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/.
Instructions for memgraph/ai-toolkit, covering agents.md, what this repo is, repository layout, the context graph family (context-graph/) and environment & setup.
Runs when you submit a prompt, before the agent sees it, running agent-context-graph hook run claude-code --connector skills-. From memgraph/ai-toolkit.
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…
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.