PageMap

Name: PageMap
Author: Retio-ai

by Retio-aiversion 0.7.3i★ –iRuns on your computer

Registry nameio.github.Retio-ai/pagemap

Install

Overview

Description from the maker (original English)

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

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

User voiceiNo reviews yetReviews open together with accounts in a later step
Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
UsageiVery new↓ 33/wk · ★ –

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

Connection: Runs on your computer
Transport: stdio
Category: Web & browsers

Install

Pick the AI app you use, then copy the settings.

Before you install

Basic checks: 1 of 1 passed
Runs on your computer with your user’s permissions (files, network, apps).
The registry lists no key to fill in.

You need

PyPIPython’s uv installed (for the uvx command)

Which app do you use?

ClaudeClaude CodeCursorVS CodeChatGPT

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

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

Run this in your terminal

claude mcp add pagemap -- uvx retio-pagemap

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

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

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

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

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 8, 2026

✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account Retio-ai, which owns the repo
… Not checked yet
Still maintained
We have not read this repo from GitHub yet
… Not checked yet
Has a licence
We have not read this repo from GitHub yet
– Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
– Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
… Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Web & browsersi

More stars than 0% of the other 1381 servers in this category
Published to the registry more recently than 3% of the other 1381 servers in this category
Basic checks equal to or better than 100% of the other 1381 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is PageMap safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.7.3) reached the registry 8 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv), Docker on your computer.

What can I use instead?

In the same category: Browser Use, Chrome DevTools MCP, MCP Server Browser

Alternatives

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

Browser Use

Lets AI do web tasks for you, such as filling forms, searching and extracting data, in the maker’s cloud browsers or on your computer.

by browser-useWidely used↓ 1.6M/wk★ 120.1KUpdated 18 days ago

Computer or cloud✓ browser-use.com

Install

Chrome DevTools MCP

Lets AI use Chrome’s developer tools to inspect pages, find what makes them slow and spot errors. Made by the Chrome DevTools team.

by ChromeDevToolsWidely used↓ 1.9M/wk★ 54.8KUpdated 17 days ago

Runs on your computer

Install

MCP Server Browser

MCP server for browser use access

by bytedanceWidely used↓ 792/wk★ 39.6KUpdated 14 months ago

Runs on your computer

Install

README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

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

Overview

PopNx MCP’s three pillars

What you can do with it

Install

Before you install

What it can do

Basic checksi

Maker matches the repo

Still maintained

Has a licence

Endpoint responds

Sign-in with OAuth

No hidden instructions in tool descriptions

Compared with others in Web & browsersi

Common questions

Alternatives

Browser Use

Chrome DevTools MCP

MCP Server Browser

README from the maker

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