A single action agent in an LLM consists of four parts: PromptTemplate, LLM, and stop sequence. The PromptTemplate is used to guide the language model's actions, while the LLM powers the agent. The stop sequence instructs the LLM to cease generating as soon as it encounters the specified string. This configuration enables the agent to perform specific tasks effectively.