qqqa is a developer tool that provides command-line LLM access without interactive sessions. The qq binary answers questions by piping them to configured LLM providers (OpenRouter, OpenAI, Groq, Ollama, Claude Code, Codex CLI). The qa binary acts as a single-step agent that can read files, write files, or execute shell commands with user confirmation. It maintains no persistent conversation state by default, favoring shell composability and reproducibility over chat-style interfaces.