Gaman is an execution-first AI agent built for developers. It runs real programming tasks using tools like shell commands, file operations, web access, and MCP integrations. Gaman supports multi-turn conversations, long-running sessions, checkpoints, subagents, and automatic context management. With built-in safety policies, approvals, and loop detection, Gaman turns prompts into controlled, reliable execution, right from your terminal.

AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not discovery.