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microsoft-365-agents-toolkit vs GoldenMatch

microsoft-365-agents-toolkit is a plugin bundle for AI coding tools published by microsoft. Marketplaces we read that list it: 1 (Copilot CLI: github/copilot-plugins). GoldenMatch is an MCP server published by benseverndev-oss. Marketplaces we read that list it: 1 (Official MCP Registry). As of our marketplace pass on 2026-10-16. This pair was picked by a reader, not by our comparison rule, so search engines are asked not to index the page.

Where each is published

Where each is published
Marketplacemicrosoft-365-agents-toolkitGoldenMatch
Copilot CLI: github/copilot-plugins Listed
Version: 1.1.0
Forks (GitHub): 143
Stars (GitHub): 1 033
Not marked · First seen
Not listed
Official MCP Registry Not listed Listed
Version: 3.13.0
Downloads/month (PyPI): 1 876
Downloads/week (PyPI): 138
Forks (GitHub): 16
Stars (GitHub): 133
Not marked · First seen

Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.

The facts side by side

microsoft-365-agents-toolkit vs GoldenMatch
Factmicrosoft-365-agents-toolkitGoldenMatch
Marketplaces that list it11
Stars (GitHub) (differs)1 033 (better)133 (worse)
Forks (GitHub) (differs)143 (better)16 (worse)
Last releaseNot publishedNot published
Where it runs (differs)Installs as a plugin bundleRemote server (goldenmatch-mcp-production.up.railway.app/mcp)
Transport (differs)Not statedStreamable HTTP
Tools it declaresNot publishedNot published
Environment variables it asks forNot publishedNot published
Licence (differs)MITNot stated
Repository (differs)github.com/microsoft/work-iqgithub.com/benseverndev-oss/goldenmatch
Changes in the last 7 days00
First seen2026-10-112026-10-11
Endpoint at the last check (differs)no remote endpoint we checkResponded 2 days ago, requires a key

Lines where the two differ have a tinted background and bold values. Where the data itself says which value is better (more marketplaces, a larger figure of the same marketplace, a fresher release, a verified mark on a marketplace that lists both), the better one is also marked green with ▲ and the worse one red with ▼. Where it runs, the transport, the tools, the settings, hooks, the bundle's parts, the licence and the week's changes are marked only as different: more or fewer is not better in itself.

What each says it does

microsoft-365-agents-toolkit

In its own words, on Copilot CLI: github/copilot-plugins:

Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.

GoldenMatch

In its own words, on Official MCP Registry:

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

How to run each

microsoft-365-agents-toolkit

No data for an automatic command: what its marketplaces declare does not say unambiguously how to connect it.

GoldenMatch As a remote MCP server

Claude Code
claude mcp add --transport http goldenmatch https://goldenmatch-mcp-production.up.railway.app/mcp/

Commands built only from what the marketplaces declare; the full set for every client is on each card.

Only GoldenMatch has a remote endpoint we check. How we check endpoints

Tools each declares

Neither one's marketplaces publish a list of tools, so there is nothing to compare.

Settings each asks for

Neither one's marketplaces publish the settings it asks for.

What it can do: microsoft-365-agents-toolkit · What it can do: GoldenMatch · Compare two other plugins

Data comes from the public marketplace file https://github.com/github/copilot-plugins/blob/HEAD/.github/plugin/marketplace.json. Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.

Where the data comes from: how the catalog is built