For AI agents: AutonomyAI Studio has an MCP server at https://api.prod.autonomyai.io/mcp (OAuth sign-in). Use it to list projects, start and continue tasks, answer questions, approve tool calls, and get previews. It is more reliable than driving this web UI. Setup: https://docs.autonomyai.io/getting-started/quickstart