Audits how a codebase integrates large language models (security and trust boundaries, prompt construction, model selection and routing, provider API usage, reliability, structured output, cost, latency, evaluation, observability, RAG and vector search, agents and tools) and writes llmaudit.md, a scored, prioritized, self-contained report, then prints the verdict in chat.