The Read-Only Design of MCP for Google Knowledge Graph and Wikidata
A read-only system often sounds modest at first glance. It does not write records, does not correct public data, does not synchronize catalogs, and does not promise a master view of the truth. Yet in knowledge work, that restraint is often what makes a tool dependable. That is the central design choice behind the open-source project commonly described as Wikidata + Google Knowledge Graph MCP. It is an MCP server and CLI, published under an MIT license, built to let AI ag
How MCP for Google Knowledge Graph and Wikidata Handles Ambiguous Matches
Entity matching looks simple until you try to ship it. A name comes in from a spreadsheet, product catalog, newsroom archive, research pipeline, or CRM. You search for it. Three or four plausible records appear. All of them look right for the first five seconds. Then the hard part starts. Is this the film or the novel? The city in one country or the city with the same name in another? The person with the same birth year but a different profession? Ambiguity is not an edg