Developed a Memory Graph Editing and Management Tool for the SengokuCola/MaiMBot repository, focusing on backend development and data management using Python. The work involved creating a Python script to manually query, add, remove, and modify nodes and edges within the memory repository, while also extending the MaiBot UI to support in-app memory graph editing. New menu options enabled direct modification of memory data, and robust error handling with input validation was implemented to prevent data corruption. These enhancements improved memory modeling fidelity, streamlined memory curation, and introduced safeguards that support safer experimentation and iterative improvements to MaiBot’s memory layer.