skills

Generate apps, demos, dashboards, diagrams, landing pages, and any visual output that looks like it belongs in the Memgraph product family. Use whenever producing UI, visual artifacts (Mermaid, SVGs, charts), Lab-style admin tools, internal dashboards, feature splash pages, or embeddable widgets for Memgraph engineers.

Develop custom query modules in C++ for Memgraph graph database. Use when creating high-performance graph algorithms, procedures (ProcedureType::Read/Write), or functions using the mgp.hpp C++ API. Covers compilation, memory management, graph traversal, and module deployment.

Write Cypher queries for Memgraph, including Memgraph-specific extensions like deep path traversals (BFS, DFS, WSP, ASP, KSP with filter/weight lambdas), text and vector search, parallel execution, and CALL subqueries. Use when the user asks to write, fix, or optimize a Cypher query for Memgraph, or asks about Cypher syntax differences between Memgraph and Neo4j.

Configure Memgraph triggers, transactions, storage modes, data durability, and memory settings. Use when the user asks about triggers, transaction isolation levels, storage modes (transactional vs analytical), snapshots, WAL, memory limits, data types, or database runtime configuration.

Language-agnostic blueprint for building GraphRAG systems with Memgraph and agent tooling. Covers end-to-end architecture, schema design, ingestion, hybrid retrieval, tool contracts, and evaluation. Use when designing GraphRAG platforms that must work across multiple programming languages.

Create and manage Memgraph indexes, constraints, and enums. Use when the user asks about indexing strategy, creating or dropping indexes, schema enforcement, uniqueness or existence constraints, data type constraints, enums, or ANALYZE GRAPH.

Write and edit Graph Style Script (GSS) code for Memgraph Lab graph visualization. Use when the user asks to style graphs, change node or edge colors, add labels, set images, configure graph layouts, or write any GSS / Graph Style Script code for Memgraph Lab.

Guide to using Memgraph's mgconsole CLI for connecting to Memgraph, running Cypher, configuring output, and using interactive or non-interactive modes. Use when the user asks how to install, connect, or run queries with mgconsole.

Design graph data models for Memgraph using Labeled Property Graph (LPG) principles. Use when the user asks how to model data as a graph, design a schema, decide between properties and relationships, structure nodes and edges, import CSV/Parquet into a graph, build a knowledge graph, or optimize a Memgraph data model for performance and memory.

Develop custom query modules in Python for Memgraph graph database. Use when creating custom graph algorithms, procedures (@mgp.read_proc, @mgp.write_proc), or functions (@mgp.function) for Memgraph. Covers the mgp Python API, graph traversal, data transformations, and module deployment.

Run MAGE (Memgraph Advanced Graph Extensions) graph algorithms from Cypher, including built-in deep path traversals (BFS, DFS, WSP, ASP, KSP), PageRank, community detection, centrality, node embeddings, LLM integration, and 70+ algorithm modules. Use when the user asks to run a graph algorithm, find shortest paths, detect communities, compute centrality, generate embeddings, or call any MAGE procedure.

Develop custom query modules in Rust for Memgraph graph database. Use when user asks to create Rust procedures, implement graph algorithms in Rust, build high-performance query modules, or work with the rsmgp-sys Rust API. Covers module structure, compilation with Cargo, graph traversal, vertex/edge operations, and deployment to Memgraph.