MCP ChatGPT Ads Manager

A Model Context Protocol (MCP) server that lets users query and manage ChatGPT ad campaigns using natural language through Claude, Cursor, or other AI tools. Ad managers can automate campaign optimization and reporting without leaving their AI interface.

MCP adoption is accelerating fast in 2025 as developers standardize tool integrations around the protocol, and OpenAI's ad platform is still early enough that no dominant management layer has emerged yet — no clear incumbent owns this niche. The revenue band is realistic for a solo builder given that ad managers will pay for anything that saves reporting time, but the ceiling is low because the addressable user base (people running ChatGPT ads *and* using Claude or Cursor as their daily interface) is currently tiny. The biggest risk is that OpenAI builds native AI-assisted campaign management directly into their ads dashboard, which would kill the use case entirely before the user base grows large enough to matter.