AdKit is a lightweight semantic ad engine: your LLM app requests relevant sponsor inserts using natural language context, and AdKit matches ads semantically using embeddings + vector search. It applies typed constraints (topics, locale, vertical, exclusions, policy flags). Your agent calls a tiny MCP tool surface: match, explain, health, capabilities.
