Memberstack MCP Server for OpenAI Agents SDK 10 tools — connect in under 2 minutes
The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Memberstack through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.
ASK AI ABOUT THIS MCP SERVER
Vinkius supports streamable HTTP and SSE.
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerStreamableHttp
async def main():
# Your Vinkius token. get it at cloud.vinkius.com
async with MCPServerStreamableHttp(
url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
) as mcp_server:
agent = Agent(
name="Memberstack Assistant",
instructions=(
"You help users interact with Memberstack. "
"You have access to 10 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from Memberstack"
)
print(result.final_output)
asyncio.run(main())
* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
About Memberstack MCP Server
Connect your Memberstack account to any AI agent and take full control of your member management and authentication workflows through natural conversation.
The OpenAI Agents SDK auto-discovers all 10 tools from Memberstack through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Memberstack, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
What you can do
- Member Administration — List all members, search by email, and fetch detailed metadata including plan connections
- Plan Management — Enumerate membership plans and retrieve detailed configurations for free and paid offerings
- Custom Data Handling — List and manage custom fields defined for your members
- Promotion & Offers — Access and monitor active coupons and marketing promotions
- App Visibility — Retrieve high-level information about your current Memberstack application configuration
The Memberstack MCP Server exposes 10 tools through the Vinkius. Connect it to OpenAI Agents SDK in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
How to Connect Memberstack to OpenAI Agents SDK via MCP
Follow these steps to integrate the Memberstack MCP Server with OpenAI Agents SDK.
Install the SDK
Run pip install openai-agents in your Python environment
Replace the token
Replace [YOUR_TOKEN_HERE] with your Vinkius token from cloud.vinkius.com
Run the script
Save the code above and run it: python agent.py
Explore tools
The agent will automatically discover 10 tools from Memberstack
Why Use OpenAI Agents SDK with the Memberstack MCP Server
OpenAI Agents SDK provides unique advantages when paired with Memberstack through the Model Context Protocol.
Native MCP integration via `MCPServerSse`, pass the URL and the SDK auto-discovers all tools with full type safety
Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure
Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate
First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output
Memberstack + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the Memberstack MCP Server delivers measurable value.
Automated workflows: build agents that query Memberstack, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents. one queries Memberstack, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through Memberstack tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query Memberstack to resolve tickets, look up records, and update statuses without human intervention
Memberstack MCP Tools for OpenAI Agents SDK (10)
These 10 tools become available when you connect Memberstack to OpenAI Agents SDK via MCP:
get_application_info
Get application details
get_member
Get details for a specific member
get_member_plans
Get plans for a specific member
get_plan
Get details for a specific plan
list_coupons
List all discount coupons
list_custom_fields
List member custom fields
list_members
List all members
list_plans
List all membership plans
list_promotions
List active promotions
search_members
Search members by email
Example Prompts for Memberstack in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Memberstack immediately.
"List the last 5 members who joined."
"Show details for member ID 'mem_12345'."
"What are my available membership plans?"
Troubleshooting Memberstack MCP Server with OpenAI Agents SDK
Common issues when connecting Memberstack to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
Memberstack + OpenAI Agents SDK FAQ
Common questions about integrating Memberstack MCP Server with OpenAI Agents SDK.
How does the OpenAI Agents SDK connect to MCP?
MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.Can I use multiple MCP servers in one agent?
MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.Does the SDK support streaming responses?
Connect Memberstack with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Memberstack to OpenAI Agents SDK
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.