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OpenBridge is a dynamic API runtime engine designed to bridge the gap between declarative OpenAPI specifications and practical application interfaces. It automatically transforms a single OpenAPI spec into two distinct interfaces: a semantic, resource-oriented command-line interface for human users, complete with features like auto-completion and secure credential management, and an MCP (Model Context Protocol) server for seamless integration with AI agents. This approach eliminates the need for code generation, ensuring that applications are always aligned with their underlying API definitions and providing a "one spec, dual interface" solution.