Agents discover models by searching a live catalog, with no hardcoded model names required. Muapi uses a pay-per-generation model with no subscriptions and shows costs upfront. Integration requires only pointing a skill-aware agent to a single file.
Muapi can run as an MCP server, turning every model into a tool for MCP clients. A command-line interface allows terminal-first usage with JSON output for scripting.
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