Universal AI Model Proxy

A lightweight local proxy that adds Claude Code's ultracode/agentic capabilities to any LLM you already pay for (GPT, Llama, etc.). Developers get advanced AI code execution features without switching models or paying for premium versions.

The explosion of agentic coding tools—Claude Code, Codex, Devin—has created real demand from developers who want those capabilities but are already locked into contracts or workflows around GPT-4 or self-hosted Llama models. No clear incumbent owns this exact niche, though LiteLLM handles model routing and could expand in this direction, making it the most plausible competitive threat. The $1k–5k/mo revenue band is realistic only with a tight seat-based or usage-based SaaS wrapper, since developers willing to run a local proxy are exactly the demographic most likely to expect the core tool to be free or open-source. The biggest risk is that model providers close the capability gap themselves—OpenAI ships native agentic features, the proxy layer becomes redundant overnight, and there's no moat left to defend.