OpenAI Agents API

from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp

async with MCPServerStreamableHttp(
    name="mengram",
    params={
        "url": "https://mengram.io/mcp",
        "headers": {
            "Authorization": "Bearer om-...",
            "X-Mengram-User": "cust_1042",   # everything on this connection is this user's
        },
        "timeout": 15,
    },
    cache_tools_list=True,
) as memory:
    agent = Agent(
        name="Support",
        instructions="Call context_for before answering; call remember with anything durable.",
        mcp_servers=[memory],
    )
    result = await Runner.run(agent, "hi, it's me again — same car as last time?")

{
  "type": "mcp",
  "server_label": "mengram",
  "server_url": "https://mengram.io/mcp?user_id=cust_1042",
  "authorization": "Bearer om-...",
  "allowed_tools": ["context_for", "recall", "remember"],
  "require_approval": "never"
}