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Llm Observability Orchestration

mikerawsonnz/gosce-agents

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.

tools
2
transport
HTTP
last updated
Jun 2, 2026
View on GitHub

Install

From registry metadata
$ npx add-mcp https://langchain-core-langsmith-openai-8c02f9.getvda.ai/mcp --name llm-observability-orchestration

Run in your terminal. add-mcp asks which agents to add it to (Claude Code, Codex, Cursor and more). Add -g to install it for every project.

Review the command, arguments and environment values before installing. MCP servers run with your local permissions.

Other ways

Claude Code

$ claude mcp add --transport http llm-observability-orchestration https://langchain-core-langsmith-openai-8c02f9.getvda.ai/mcp

Run in your terminal. Add --scope user to make it available in every project.

Tools

Verified live · 2 tools

Verified live against the running server on Nov 6, 2026.

invokeRun a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.1 params

Run a prompt through a LangChain (system + human) chain over Gemini on Vertex AI; optional LangSmith tracing.

Parameters* required
input*string
JSON request for this capability (the same body you'd send as an A2A message).
selftestFREE, no payment required. Runs this agent's real capability on a fixed canned input and returns the genuine result, an honest assertion grade, and the full trust manifest (signed Agent Card, JWKS, governance/licence chain, safety posture) with a proof link for every claim. In...

FREE, no payment required. Runs this agent's real capability on a fixed canned input and returns the genuine result, an honest assertion grade, and the full trust manifest (signed Agent Card, JWKS, governance/licence chain, safety posture) with a proof link for every claim. In...

No parameters. Call it with no arguments.

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Readme

GOSCE Agents

A portfolio of production remote MCP + A2A agents running on getvda.ai, discovered + quality-assured by the GOSCE Portfolio Router. Each agent is capability-scoped, speaks open A2A + MCP, and is metered with Nevermined x402 micropayments (discovery is free).

Generated by GOSCE (GitHub Open-Source Combination Engine) — an automated pipeline that mines the OSS dependency graph for monetizable package combinations and deploys each as a verified agent.

Agents

View the full README on GitHub

Details

Repository
github.com/mikerawsonnz/gosce-agents
Website
langchain-core-langsmith-openai-8c02f9.getvda.ai
Categories
AI & LLM Tools, Monitoring & Observability
Transport
HTTP
Registry
MCP registry, active
Tools verified
Nov 6, 2026

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