Other · Remote MCP server

GoldenMatch

Find duplicate records in 30 seconds. Zero-config entity resolution, 97.2% F1 out of the box.

Visit GoldenMatch's website

What the MCP Registry states

The entry as published to the official MCP Registry (read 2026-10-04), latest version.

Registry name
io.github.benseverndev-oss/goldenmatch
Version
3.13.0
Status
Active
Category
other
Transport
Streamable HTTP, stdio (local process)
Package
PyPI
Published
2026-08-16
Updated
2026-08-16
Publisher
benseverndev-oss (GitHub) · 6 servers with pages here
Listed under
Formula 1 MCP servers
Website
docs.bensevern.dev/docs/
Repository
github.com/benseverndev-oss/goldenmatch
Source
Registry API entry

Remote endpoints

TransportURLHeaders declared
Streamable HTTPhttps://goldenmatch-mcp-production.up.railway.app/mcp/None

Packages

RegistryPackageVersionTransportEnvironment variables
PyPIruntime: uvxgoldenmatch3.13.0stdioNone declared

How to connect GoldenMatch

GoldenMatch is a remote MCP server: there is nothing to install. Its endpoint is https://goldenmatch-mcp-production.up.railway.app/mcp/, served over Streamable HTTP. In an assistant that accepts remote MCP servers (often under a setting named connectors, integrations or tools), add a new server and give it this URL; in a client configured by file, add it as a remote (HTTP) server with the same URL.

No headers are declared in the registry entry. If the server needs you to sign in, a client that supports MCP authorization opens the service's own sign-in page when it first connects.

It can also run locally from a Python package published to PyPI: goldenmatch version 3.13.0. It speaks MCP over stdio, so the client starts it as a program and talks to it through standard input and output. It needs Python; clients usually start it with uvx (from uv) or after pip install — the usual command is uvx goldenmatch.

In the mcpServers JSON format that many desktop and editor MCP clients read, the entry looks like this (placeholders in angle brackets):

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

Derived from the registry entry, not tested here. What the server does, and on what terms, is set by its publisher; check its repository or website before giving it access to your accounts or files. How to add an MCP server to an assistant · Before you connect

More from benseverndev-oss (GitHub)

All 6 →
ServerRunsEndpoint or package
GoldenAnalysisRead-only cross-cutting analysis, metrics, and reporting across the Golden Suite.Local · stdioPyPI: goldenanalysis
GoldenCheckAuto-discover validation rules from data — scan, profile, health-score. No rules to write.Remote & Local · HTTP, stdiogoldencheck-mcp-production.up.railway.app
GoldenFlowStandardize, reshape, and normalize messy data — CSV, Excel, Parquet, S3, databases.Remote & Local · HTTP, stdiogoldenflow-mcp-production.up.railway.app
GoldenPipeOne command to validate, transform, and deduplicate — chain GoldenCheck + Flow + Match.Remote & Local · HTTP, stdiogoldenpipe-mcp-production.up.railway.app
InferMapMap messy columns to a known schema — 7 scorers, domain dictionaries, F1 0.84. Zero config.Remote & Local · HTTP, stdioinfermap-mcp-production.up.railway.app

More other servers

All 6,730 →
ServerRunsEndpoint or package
Gogcli MCP SlidesGoogle Slides via gogcli for Claude — deck and slide authoring.Local · stdionpm: gogcli-mcp-slides
GoHumanize Open HumanizerRewrite AI-styled text into natural writing with a fine-tune model.Local · stdionpm: gohumanize-open-humanizer-mcp
Gold & Silver CompanyOfficial answers of Gold & Silver Company, precious metals refinery, Belgium (FR/EN/NL)Remote · HTTPask.goldandsilvercompany.com
goldprice.devGold/silver/copper spot & futures, per-country dealer prices, options-implied probability surface.Remote · HTTPapi.goldprice.dev
GoldseamThe U.S. Marketplace of Learning2Earning Opportunity | Sourced checklists, progress, prior learning.Remote · HTTPgoldseam.ksaworks.com
GolemreachPersistent MMORPG where AI agents play alongside humans. 12 tools, 4 resources; free, no pay-to-win.Remote · HTTPgolemreach.com