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Browser automation · MCP server

PageMap: MCP server, setup and security

PageMap is an MCP server published on GitHub that lets an AI agent read and interact with web pages using compact structured maps. Its repository has 36 stars and its last commit is from May 21, 2026, but it declares no licence.

Score
44/100
Adoption (stars) 16/40
Maintenance 18/30
Framework (licence, registry, official) 10/30
Last commit 5 months agoSystem accessNo licence

What PageMap does

According to its repository: “Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.”

The Model Context Protocol (MCP) is a standard plug between an AI agent and an outside service: once the server is connected, its tools show up in the agent, which decides when to call them. PageMap is listed under Browser automation, a category of 109 servers in the directory, where it ranks #72 by stars.

Installing and connecting PageMap

Distribution modes declared in the official MCP registry:

  • PyPI package (Python, started with uvx or pip)
  • Docker (OCI) image

It works with any MCP-compatible client (Claude Desktop, Claude Code, Cursor, VS Code, Codex and most recent agents). You add one entry to the client's MCP configuration: server name, start command or URL, environment variables. Project language: Python.

Security: what to check

Connecting an MCP server means installing software that talks straight to your agent: it runs with your rights and the model trusts its tool descriptions. The risk therefore depends on what it can touch and how far its code can be trusted.

Points found for PageMap:

  • System access: the Browser automation category gives the agent control over files, a terminal, code or a browser. A booby-trapped instruction in content the agent reads (prompt injection) can then turn into an action.
  • No licence: without a licence the code is not legally reusable, even if it is public. Avoid it in a company setting without the author's agreement.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on February 16, 2026, the Retio-ai/Retio-pagemap repository has 36 stars and 5 forks, with 0 open issues. It has more stars than 47% of the servers in the directory. Last change 5 months ago. Version published in the registry: 0.7.3 (February 26, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

Browser useBrowser use : 119K119KScrapling MCP ServerScrapling MCP Server : 89.4K89.4KChrome DevTools MCPChrome DevTools MCP : 54.1K54.1KMCP server browserMCP server browser : 39.4K39.4KPlaywright MCPPlaywright MCP : 38.6K38.6KBrowserBrowser : 36.9K36.9KSkyvernSkyvern : 23.3K23.3KSeleniumBase MCPSeleniumBase MCP : 13.1K13.1KPageMapPageMap : 3636
GitHub stars of the most followed servers in the category (log scale); PageMap in orange. Checked October 25, 2026.

Verdict

PageMap is still a modest project: read its code and compare it with the alternatives before using it.

Strengths

  • Listed in the official MCP registry

Limitations

  • No licence declared

Avoid if…

  • You cannot isolate the agent (sandbox, container)
  • Company use without the author's agreement

Frequently asked questions

How do I install PageMap?

PageMap is distributed as PyPI package (Python, started with uvx or pip) and Docker (OCI) image. Add it to your client's MCP configuration (Claude Desktop, Cursor, VS Code…) following the README of Retio-ai/Retio-pagemap.

Is PageMap free?

The code is public but has no declared licence: it is not formally free to reuse.

Is PageMap safe?

Points to watch: system access and no licence. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by Retio-ai on GitHub. Check who maintains it before giving it access.

What are the alternatives to PageMap?

In the same category: Firecrawl MCP Server, Browser use, MCP server browser, and Playwright MCP. Firecrawl MCP Server and Browser use score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score