OpenAI MCP Server for Cursor 10 tools — connect in under 2 minutes
Cursor is an AI-first code editor built on VS Code that integrates LLM-powered coding assistance directly into the development workflow. Its Agent mode enables autonomous multi-step coding tasks, and MCP support lets agents access external data sources and APIs during code generation.
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{
"mcpServers": {
"openai": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}
* 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 OpenAI MCP Server
Connect the OpenAI API to any AI agent and unlock the full power of GPT models as composable tools.
Cursor's Agent mode turns OpenAI into an in-editor superpower. Ask Cursor to generate code using live data from OpenAI and it fetches, processes, and writes — all in a single agentic loop. 10 tools appear alongside file editing and terminal access, creating a unified development environment grounded in real-time information.
What you can do
- Chat Completions — Generate responses from GPT-4o, GPT-4o-mini, and other models
- Image Generation — Create images with DALL-E 3 from text descriptions
- Embeddings — Convert text to vector representations for semantic search
- Content Moderation — Check text for policy violations automatically
- Fine-tuning — Create and monitor custom model training jobs
- File Management — List uploaded files for training and assistants
- Assistants — Browse configured OpenAI Assistants
- Structured Output — Generate structured JSON responses from prompts
The OpenAI MCP Server exposes 10 tools through the Vinkius. Connect it to Cursor 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 OpenAI to Cursor via MCP
Follow these steps to integrate the OpenAI MCP Server with Cursor.
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
Save the file
Cursor will automatically detect the new MCP server
Start using OpenAI
Open Agent mode in chat and ask: "Using OpenAI, help me..." — 10 tools available
Why Use Cursor with the OpenAI MCP Server
Cursor AI Code Editor provides unique advantages when paired with OpenAI through the Model Context Protocol.
Agent mode turns Cursor into an autonomous coding assistant that can read files, run commands, and call MCP tools without switching context
Cursor's Composer feature can generate entire files using real-time data fetched through MCP — no copy-pasting from external dashboards
MCP tools appear alongside built-in tools like file reading and terminal access, creating a unified agentic environment
VS Code extension compatibility means your existing workflow, keybindings, and extensions all work alongside MCP tools
OpenAI + Cursor Use Cases
Practical scenarios where Cursor combined with the OpenAI MCP Server delivers measurable value.
Code generation with live data: ask Cursor to generate a security report module using live DNS and subdomain data fetched through MCP
Automated documentation: have Cursor query your API's tool schemas and generate TypeScript interfaces or OpenAPI specs automatically
Infrastructure-as-code: Cursor can fetch domain configurations and generate corresponding Terraform or CloudFormation templates
Test scaffolding: ask Cursor to pull real API responses via MCP and generate unit test fixtures from actual data
OpenAI MCP Tools for Cursor (10)
These 10 tools become available when you connect OpenAI to Cursor via MCP:
chat_completion
Specify model (gpt-4o, gpt-4o-mini, etc.) and messages array as JSON. Generate a chat completion using OpenAI models
create_embedding
Create text embeddings
create_fine_tune
Requires a previously uploaded JSONL training file ID. Create a fine-tuning job
generate_image
Returns the image URL. Generate an image with DALL-E 3
list_assistants
List OpenAI Assistants
list_files
List uploaded files
list_fine_tunes
List fine-tuning jobs
list_models
List available OpenAI models
moderate_content
Check content for policy violations
structured_output
Provide a system prompt and user message. Generate structured JSON output from a prompt
Example Prompts for OpenAI in Cursor
Ready-to-use prompts you can give your Cursor agent to start working with OpenAI immediately.
"Ask GPT-4o to summarize this document in 3 bullet points."
"Generate an image of a futuristic cityscape at sunset."
"Check if this text violates content policies."
Troubleshooting OpenAI MCP Server with Cursor
Common issues when connecting OpenAI to Cursor through the Vinkius, and how to resolve them.
Tools not appearing in Cursor
Server shows as disconnected
OpenAI + Cursor FAQ
Common questions about integrating OpenAI MCP Server with Cursor.
What is Agent mode and why does it matter for MCP?
Where does Cursor store MCP configuration?
mcp.json file. You can configure servers at the project level (.cursor/mcp.json in your project root) or globally (~/.cursor/mcp.json). Project-level configs take precedence.Can Cursor use MCP tools in inline edits?
How do I verify MCP tools are loaded?
Connect OpenAI 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 OpenAI to Cursor
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.
