Automation Chatbot is designed to streamline repetitive workflows by allowing users to interact with connected services through conversational AI. Powered by OpenAI models and a Chroma vector store, the agent maintains context across sessions, recalls past interactions, and executes actions in platforms like Slack, Google Drive, and Calendar. With a modular connector architecture, developers can add new integrations for email, file management, or custom APIs. A built-in scheduling module enables automated triggers based on time or events. Using TypeScript definitions, the system validates input/output and generates code snippets automatically. The framework can run on local machines or containerized environments, providing extensibility and security controls like OAuth2 and API key management. This empowers organizations to deploy chat-driven automation tailored to their operational needs.

Cooper是一個開源的命令列助手，將自然語言提示轉譯成可操作的shell指令。基於OpenAI的GPT模型，它負責產生程式碼、操作檔案、Git操作、API整合等等。開發者可以要求建立樣板模組、批次重命名檔案、部署腳本或產生提交訊息。在執行前，Cooper會呈現建議的命令供審核與審核，確保透明與安全。其插件架構支援擴充，讓用戶可以加入自訂處理器，使其能適應不同的工作流程和環境。