№ 01What kg_status Tells You in MCP for Google Knowledge Graph and Wikidata
If you spend any time working with entity resolution, factual lookup, or record linking inside an MCP client, you learn quickly that not every failure is a search failure. Sometimes the model asked a vague question. Sometimes the record really is ambiguous. Sometimes the data source is available, but the optional cross-check is not. And sometimes the system is healthy, but operating under a narrower configuration than you assumed. That is why kg_status matters in the Wik
Determinism is one of those words that sounds abstract until you have to rely on a system under pressure. The difference shows up when a researcher reruns the same lookup next week, when a data team audits why a record was linked to a QID, or when an agent is expected to stop guessing and say, plainly, that the evidence is not good enough. In that setting, deterministic behavior is not a nice-to-have. It is the thing that makes a tool usable in production. That is what s
№ 03Batch Workflows in the CLI for MCP for Google Knowledge Graph and Wikidata
Batch work is where a promising knowledge tool either proves itself or starts to fray. Looking up a single entity by hand is easy. Resolving fifty product records, five hundred person names, or a backlog of archival entries is where the real test begins. You stop caring about novelty and start caring about repeatability, bounded output, evidence quality, and how quickly you can separate clean matches from the records that need a human eye. That is exactly the space where