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Why Provider Concordance Is Not Proof in MCP for Google Knowledge Graph

Entity resolution has a habit of looking easier than it is. Two systems return the same famous person, city, company, or work, and people immediately feel the pull of certainty. If Wikidata and Google Knowledge Graph appear to agree, surely that must settle it. In practice, it does not. Agreement between providers can be useful evidence, sometimes very useful, but it is still not proof of identity. That distinction matters a great deal when people use tools built around

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Using MCP for Google Knowledge Graph and Wikidata Without Assuming Identity Proof

A recurring mistake in entity resolution work is subtle, but costly. Teams see agreement between two knowledge sources and treat that agreement as proof that a person, place, organization, or work has been identified correctly. It feels efficient. It also creates bad links, especially when names are common, records are sparse, or source data carries its own inherited ambiguity. That is why the framing behind the open source Wikidata + Google Knowledge Graph MCP is worth

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