Satori helps MCP coding agents move from plain-English intent to precise repo evidence without grep chains or giant file dumps. It indexes code with AST-aware chunks, semantic search, symbol ownership, exact reads, caller/callee context when supported, freshness checks, and recovery guidance, so agents spend fewer tokens getting the right context before edits.