February 2026 monthly summary for topoteretes/cognee focused on delivering value through API clarity, maintainability, and improved data-store support. Key feature work improved the Database Context API and dataset mapping, clarifying that the database name is derived from dataset_id and adding explicit support for pgvector and neo4j_aura_dev. API naming was refined for clarity, and trailing whitespace cleanup was included as part of ongoing maintenance. Documentation readability and maintainability were enhanced via docstring updates to reflect new handlers, adherence to line-length standards, and README cleanup to remove trailing whitespace. These efforts reduce onboarding time, minimize integration friction with vector databases, and strengthen overall code quality and consistency.