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KGLite 发布：一个嵌入式、支持 Cypher 查询的知识图谱工具，面向 Python 与 Rust，专为 AI 应用和 LLM 代理设计，可进程内运行、从 DataFrame 批量加载，并内置 MCP 服务器，采用 MIT 开源协议。
CYGNET is a pre-execution gate system that validates and corrects Cypher queries generated by LLM agents over knowledge graphs, catching structural failures before they hit production databases with near-zero false positives and achieving 81–95% success in repairing broken queries across five language models.