Our batch resolve workflow journal 861

Evidence export sounds mundane until a team has to defend a link between a local record and a public identifier. That is usually the moment when loose search results stop being useful and traceable evidence starts to matter. If a researcher, librarian, analyst, or product team wants to connect a person, place, organization, or work to Wikidata, they need more than a plausible match. They need enough context to review the match, enough structure to move it through a workflow

Programmatic entity exploration sounds straightforward until you try to do it at scale. A name comes in from a catalog, a CRM export, a newsroom archive, or a batch of product metadata, and the first question is deceptively simple: what exactly is this thing? Not just the label, but the identity behind it, the facts attached to it, and the confidence you should have before connecting your local record to a public identifier. That is where a focused MCP workflow around Wi