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Vinkius

DVC MCP, Ready to Go

Use DVC MCP with Claude or Cursor to track machine learning experiments and data versioning. Manage your ML workflows with your AI agent.

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Track machine learning experiments and data versioning in real time.

DVC MCP for AI Agents

Works with every AI agent you already use

…and any MCP-compatible client

Cursor AI Code EditorClaude Desktop AppOpenAI Agents SDKVisual Studio CodeGitHub Copilot AI AgentGoogle Gemini AILovable AI DevelopmentMistral AI AgentsAmazon AWS Bedrock

How fast is the DVC Connector?

859ms Fast
Fast Acceptable Slow

Average time for the server to become ready for requests over the last 14 days, measured until the initialize / tools/list handshake completes. Metrics are updated daily between 00:00 and 04:00 UTC. Create a free account, use this Connector on Vinkius Cloud, and connect it to your AI agent in seconds.

Min 705ms
Average 859ms
Max 1413ms
Trend (improving) ↓ 16%
Daily latency
1413ms 7/12/2026
981ms 7/13/2026
887ms 7/14/2026
902ms 7/15/2026
999ms 7/16/2026
825ms 7/17/2026
822ms 7/18/2026
935ms 7/19/2026
959ms 7/20/2026
931ms 7/21/2026
766ms 7/22/2026
715ms 7/23/2026
705ms 7/24/2026
712ms 7/25/2026
7/12/2026 7/25/2026

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AI Agent

What AI agents can do with DVC 6 Machine Learning Experiment Tools

Use these tools to query your experiment history, check project statuses, and manage dashboard configurations.

List views

Show all active dashboard layouts in your workspace. This helps you see how your data is structured.

Get view

Pull the configuration for a specific dashboard. Use this to see the exact layout of a view.

Get user

Retrieve the profile of a specific user. This is useful for checking identity and permissions.

List projects

List every project in your organization. Use this to get a high-level overview of your work.

Get project

Fetch the metadata for a specific project. It gives you the details you need for a single repository.

List experiments

Show all model runs and experiments. This lets you see the history of your training cycles.

A Connector is a URL. Vinkius runs it: hosting, security, governance, observability.

You're looking at one of 5,800+ managed Connectors. The real value isn't the catalog. It's the control plane that secures, governs, audits, and manages every interaction between your agents and the tools they use.

01

No Shadow AI

Every agent action is visible, approved, and auditable. Nothing runs outside your governance.

02

Absolute agent control

Fine-grained permissions for every agent, MCP, and tool. Instantly revoke access and audit every execution.

03

Cost control per token

Spend broken down to the token, tool, and agent. Budgets and hard limits. No surprise invoices.

04

Managed & monitored infra

We operate the runtime, authentication, scaling, retries, and monitoring. Your team manages AI, not infrastructure.

05

Data protection, DLP by design

Sensitive data is filtered before reaching the model. Access is governed so agents receive only the information they're allowed to use.

06

Token optimization, real savings

Lower AI costs by delivering the right context instead of unnecessary tools. Better accuracy, faster responses, and fewer wasted tokens.

DVC MCP for Machine Learning Experiment Tracking

For the ML engineer who is tired of digging through old logs to find out why a model failed. It's for anyone who needs to see the why behind the data without manual searching.

Data Scientist

Audits model runs to compare accuracy across different training epochs.

ML Engineer

Validates repository connections and checks permission scopes for team members.

Team Lead

Monitors the progress of multiple projects across the organization's workspace.

DevOps Engineer

Debugs DVC Studio integrations and verifies access tokens.

Frequently Asked Questions

How can I use DVC MCP to track my ML models? +

You can use it to query your experiment history and metrics directly through your AI client. It connects to DVC Studio so you can ask questions about your past runs and model performance in natural language.

Can I see my experiment history with DVC MCP? +

Yes, you can list all previous experiments and view specific metric arrays. This helps you compare different training cycles without leaving your chat interface.

Does DVC MCP work with my current DVC Studio account? +

It does. You just need to provide your DVC Studio Client Access Token. Once connected, your AI agent can access your projects, views, and experiment data.

How do I check my project permissions using DVC MCP? +

The Connector allows you to retrieve user profiles and check identity roles. You can ask your agent who has access to specific projects or what permissions a team member holds.

Can I get specific metrics from past runs? +

Yes, you can retrieve complex metric arrays from specific experiment epochs. This is great for doing deep data analysis on your best performing models.

Is DVC MCP good for team leads? +

It's excellent for team leads who need to monitor organization workspaces. You can quickly list all projects and check the progress of multiple experiments across the team.

Can my agent list all experiments for a specific DVC project? +

Yes. Use the 'list_experiments' tool. Provide the project ID, and the agent will iterate through the model runs, returning a detailed history of metrics and execution logs for that project.

How do I see my custom dashboard views via chat? +

Use the 'list_views' tool to see all your dashboard layouts. You can then use 'get_view' with a specific ID to retrieve the structural configuration and settings for that exact UI representation.

Can I audit my DVC Studio project settings through the agent? +

Absolutely. The 'list_projects' and 'get_project' tools allow your agent to analyze identifier boundaries and repository metadata, helping you verify project connections and team mappings natively.

Your AI, connected to everything.

No credit card required · Free tier available

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