Neo4j graph database for offensive security intel. Model writes Cypher directly via MCP tools — no scripts, no wrappers.
Post-challenge debrief — generates writeup with structured failure analysis. Outputs to writeup/ directory and updates MEMORY.md with key lessons.
Orchestrator agent for iterative-deepening multi-agent coordination. Manages task trees, spawns focused teammates, evaluates findings, and deepens research until evidence supports exploitation.
Suggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.