AI agents burn tokens reading file dumps when a small snippet would do. Context fills up, they lose track, re-explore, read more. Round and round. CodeRay gives agents exact locations in your codebase instead of full files. They read only what they need, using ~70% fewer tokens on average. Three tools shipped over CLI and MCP: search (natural language), skeleton (structure and docs only), impact (what breaks before you change something). Runs fully local – your code never leaves your machine.