MCP for Google Knowledge Graph: When Optional Cross-Checks Matter
There is a particular kind of failure that shows up again and again in entity resolution work. A name looks right, the label matches, the description feels close enough, and someone accepts the result. A week later, a batch process has attached the wrong identifier to a few hundred records, and cleanup costs far more than the original lookup ever did. That is why this small design decision matters so much: making Google Knowledge Graph cross-checks optional, explicit, an
Understanding the Optional Nature of Google in MCP for Wikidata
A lot of confusion around this project starts with the name. When people see a tool described as a Wikidata plus Google Knowledge Graph MCP server, they often assume Google sits in the middle of every query, every match, and every result. That is not how this project is designed. The more accurate way to think about it is this: the core system is built to work with Wikidata on its own, while Google Knowledge Graph support exists as an optional cross-check. That distincti
Evidence-Aware Entity Resolution With MCP for Google Knowledge Graph and Wikidata
Entity resolution looks deceptively simple until you have to do it at scale, under time pressure, and with records that were never designed to line up cleanly. A person name arrives with one alternate spelling. An organization record carries a city but no founding date. A title is shared by three films, two books, and a song. At that point, the problem stops being “find me the right ID” and becomes “show me why this is the right ID, and tell me when you are not sure.” Th