memgraph

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.

Run before every release to ensure all merged memgraph PRs have a docs label assigned, have changelog entries, have docs pages where required, that all changed text is free of spelling and grammar issues, and that existing documentation cross-links the new content. Use when preparing a release branch, before merging into the main branch, or when asked to "check before release". Also use standalone when asked to audit docs labels on a milestone.

Create a new release branch for Memgraph documentation with the initial release-notes scaffold commit and PR. Use when the user wants to start a new release, create a release branch, or prepare release notes for a new version.

Create/write the changelog item / release note for a given Github PR and update the docs release PR description.

Run final pre-release tasks for the documentation site. Updates release note dates, direct download links to the new Memgraph version, and rebuilds the site to regenerate the sitemap. Use when preparing a documentation release, before publishing, or when asked to run "pre-release" steps.

Set up and check Codex context capture into Memgraph.

Used to release all toolbox, integrations, agents. Use when releasing a subproject to PyPI, Docker Hub, or when the user asks to release or publish.

Review code changes in Memgraph's storage layer, including MVCC, concurrency patterns, WAL, recovery, DDL operations, index/constraint management, delta chains, and skip list operations. Invoke for pull requests or changes to src/storage/v2/.

Use this skill when adding a new best practice example to the Memgraph best-practices repository. Walks through categorization, code documentation, dependencies, and README updates so the contribution matches the repo's conventions.