Marketplace and server distribution
Hover over a country to see its marketplace count and Valid server listings.
The MCP marketplace landscape
Explore how leading MCP marketplaces distribute their server listings across a shared set of standard categories, then search the catalog or inspect the tool taxonomy.
Marketplace geography
Marketplace origin and server supply by source region. The first map uses the supplied Raw and Valid marketplace table; the second uses the standardised category counts available for a documented subset of those sources.
Category distribution by region
Choose a standard category, then compare its marketplace listings across countries.
Marketplace category landscape
A standardised comparison of server listings across the supplied MCP marketplaces. Darker cells indicate more listings within that marketplace and category.
Category drilldown
Compare the marketplace coverage of one standard category. Counts are marketplace listings, so they should not be summed as unique servers across sources.
Dig deeper
Ask the dataset
Ask questions about marketplace coverage, categories, and the current MCP tool dataset.
Open chatbot →Explore the catalog
Search every MCP server, filter by category, and compare vendors that publish under the same name.
Open explore →Browse the tool taxonomy
Navigate MCP tools by capability, inspect category boundaries, and find functionally related tools.
Open taxonomy →