This is a remote MCP agent that pipes your prompt through LangChain's system and human message chain, runs it against Gemini on Vertex AI, and optionally logs everything to LangSmith for tracing. It's part of the GOSCE portfolio, a collection of production agents that combine OSS packages into capability-scoped services with x402 micropayment metering. You'd reach for this when you want observability on top of your Gemini calls without wiring up LangChain and tracing infrastructure yourself. The agent runs on getvda.ai and speaks standard MCP over streamable HTTP, so you can drop it into Claude Desktop or any MCP client.
claude mcp add --transport http io.github.mikerawsonnz-llm-observability-orchestration https://langchain-core-langsmith-openai-8c02f9.getvda.ai/mcp