Scale SERP 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 Scale SERP 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="Scale SERP Assistant",
instructions=(
"You help users interact with Scale SERP. "
"You have access to 10 tools."
),
mcp_servers=[mcp_server],
)
result = await Runner.run(
agent, "List all available tools from Scale SERP"
)
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 Scale SERP MCP Server
Connect Scale SERP to any AI agent to unlock the full power of real-time Google search data. Enable your AI to browse the web intelligently without worrying about anti-bot measures or complex scraping logic.
The OpenAI Agents SDK auto-discovers all 10 tools from Scale SERP through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Scale SERP, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
What you can do
- Comprehensive Web Search — Execute real-time Google queries across text, images, videos, and news localized to specific geographic regions
- E-commerce & Local — Scrape Google Shopping results for pricing data or Google Places for local business intelligence
- Research & SEO — Run predictive auto-complete lookups, extract "People Also Ask" related questions, and pull scholarly articles via Google Scholar
- Advanced Customization — Pass raw JSON options to emulate exact languages, devices, or custom search parameters directly from your agent
The Scale SERP 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 Scale SERP to OpenAI Agents SDK via MCP
Follow these steps to integrate the Scale SERP 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 Scale SERP
Why Use OpenAI Agents SDK with the Scale SERP MCP Server
OpenAI Agents SDK provides unique advantages when paired with Scale SERP 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
Scale SERP + OpenAI Agents SDK Use Cases
Practical scenarios where OpenAI Agents SDK combined with the Scale SERP MCP Server delivers measurable value.
Automated workflows: build agents that query Scale SERP, process the data, and trigger follow-up actions autonomously
Multi-agent orchestration: create specialist agents. one queries Scale SERP, another analyzes results, a third generates reports
Data enrichment pipelines: stream data through Scale SERP tools and transform it with OpenAI models in a single async loop
Customer support bots: agents query Scale SERP to resolve tickets, look up records, and update statuses without human intervention
Scale SERP MCP Tools for OpenAI Agents SDK (10)
These 10 tools become available when you connect Scale SERP to OpenAI Agents SDK via MCP:
custom_search
Performs a highly customized Google search
google_autocomplete
Retrieves Google search autocomplete suggestions
google_images
Searches for images on Google
google_news
Searches for news articles on Google News
google_organic
You can specify a query and an optional geographic location. Performs a standard Google organic search
google_places
Searches for places and local businesses on Google Maps
google_related_questions
Retrieves "People Also Ask" questions from Google
google_scholar
Searches for scholarly articles and research papers
google_shopping
Searches for products on Google Shopping
google_videos
Searches for videos on Google
Example Prompts for Scale SERP in OpenAI Agents SDK
Ready-to-use prompts you can give your OpenAI Agents SDK agent to start working with Scale SERP immediately.
"Run a Google Scholar search for 'machine learning in agriculture' and summarize the top 3 papers."
"Find restaurants near Times Square via Google Places."
"Search Google for 'best CRM tools'."
Troubleshooting Scale SERP MCP Server with OpenAI Agents SDK
Common issues when connecting Scale SERP to OpenAI Agents SDK through the Vinkius, and how to resolve them.
MCPServerStreamableHttp not found
pip install --upgrade openai-agentsAgent not calling tools
Scale SERP + OpenAI Agents SDK FAQ
Common questions about integrating Scale SERP 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 Scale SERP 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 Scale SERP to OpenAI Agents SDK
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.