Can my agent grade my content drafts in real-time?

Yes. Provide the report ID and your content text. The agent calls Clearscope's NLP engine to return an exact SEO grade (from A++ to F), identifying which terms you've covered and which ones are missing for optimal ranking.

How can I extract the structural outline of my top search competitors?

Use the 'get_outline' tool. Your agent will fetch the H2 and H3 heading hierarchies from the top-ranking results for your keyword, helping you understand the document structure needed to compete on Google.

Does the agent help with keyword research and traffic volume?

Absolutely. The 'get_keyword_research' tool provides search volume, CPC, and competitiveness data directly from Clearscope's database. This allows your agent to suggest target keywords based on actual market demand.

Clearscope MCP Server for OpenAI Agents SDK 10 tools — connect in under 2 minutes

Name: Clearscope
Availability: InStock
Author: Vinkius

openai.github.io/openai-agents-python/mcp

Built by Vinkius GDPR 10 Tools SDK

The OpenAI Agents SDK enables production-grade agent workflows in Python. Connect Clearscope through Vinkius and your agents gain typed, auto-discovered tools with built-in guardrails. no manual schema definitions required.

Get MCP Server for AI Agents

ASK AI ABOUT THIS MCP SERVER

Open in ChatGPT Open in Claude Open in Perplexity

Vinkius supports streamable HTTP and SSE.

python

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="Clearscope Assistant",
            instructions=(
                "You help users interact with Clearscope. "
                "You have access to 10 tools."
            ),
            mcp_servers=[mcp_server],
        )

        result = await Runner.run(
            agent, "List all available tools from Clearscope"
        )
        print(result.final_output)

asyncio.run(main())

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* 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 Clearscope MCP Server

Connect your Clearscope account to any AI agent and take full control of your search discoverability through natural conversation.

The OpenAI Agents SDK auto-discovers all 10 tools from Clearscope through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Clearscope, another analyzes results, and a third generates reports, all orchestrated through Vinkius.

What you can do

SEO Reports — Create and list content reports to audit your topical authority and search performance
Content Grading — Grade your drafts in real-time using advanced NLP to reach A++ status and outrank competitors
Keyword Research — Identify traffic limits, CPC, and competitiveness for any keyword in the Clearscope database
SERP Analysis — Extract competitor outlines, analyze term frequencies, and audit the top 30 Google results
Content Briefs — Generate structural outlines and briefs with target word counts and required semantic topics
Workspace Management — Navigate between different organizational workspaces to isolate your content projects

The Clearscope 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 Clearscope to OpenAI Agents SDK via MCP

Follow these steps to integrate the Clearscope 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 Clearscope

Why Use OpenAI Agents SDK with the Clearscope MCP Server

OpenAI Agents SDK provides unique advantages when paired with Clearscope 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

Clearscope + OpenAI Agents SDK Use Cases

Practical scenarios where OpenAI Agents SDK combined with the Clearscope MCP Server delivers measurable value.

Automated workflows: build agents that query Clearscope, process the data, and trigger follow-up actions autonomously

Multi-agent orchestration: create specialist agents. one queries Clearscope, another analyzes results, a third generates reports

Data enrichment pipelines: stream data through Clearscope tools and transform it with OpenAI models in a single async loop

Customer support bots: agents query Clearscope to resolve tickets, look up records, and update statuses without human intervention

Clearscope MCP Tools for OpenAI Agents SDK (10)

These 10 tools become available when you connect Clearscope to OpenAI Agents SDK via MCP:

create_report

Provision a highly-available async parsing boundary running SERP execution hooks

get_brief

Identify explicit instructions resolving writing boundaries

get_keyword_research

Identify explicit Cloud calculations tracking theoretical Google traffic limits

get_outline

Extracts structural string arrays resolving AI-nested content hierarchies limit

get_report_details

Perform structural extraction of properties driving active NLP scoring boundaries

grade_content

Retrieve the exact structural matching verifying text against mapped NLP bounds

list_competitors

Identify precise active arrays spanning native SERP competitor links

list_reports

Identify bounded logical arrays managing top-level Clearscope content SEO reports

list_terms

Extracts explicitly attached NLP bounding variables organizing term frequencies

list_workspaces

Retrieve the root identity mappings bounding specific organizational containers

Example Prompts for Clearscope in OpenAI Agents SDK

Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Clearscope immediately.

"Create a new Clearscope report for the keyword 'best AI tools 2024'"

"Grade this content draft against report 'report_123': [content text]"

"Show me the competitor outline for the keyword report 'report_456'"

Troubleshooting Clearscope MCP Server with OpenAI Agents SDK

Common issues when connecting Clearscope to OpenAI Agents SDK through the Vinkius, and how to resolve them.

MCPServerStreamableHttp not found

Ensure you have the latest version: pip install --upgrade openai-agents

Agent not calling tools

Make sure your prompt explicitly references the task the tools can help with.

Clearscope + OpenAI Agents SDK FAQ

Common questions about integrating Clearscope MCP Server with OpenAI Agents SDK.

How does the OpenAI Agents SDK connect to MCP?

Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.