Part of the GOSCE automated agent portfolio, this remote MCP server wraps Instructor and Gemini 2.5 Flash to turn free-text prompts into validated, typed JSON against your field schema. You send a prompt and a Pydantic-style schema, it returns structured data or validation errors. Runs on Vertex AI via getvda.ai with x402 micropayment metering. Useful when you need guaranteed JSON shape from LLM responses without writing your own parsing layer, especially for form extraction, API payload generation, or multi-step workflows where downstream steps expect specific fields. Discovery through the GOSCE Portfolio Router is free, execution is metered per call.
claude mcp add --transport http io.github.mikerawsonnz-structured-output-agent https://fastmcp-instructor-72225f.getvda.ai/mcp