How to Use the Comet ML MCP in Windsurf
Use Comet ML directly in Windsurf to track model performance and pull experiment data without leaving your IDE.
Works with every AI agent you already use
…and any MCP-compatible client
Connect Comet ML MCP to Windsurf
Create your Vinkius account to connect Comet ML to Windsurf and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.
Manage experiments inside Windsurf
Cascade uses `list_projects` and `list_workspaces` to map your entire Comet ML directory structure. It quickly identifies where your model data lives without you digging through browser tabs. Once the context is clear, Cascade invokes `get_experiment` to pull specific run logs directly into your editor. You see exactly what happened during training.
Inspect model metrics in Windsurf
You can ask Cascade to grab numeric bounds using `get_experiment_metrics`. It pulls the raw data so you can compare baseline performance against your latest training run. `get_experiment_params` lets you check the API taxonomy types for those runs. Windsurf then displays these properties right next to your code.
Automate your Comet ML workflow
Windsurf chains `list_experiments` to find recent runs based on your criteria. It handles the routing automatically while you focus on fixing the code. This MCP server gives your agent direct visibility into your ML lifecycle. It keeps your model development moving without constant context switching.
Set up Comet ML MCP in Windsurf
Prerequisites
- Windsurf IDE installed (macOS, Windows, or Linux)
- Active Vinkius subscription with a valid endpoint token
- 1
Open MCP configuration
Click the Cascade assistant icon in the sidebar, then click the hammer icon (🔨) at the top of the panel. Select "Configure" to open
~/.codeium/windsurf/mcp_config.json. - 2
Add the Comet ML MCP
Paste the JSON snippet shown on the right into the
mcpServersobject. Replace[YOUR_TOKEN_HERE]with your endpoint token from cloud.vinkius.com. - 3
Refresh MCPs
Go back to the hammer icon (🔨) in Cascade and click "Refresh". Windsurf will detect the new server. No full restart is needed — the connection is hot-reloaded.
- 4
Verify in Cascade
Start a new Cascade conversation and ask something like "Show my Comet ML payment history." If connected, Cascade will call the Comet ML tools directly. You will see a green dot next to the server name in the MCP panel.
{
"mcpServers": {
"comet-ml-mcp": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by Comet ML. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
Why Choose Vinkius
Vinkius connects your tools to AI with real-time monitoring and automatic cost savings — all from one dashboard.
Real-time monitoring
Live
visibility into every interaction
Connect your favorite tools to your AI and see exactly what's happening — every request, every response, in real time.
Built-in savings
60%
lower AI costs
Vinkius compresses data between your apps and your AI automatically. Lower bills every month — no configuration required.
Single dashboard
One
place for every integration
Every tool your AI connects to, managed from a single screen. One account, complete control.
Common questions about Comet ML MCP in Windsurf
Use it with your favorite AI tools
Connect this server to Cursor, Claude, VS Code, and more.
Start using the Comet ML MCP today
We host it, we monitor it, we maintain it. You just paste one token.
