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Model Context Protocol server for Analog — let AI agents understand any website in a format built for AIs.

Reason this release was yanked:

Superseded by 0.5.1. This version pairs with analog-sdk releases that are yanked and can no longer authenticate. Upgrade both: pip install -U analog-sdk analog-mcp.

Project description

analog-mcp

A Model Context Protocol server that exposes Analog's webpage-extraction engine to MCP-compatible AI agents — Claude Desktop, Cursor, and anything else that speaks MCP.

The headline tool is analog(url). Point it at a webpage; get back structured records (articles, pricing tables, product listings, etc.) already parsed into JSON. Same one-call shape as the Python SDK.

Tools

  • analog(url) — extract a page; returns the structured JSON plus a handle.
  • assess(url) — check whether a page is worth extracting or is better read as markdown — a recommendation plus token economics, so you route a page without spending an extraction. No sign-in required.
  • analog_open(handle) — re-open a previous result by handle, no re-fetch.
  • analog_export(handle, fmt) — re-emit it as json / csv / yaml / md.
  • analog_section(handle, index) — pull one section's records.
  • analog_find(handle, pattern) — search a result's records across sections.

Every analog result is saved locally, so the analog_* tools re-slice it without re-fetching or re-rendering the page.

Install

pip install analog-mcp

Or via uv:

uvx analog-mcp     # one-off
uv tool install analog-mcp

Sign in

analog-mcp installs the analog CLI alongside it. Sign in once:

analog login

This opens your browser, signs you in, and stores the key in your OS keyring — analog-mcp reads it from there, so no key ever lands in a config file.

Analog renders pages with a built-in headless browser that downloads on first use (~150 MB, one-time). To fetch it ahead of time so the first analog tool call doesn't pause, run analog browser install.

Configure your MCP client

Claude Desktop

Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "analog": {
      "command": "analog-mcp"
    }
  }
}

Restart Claude Desktop. The analog tool will appear in the tool list. No env block is needed — analog-mcp reads the credential you stored with analog login.

Cursor / other MCP clients

Same idea — the server command is analog-mcp and it speaks stdio. Refer to your client's MCP configuration docs for the exact file location.

Usage

Once configured, just ask the agent things like:

Extract the speakers from https://example-conference.com/2026

The agent calls analog(url=…) under the hood. The tool returns self-contained JSON with the parsed records plus a markdown rendering of the page, which the agent can then reason over directly.

What this version ships

analog-mcp exposes the extraction tool analog(url), a local routing check assess(url), and the analog_* re-slice tools, over the stdio transport.

License

MIT — see LICENSE.

Links

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