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When people first work with Wikidata Wikidata MCP through an MCP server, they often focus on the headline fields: name, description, identifier, maybe a date or two. That gets you through a demo, but it does not get you very far in real retrieval work. The hard part usually starts when a fact is technically correct and still incomplete. A person held an office, but when exactly. A work has a title, but in which language. An organization has a location, but during what p

When people first hear "search" in the context of Wikidata, they often picture a wide funnel: type a label, get back a long stack of possible entities, and let a human sort it out. That approach works for exploratory browsing. It breaks down fast when the user is not a person clicking through results, but an AI agent trying to make a careful decision inside a larger workflow. That is where bounded search matters. In the case of the open source "Wikidata + Google Knowl