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.
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…
Persist a substantive agent deliverable (audit report, analysis, design note, generated-asset reference, handoff) into RoadBoard as a memory entry via the MCP tools, with a standard envelope. Use whenever you produce an output worth keeping beyond the chat.
Worker-prompt lifecycle and the Architect/Analyst review gates — prompt frontmatter (status, reviewround, outputstatus), the draft→in-review→approved loop, the append-only review logs, the output gate (review-output → promote), and the tasks/{todo,run,done} transitions. Use when drafting, reviewing, or executing a…
Onboard a code project into RoadBoard — analyze the cloned repo and populate RoadBoard (project, phase, tasks, memory and the architecture graph / Atlas) via the RoadBoard MCP tools, then render the per-repo CLAUDE.md. Use when the user asks to onboard a project, or when a project that has a repo is not yet onboarded…