Refigure MCP Server

by helgdemidov Your server? Claim it

local only

Refigure runs on your own machine — the client starts it, so there is no endpoint to ping. 554 installs a week from pypi. Last commit 28 Aug 2026.

Convert DOCX/XLSX to Markdown — native chart-data extraction, optional VLM for figures

Installs per day peak 1 316 · avg 117 · -80% w/w

a month agotoday

554

Installs / week

pypi · refigure

Stars

0 open issues

28 Aug 2026

Last commit

0 releases in 90 days

Apache-2.0

License

Python

What the code does

We read the source, 13 h ago · rules 3dff92dd89df

Capabilities

What this server is able to do. For an MCP server this is often the job itself — a terminal server runs commands because that is what it is for. Listed so you know what you are plugging in, not as an accusation.

Runs an external command refigure/vlm/__init__.py:741, [пакет] refigure/vlm/__init__.py:741

            result = subprocess.run(  # noqa: S603 — args are fixed flags + tempfile-owned paths, not user input

Is this your server and something here is wrong? Tell us — corrections are free and do not require a plan.

This code can reach further than it looks

We found places where it runs commands, builds paths or queries from values it is given. None of that is a flaw by itself — it becomes one when the code changes, and code changes quietly between releases. We re-read it on every one.

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

Claude Code Claude Desktop Codex Cursor VS Code

run in your terminal

claude mcp add refigure -- uvx refigure

~/Library/Application Support/Claude/claude_desktop_config.json

{
  "mcpServers": {
    "refigure": {
      "args": [
        "refigure"
      ],
      "command": "uvx"
    }
  }
}

~/.codex/config.toml

[mcp_servers.refigure]
command = "uvx"
args = ["refigure"]

.cursor/mcp.json

{
  "mcpServers": {
    "refigure": {
      "args": [
        "refigure"
      ],
      "command": "uvx"
    }
  }
}

.vscode/mcp.json

{
  "mcpServers": {
    "refigure": {
      "args": [
        "refigure"
      ],
      "command": "uvx"
    }
  }
}

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Refigure — questions

Answers built from our own checks of this server.

Why is there no uptime for Refigure?

Refigure runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package refigure was installed 554 times last week.

How do I connect Refigure?

Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It runs locally, so the command pulls refigure straight from pypi; nothing to host, nothing to sign up for.

How many people use Refigure?

The pypi package refigure was installed 554 times in the last week. Week over week that is -80%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.

Is Refigure open source?

Yes — it is published under the Apache-2.0 licence, written in Python and 0 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.