Can my AI agent write complex GROQ queries for me?

Yes. If you know what data you want but aren't totally familiar with GROQ syntax, you can simply ask your agent: 'Write and execute a GROQ query to find all author documents where the name starts with John and return just their ID and bio.' The agent will draft the query, execute it via the `run_groq_query` tool, and return the filtered JSON.

How do I perform a bulk update on my documents?

You can ask your agent to first fetch the documents (e.g., 'List all posts missing a category'), calculate the changes needed, and then use the `run_raw_mutation` tool or `patch_cms_document` iteratively to apply the updates. This acts as a conversational migration script, updating dozens of documents safely and quickly.

Can the agent check if media assets are missing from my posts?

Yes. The agent can use the document querying tools combined with `list_media_assets` to analyze your content. For instance, you can ask it to generate a report of all products that do not have an associated image reference, giving you an exact list of items to fix in the Studio.

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

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

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

asyncio.run(main())

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Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Sanity MCP Server

Connect your Sanity project to any AI agent and take full control of your Content Lake through natural conversation.

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

What you can do

GROQ Queries — Execute powerful Graph-Relational Object Queries to fetch exactly the content you need
Document Management — Create, read, update, patch, and delete documents of any schema type
Schema Insights — List unique schema types and count entity nodes dynamically
Media Assets — Browse and manage images and file assets uploaded to your project
Bulk Operations — Run raw Sanity mutations for complex, multi-document transactions

The Sanity 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 Sanity to OpenAI Agents SDK via MCP

Follow these steps to integrate the Sanity 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 Sanity

Why Use OpenAI Agents SDK with the Sanity MCP Server

OpenAI Agents SDK provides unique advantages when paired with Sanity 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

Sanity + OpenAI Agents SDK Use Cases

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

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

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

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

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

Sanity MCP Tools for OpenAI Agents SDK (10)

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

count_entity_nodes

Counts the number of documents of a specific type

create_cms_document

Specify the type and provide attributes as a JSON object. Creates a new document in the CMS

get_document_details

Retrieves full details for a specific document by ID

list_media_assets

Lists all image and file assets uploaded to Sanity

list_typed_documents

g., "post", "author"). Lists all documents of a specific type

list_unique_schema_types

Retrieves a list of all unique document types present in the dataset

patch_cms_document

Provide a JSON object of fields to set. Updates specific fields of an existing document

run_groq_query

Executes a GROQ (Graph-Relational Object Queries) query

run_raw_mutation

Provide a JSON array of mutation objects. Executes a raw Sanity mutation

wipe_cms_document

This action is irreversible. Permanently deletes a document from the CMS

Example Prompts for Sanity in OpenAI Agents SDK

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

"List all unique schema types in my dataset."

"Write a GROQ query to find the 3 most recently updated authors."

"Update the post with ID 'drafts.1234' and set its published state to true."

Troubleshooting Sanity MCP Server with OpenAI Agents SDK

Common issues when connecting Sanity 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.

Sanity + OpenAI Agents SDK FAQ

Common questions about integrating Sanity 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.