-first default policy
Popup overlay detection — AX tree role="dialog" + HTML regex 2-phase detection. Promotional popups (newsletter, exit-intent) auto-dismissed
Bot detection awareness — Detects Cloudflare, Turnstile, reCAPTCHA, hCaptcha, and Akamai. Reports the provider and suggests wait/retry strategies
Stale ref recovery — When DOM changes invalidate refs, PageMap returns clear guidance to re-fetch

Content Intelligence

8 JSON-LD schemas — Product, NewsArticle, VideoObject, FAQPage, Event, LocalBusiness, BreadcrumbList, and ItemList
Metadata extraction — Prices, ratings, reviews, descriptions, images from structured data and DOM fallbacks
2-layer caching — Cache hit (~10ms), content refresh (~500ms), full rebuild (~1.5s). Diff-based updates for unchanged sections
Delta evidence packet output - Optional to_delta_packet() serializer emits digest-bound evidence units, claim candidates, provenance, and authority flags for downstream memory/review systems without changing the default MCP output

10 Languages

Locale auto-detected from URL. Token budgets adjusted for CJK scripts.

Language	Locale	Language	Locale
English	`en`	Chinese	`zh`
Korean	`ko`	Spanish	`es`
Japanese	`ja`	Italian	`it`
French	`fr`	Portuguese	`pt`
German	`de`	Dutch	`nl`

Deployment

Local (STDIO)

Default mode. Runs as a local MCP server — no server setup needed.

retio-pagemap

Docker

docker run -p 8000:8000 retio1001/pagemap --transport http

Multi-architecture images (amd64/arm64) available on Docker Hub and GitHub Container Registry.

Python API

import asyncio

from pagemap.browser_session import BrowserSession from pagemap.delta_serializer import to_delta_packet from pagemap.page_map_builder import build_page_map_live from pagemap.serializer import to_agent_prompt, to_json

async def main(): async with BrowserSession() as session: page_map = await build_page_map_live(session, "https://example.com/product/123") print(to_agent_prompt(page_map)) # Agent-optimized text format print(to_json(page_map)) # Structured JSON print(to_delta_packet(page_map)) # Digest-bound evidence packet print(page_map.page_type) # "product_detail" print(page_map.interactables) # [Interactable(ref=1, role="button", ...)] print(page_map.metadata) # {"name": "...", "price": "..."}

asyncio.run(main())

For offline processing (no browser):

from pagemap.page_map_builder import build_page_map_offline

page_map = build_page_map_offline(open("page.html").read(), url="https://example.com/product/123")

Security

PageMap treats all web content as untrusted input:

SSRF defense — Multi-layer protection against server-side request forgery
Prompt injection defense — Content boundaries, role-prefix stripping, suspicious content flagging
robots.txt compliance — RFC 9309 compliant. --ignore-robots opt-out flag
Resource guards — DOM node limit, HTML size limit, response size limit
Session isolation — Each session has independent cookies and storage, automatically cleaned up

Local development: Private IPs are blocked by default. Use --allow-local or PAGEMAP_ALLOW_LOCAL=1.

Disclaimer

Users are responsible for complying with the terms of service of target websites and all applicable laws when using PageMap.

Troubleshooting

"spawn uvx ENOENT" (Claude Desktop on macOS) — Claude Desktop does not inherit your shell PATH. Run which uvx and use the absolute path in your config.

First page takes a long time — Chromium cold start takes ~10-30s on first navigation. Subsequent pages load in 1-3 seconds.

Localhost blocked — Use --allow-local flag or set PAGEMAP_ALLOW_LOCAL=1.

Chromium not found — Run pip install retio-pagemap && playwright install chromium to install manually.

Requirements

Python 3.11+
Chromium (auto-installed on first use)

Community

Have a question or idea? Join the conversation in GitHub Discussions.

Development

git clone https://github.com/Retio-ai/Retio-pagemap.git

cd Retio-pagemap uv sync --group dev playwright install chromium uv run pytest --tb=short -q

Pricing

Local (STDIO) — Free forever. Self-hosted, open source under AGPL-3.0.

Cloud API — Hosted multi-tenant server with auth, rate limiting, and credit-based billing. Contact retio1001@retio.ai for access.

License

AGPL-3.0-only — see LICENSE for the full text.

For commercial licensing options, contact retio1001@retio.ai.

For Agents

*This section is written for AI agents using PageMap as an MCP tool.*

Tools

Tool	When to use
`get_page_map`	Start here. Navigate to a URL and get a full structured map with numbered refs.
`execute_action`	Click, type, select, or hover using a ref number from the last `get_page_map`.
`fill_form`	Fill multiple form fields in one call. More efficient than sequential `execute_action` calls.
`get_page_state`	Check current URL and title without a full rebuild. Use after actions that may navigate.
`scroll_page`	Scroll to reveal lazy-loaded content before calling `get_page_map` again.
`wait_for`	Wait for dynamic content to appear (e.g. after a search or form submit).
`take_screenshot`	Capture the visual state when the PageMap alone is ambiguous.
`navigate_back`	Go back one step in browser history.
`open_tab`	Open a new browser tab and navigate to a URL.
`switch_tab`	Switch to a different open tab by index.
`list_tabs`	List all open tabs with their URLs and titles.
`close_tab`	Close a tab by index.
`batch_get_page_map`	Fetch multiple URLs in parallel. Use for comparison tasks.

Output Format

URL: https://example.com/product/123

Title: Product Name Type: product_detail # auto-detected page type

Actions

[1] button: Add to cart (click) [2] select: Size (select) — options: S, M, L, XL [3] link: See all reviews (click) ...

Info

Price: $49.99 Rating: 4.5 / 5 (128 reviews) Description: ...

Images

[1] https://cdn.example.com/product.jpg

PageMap

概览

PopNx MCP 的三大支柱

它能帮你做什么

安装

安装之前

它能做什么

基础检查i

作者与仓库一致

仍在维护

有许可证

端点有响应

使用 OAuth 登录

工具描述中没有隐藏指令

与“网页与浏览器”中的其他服务器比较i

常见问题

替代选择

Browser Use

Chrome DevTools MCP

MCP Server Browser

作者的 README

PageMap

Why PageMap?

Quick Start

Install

MCP Client Config

Docker

Features

13 MCP Tools — Read + Interact

16 Page Types, Auto-Detected

E-Commerce Deep Coverage

Smart Recovery

Content Intelligence

10 Languages

Deployment

Local (STDIO)

Docker

Python API

Security

Disclaimer

Troubleshooting

Requirements

Community

Development

Pricing

License

For Agents

Tools

Output Format

Actions

Info

Images

Meta

Barrier Detection