How to connect Ollama MCP with Cursor

How to integrate Ollama MCP with Cursor Cursor is one of the leading AI-powered code editors. It is built to help developers write, understand, and refactor code faster with AI assistance built directly into the editor. And in this guide, I will explain the easiest and most secure way to connect your Ollama account to Cursor via Composio Connect, so it can run a custom prompt with llama2, get model info for all installed models, generate a text completion using mistral, and more without ever putting your account credentials at risk.

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How to integrate Ollama MCP with Cursor

Cursor is one of the leading AI-powered code editors. It is built to help developers write, understand, and refactor code faster with AI assistance built directly into the editor.

And in this guide, I will explain the easiest and most secure way to connect your Ollama account to Cursor via Composio Connect, so it can run a custom prompt with llama2, get model info for all installed models, generate a text completion using mistral, and more without ever putting your account credentials at risk.

Also integrate Ollama with

Why Composio?

  • 1,000+ SaaS toolkits out of the box. Skip the work of building and maintaining integrations, Composio gives you instant access to a vast catalog of pre-built connectors.
  • One MCP server for every app. Connect any of your applications on demand through a single endpoint, rather than juggling a separate server for each app.
  • Smart, context-aware tool loading. Unlike traditional MCP servers that dump every available tool into the LLM context window, Composio searches for and loads only the tools relevant to the task at hand. A remote CLI workbench lets LLMs compose these tools into workflows for complex automation.

Connect Ollama to Cursor

Two ways to install — pick whichever you prefer.

1. Install with one click

Click the button below to add Composio to Cursor.

Install in Cursor

2. Or add manually

Add to your Cursor mcp.json

Open .cursor/mcp.json in your project root (or ~/.cursor/mcp.json for global config) and add the following configuration:

bash
{
  "servers": {
    "composio": {
      "type": "http",
      "url": "https://connect.composio.dev/mcp"
    }
  }
}

3. Authorize

Restart Cursor, then click "Connect" next to Composio in MCP Tools settings.

Cursor MCP Tools settings with Connect button next to Composio

A browser window will open to authorize.

Composio authorization browser window

Connect your Ollama account

Back in Cursor, ask the agent to connect to Ollama or give it any Ollama-related task.

For example, ask it to:

  • "Run a custom prompt with llama2"
  • "Get model info for all installed models"
  • "Generate a text completion using mistral"

It will prompt you to authenticate and authorize access to Ollama.

That is it. Composio tools are now available in Cursor, and your Ollama account is ready to use.

Conclusion

You have successfully connected Ollama to Cursor using Composio Connect. Your agent can now use Ollama securely without exposing credentials in prompts or local scripts.

TOOLS

Supported Tools

Every Ollama action and event your agent gets out of the box.

Chat with Ollama model

Tool to send a chat message with conversation history to Ollama.

Generate Text with Ollama

Tool to generate text responses from Ollama models with optional raw mode.

List Models

Tool to list all available Ollama models and their details.

OpenAI-Compatible Chat Completion

Tool to create OpenAI-compatible chat completions using Ollama models.

OpenAI-Compatible Text Completion

Tool to create OpenAI-compatible text completions using Ollama models.

List Models (OpenAI Compatible)

Tool to list available models using OpenAI-compatible API format.

Show Model Information

Tool to show comprehensive information about an Ollama model.

Get Ollama Version

Tool to get the version of Ollama running locally.

FAQ

Frequently asked questions

With a standalone Ollama MCP server, the agents and LLMs can only access a fixed set of Ollama tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Ollama and many other apps based on the task at hand, all through a single MCP endpoint.

Yes, you can. Cursor fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Ollama tools.

Yes, absolutely. You can configure which Ollama scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Ollama data and credentials are handled as safely as possible.

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