This project can help LLM-based applications explore entities programmatically through MCP tools without exposing them

https://deterministicidentity510.brightpathdigest.com/posts/how-mcp-for-wikidata-handles-no-candidate-cases

This project can help LLM-based applications explore entities programmatically through MCP tools without exposing them to direct write operations.