The related workflow journal 479

The most interesting thing about recent tooling around Wikidata is not that it helps a model find an entity faster. Search speed is useful, but it is not the hard part. The hard part is trust. If an agent links a person, company, place, or work to the wrong Wikidata item, the mistake does not stay local. It tends to spread into downstream records, summaries, and decisions. That is why inspectable evidence matters. A good MCP server for knowledge work should do more than

Anyone who has spent time linking real records to knowledge bases learns the same lesson sooner or later: the hard cases are not the near misses, they are the empty returns. A system that finds several plausible entities can at least hand the problem back with context. A system that finds nothing has to decide whether the record is rare, malformed, too sparse, outside scope, or simply not represented in the source at all. That is where the design of an entity resolution