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How to Use the Neptune.ai (ML Experiment Tracking) MCP in Claude

Query Neptune.ai (ML Experiment Tracking) runs and pull metrics directly into your Claude Desktop chat via this MCP Server.

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Claude Desktop

Connect Neptune.ai (ML Experiment Tracking) MCP to Claude Desktop

Create your Vinkius account to connect Neptune.ai (ML Experiment Tracking) to Claude Desktop and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.

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Find specific training runs inside Claude Desktop

The `search_runs` tool filters and extracts your historical ML runs based on exact parameters you define during chat. When you ask your agent to compare models, it queries your workspace to pull run details without forcing you to click around the web dashboard. This MCP tool lets you identify which learning rate produced the lowest loss directly in your conversation. Your agent formats the returned run data into clean markdown tables, letting you spot trends across dozens of experiments instantly.

Audit registered models using this MCP Server

The `list_models` tool queries your Neptune project to pull all registered model versions and their deployment states. Instead of leaving Claude Desktop to check which model is flagged for staging, you ask your agent to check the registry status directly. It retrieves the exact model metadata, helping you verify that your production candidates match the parameters logged during training. This keeps your deployment decisions grounded in actual logged run data.

Inspect workspace projects from your chat window

The `list_projects` tool fetches all active workspaces and projects associated with your credentials. Your agent uses this list to switch context or verify which project names are valid before starting deeper queries. It works alongside `get_project` to fetch specific project structures, ensuring your queries hit the right target. You don't have to memorize project IDs when starting a new analysis session.

Setup guide

Set up Neptune.ai (ML Experiment Tracking) MCP in Claude Web or Desktop

  1. 1

    Open Claude Settings

    Go to claude.ai, click your profile icon, then navigate to Customize → Connectors.

  2. 2

    Add Custom Connector

    Click the "+" button and select Add custom connector. Paste your Vinkius endpoint URL: https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. For OAuth-protected servers, expand Advanced settings to add credentials.

  3. 3

    Start a conversation

    Open a new chat. The Neptune.ai (ML Experiment Tracking) MCP tools are available immediately — no restart needed.

Endpoint URL

https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp

No configuration file needed — paste the URL directly in the Claude web interface.

Available on Free (1 connector), Pro, Max, Team, and Enterprise plans.

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 Neptune.ai (ML Experiment Tracking) MCP in Claude Desktop

You ask your agent to find runs with specific parameters, and it calls the `search_runs` tool. It queries your Neptune workspace and displays the matching training runs directly in your chat.
Yes, your agent uses the `list_models` tool to pull the entire model registry for a project. It displays the model versions and their current states right inside your Claude Desktop interface.
Yes, the server uses `list_projects` to show your available workspaces. Your agent can then target a specific project with `get_project` to narrow down the scope of your run searches.
No, you just tell your agent what to compare. It uses `get_attributes` to pull the exact parameters mapped within the experiment runtime bounds and displays them side-by-side.
Your API tokens and experiment parameters never pass through external third-party servers. All requests to fetch run configurations and metrics run locally through the V8 sandbox, ensuring your proprietary model parameters remain private.

Start using the Neptune.ai (ML Experiment Tracking) MCP today

We host it, we monitor it, we maintain it. You just paste one token.

Built & Managed by Vinkius 30s setup 6 tools

We've already built the connector for Neptune.ai (ML Experiment Tracking). Just plug in your AI agents and start using Vinkius.

No hosting. No infrastructure. No complex setup.
All 6 tools are live and waiting. You're up and running in seconds.

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