The entity facts journal 718

Batch resolution is where elegant demos usually break. Resolving one person, one company, or one work into a Wikidata QID is manageable by hand. Resolving hundreds or thousands of records is something else entirely. Names repeat. Labels drift across languages. A local record may be sparse, outdated, or slightly malformed. The hard part is not just finding a candidate. It is deciding when a match is strong enough to accept automatically, when it needs review, and when the

If you are working with the Wikidata + Google Knowledge Graph MCP server, kg_related is the tool you reach for when a name match is not enough and a single entity record is not enough either. It sits in the space between search and inspection. kg_search helps you find candidate entities. kg_entity helps you read selected facts about one entity. kg_related becomes useful when the hard part is context, not retrieval. That distinction matters more than it sounds. In real en