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How to Use the MarketMuse (AI Content Strategy & SEO) MCP in OpenAI Agents SDK

Give your OpenAI Agents SDK the ability to run MarketMuse content strategies and audit SEO performance in production via this MCP connection.

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OpenAI Agents SDK

Connect MarketMuse (AI Content Strategy & SEO) MCP to OpenAI Agents SDK

Create your Vinkius account to connect MarketMuse (AI Content Strategy & SEO) to OpenAI Agents SDK and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Content briefs via MCP Server

The `get_topic_model` and `get_content_brief` tools let your agents pull exact semantic requirements for any subject. You feed the agent a seed keyword, and it returns a structured breakdown of what needs to be written. OpenAI's built-in guardrails validate these briefs before passing them to specialized writer agents. You get predictable, data-backed content outlines without human intervention.

Automated SEO scoring

Use `score_content` to evaluate draft text against MarketMuse's topic models in real time. Your agent checks the text, identifies missing semantic terms via `get_related_topics`, and forces a rewrite if the score falls below your threshold. This runs entirely within your agent's execution loop. You trace every scoring decision and rewrite iteration directly in the OpenAI dashboard.

Audit competitor URLs

The `competitive_analysis` tool compares your target URL against the current search results through the MCP protocol. Your agent pulls this data alongside `get_heatmap` to find exactly where competitors ignore key subtopics. Handoff this data to a strategist agent to update your editorial calendar. It takes raw SERP gaps and turns them into specific updates for your writers.

Setup guide

Set up MarketMuse (AI Content Strategy & SEO) MCP in OpenAI Agents SDK

Prerequisites

  • Python 3.10+ installed
  • openai-agents package (pip install openai-agents)
  • Active Vinkius subscription with a valid endpoint token
  1. 1

    Install the SDK

    Run pip install openai-agents to install the OpenAI Agents SDK. The MCP integration is built-in — no extra dependencies needed.

  2. 2

    Connect via SSE transport

    Use MCPServerSse with your Vinkius endpoint URL. Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. The SDK auto-discovers all MarketMuse (AI Content Strategy & SEO) tools at runtime.

  3. 3

    Create your Agent

    Pass the MCP to Agent(mcp_servers=[server]). The agent receives MarketMuse (AI Content Strategy & SEO) tools as native definitions — JSON schemas resolve automatically.

  4. 4

    Run the agent

    Call Runner.run(agent, prompt) to execute. The agent invokes the appropriate MarketMuse (AI Content Strategy & SEO) tools and returns structured results. Copy the full example on the right to get started.

agent.py
import asyncio
from agents import Agent, Runner
from agents.mcp import MCPServerSse

async def main():
    async with MCPServerSse(
        url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    ) as server:
        agent = Agent(
            name="MarketMuse (AI Content Strategy & SEO) Agent",
            instructions="You have access to MarketMuse (AI Content Strategy & SEO) tools.",
            mcp_servers=[server],
        )
        result = await Runner.run(agent, "List recent transactions")
        print(result.final_output)

asyncio.run(main())

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by MarketMuse. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

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Common questions about MarketMuse (AI Content Strategy & SEO) MCP in OpenAI Agents SDK

Install `openai-agents` via pip. Create an `MCPServerStreamableHttp` instance with your endpoint URL and pass it to your Agent constructor in the `mcp_servers` list. Set `cacheToolsList=True` to speed up tool discovery.
Yes. Your agent runs `optimize_url` to get specific improvement suggestions. It then applies those changes to your draft and verifies the new version using the scoring tools.
The SDK's guardrails catch the failure before it breaks your pipeline. The agent pauses execution, logs the error in your OpenAI tracing dashboard, and attempts a retry if configured.
Trigger `get_inventory` to pull a full content inventory for any domain. Your agent maps this data to find decaying pages and schedule them for optimization.
The Vinkius V8 Isolate Sandbox processes your URLs, target topics, and draft content text in a zero-trust environment. The instance spins up to execute the specific tool request and immediately shuts down, leaving no persistent data behind.

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