Memgraph's implementation of the Cypher query language offers enhanced flexibility and advanced traversal capabilities, making it suitable for complex graph-related tasks such as cybersecurity and fraud detection. Memgraph extends Cypher with additional constructs, allowing users to define custom procedures to address gaps in the standard implementation. Key features include deep path traversal techniques like depth-first search and breadth-first search, as well as integration with advanced graph algorithms through the Memgraph Advanced Graph Extensions (MAGE) library. MAGE supports popular algorithms such as PageRank and community detection, and integrates with libraries like cuGraph and NetworkX. Users can create custom query modules using APIs for Python, C/C++, or Rust to meet specific needs not covered by MAGE. Memgraph's ongoing development aims to expand Cypher's capabilities further, inviting user feedback and community engagement for continuous improvement.