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.

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.