PageMap
OfficialDetects and handles Akamai bot protection, providing recovery guidance.
Structured data extraction and interaction support for AliExpress product pages, including prices, options, and availability.
Structured data extraction and interaction support for Amazon product pages, including prices, ratings, and availability.
Detects and handles Cloudflare bot protection, providing recovery guidance.
Structured data extraction and interaction support for eBay product pages, including prices and item details.
Structured data extraction and interaction support for Farfetch product pages, including prices and designer information.
Structured data extraction and interaction support for H&M product pages, including prices and size options.
Structured data extraction and interaction support for Naver Shopping pages, including product details and prices.
Structured data extraction and interaction support for Nike product pages, including prices and size options.
Automatically detects and handles Quantcast cookie consent banners on web pages.
Structured data extraction and interaction support for Rakuten product pages, including prices and availability.
Structured data extraction and interaction support for Taobao product pages, including prices and product details.
Structured data extraction and interaction support for Uniqlo product pages, including prices and size options.
Structured data extraction and interaction support for Walmart product pages, including prices and availability.
Structured data extraction and interaction support for Zalando product pages, including prices and size options.
Structured data extraction and interaction support for Zara product pages, including prices and availability.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@PageMapGet page map for https://amazon.com/dp/B08N5WRWNW"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
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.
Related MCP server: AgentBrowser
Quick Start
Chromium is auto-installed on first use — no manual playwright install needed.
Install
pip install retio-pagemapMCP 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— runwhich 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 httpFeatures
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
barrierfield with the diagnosis and suggested next stepsCookie 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-dismissedBot 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 |
| Chinese |
|
Korean |
| Spanish |
|
Japanese |
| Italian |
|
French |
| Portuguese |
|
German |
| Dutch |
|
Deployment
Local (STDIO)
Default mode. Runs as a local MCP server — no server setup needed.
retio-pagemapDocker
docker run -p 8000:8000 retio1001/pagemap --transport httpMulti-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-robotsopt-out flagResource 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 -qPricing
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 |
| Start here. Navigate to a URL and get a full structured map with numbered refs. |
| Click, type, select, or hover using a ref number from the last |
| Fill multiple form fields in one call. More efficient than sequential |
| Check current URL and title without a full rebuild. Use after actions that may navigate. |
| Scroll to reveal lazy-loaded content before calling |
| Wait for dynamic content to appear (e.g. after a search or form submit). |
| Capture the visual state when the PageMap alone is ambiguous. |
| Go back one step in browser history. |
| Open a new browser tab and navigate to a URL. |
| Switch to a different open tab by index. |
| List all open tabs with their URLs and titles. |
| Close a tab by index. |
| 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
## Meta
Tokens: ~1,800 | Interactables: 24 | Generation: 380ms## Actions— Every interactive element on the page with a stablerefnumber.## Info— Key page content extracted from HTML: prices, titles, ratings, descriptions.## Images— Product/content image URLs.## Meta— Token count, interactable count, generation time.
Barrier Detection
When PageMap encounters a page-level obstacle, it includes a barrier field in the response:
State:
barrier: login_required
barrier_hint: "Login form detected with email + password fields. Use fill_form to authenticate."Possible barriers: cookie_consent, login_required, bot_blocked, out_of_stock, empty_results, error_page, age_verification, region_restricted, popup_overlay.
When you see a barrier: follow the barrier_hint guidance. For bot_blocked, wait and retry. For login_required, use fill_form with credentials.
Ref Lifecycle
Refs are assigned by get_page_map and remain valid until the page state changes.
Refs are invalidated when:
The page navigates to a new URL
A DOM mutation occurs (modal opens, SPA navigation, accordion toggles)
execute_actioncauses a page-level change
When you get a stale ref error: call get_page_map again to get fresh refs before retrying.
Token Budget Behavior
When a page exceeds the token budget, content is pruned in this order:
Navigation menus, footers, sidebars removed first
Secondary body content trimmed
## Actionsand## Infoare always preserved
If key content seems missing, try scroll_page to load lazy content, then get_page_map again.
Recommended Workflow
1. get_page_map(url) → read Actions + Info, pick refs
2. execute_action(ref, ...) → interact
3. get_page_state() → confirm navigation occurred
4. get_page_map(new_url) → get fresh refs for next stepFor pages with dynamic content (search results, filters):
1. get_page_map(url)
2. execute_action(ref, "click") → trigger search/filter
3. wait_for(text="results") → wait for content
4. get_page_map(url) → get updated mapKnown Limitations
Login-gated pages — PageMap does not manage sessions or cookies. Authentication must be handled externally.
Heavy bot detection (Cloudflare, Akamai) — May block automated access. PageMap detects the provider and suggests strategies, but cannot bypass active bot mitigation.
Private network access — Blocked by default. Requires
--allow-localflag.iframes — Cross-origin iframes are not accessible due to browser security policies.
PageMap — Structured Web Intelligence for the Agent Era.
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