LangChain

Use AGCMS with langchain-openai.

from langchain_openai import ChatOpenAI
from langchain_core.messages import HumanMessage

llm = ChatOpenAI(
    model="groq:llama-3.3-70b-versatile",
    base_url="https://api.your-tenant.agcms.com/v1",
    api_key="agc_live_...",
)

resp = llm.invoke([HumanMessage(content="What is a Merkle root?")])
print(resp.content)

Pair with LangChain callbacks to log the AGCMS interaction ID alongside each chain run for end-to-end traceability.