How can I incorporate LLM-powered agents into my existing tech stack using available developer tools?

We ask the same underlying question in different ways.

• How can I incorporate LLM-powered agents into my existing tech stack using available developer tools?
• Are there specific tools available for building and embedding LLM agents into an existing application environment?
• Are there specific tools for developers that facilitate the integration of LLM agents into an established tech stack?