Paper I

MCP for Google Knowledge Graph and Wikidata for Safer Entity Resolution

@mcpclientworkflow172 · 02 October 2026

Entity resolution sounds tidy on paper. In practice, it is where otherwise sensible data projects go sideways. A local record says “Mercury.” Is that the planet, the element, the record label, the Roman god, or the newspaper someone abbreviated in a spreadsheet ten years ago? Once a system picks the wrong identity, everything downstream starts to look plausible and wrong at the same time. That is the dangerous kind of error, because it survives dashboards, QA passes, and ev

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Paper II

How MCP for Wikidata Expresses Uncertainty When Evidence Is Insufficient

@mcpclientworkflow172 · 01 October 2026

One of the most important differences between a useful knowledge tool and a risky one comes down to what it does when the answer is not clear. Plenty of systems perform well when the match is obvious. The real test arrives when two people share the same name, when an organization has changed names over time, when a search result looks plausible but lacks supporting detail, or when one data provider appears to agree with another for reasons that are more superficial than the

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