Integrate Nyckel ML with Claude, Cursor, Chatbots & AI Agents MCP Server

Classify data and perform semantic search via Nyckel — track ML functions, samples, and labels directly from your AI agent.

GDPR Free for Subscribers

Compatible with every major AI agent and IDE

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

+ other MCP clients

annotate

Annotate ml sample on Nyckel ML

Assign label to a sample

create

Create ml sample on Nyckel ML

Add a training sample

delete

Delete ml function on Nyckel ML

Delete an ML function

get

Get account info on Nyckel ML

Get current account info

get

Get ml function on Nyckel ML

Get specific function info

invoke

Invoke ml function on Nyckel ML

Classify data using a function

list

List ml functions on Nyckel ML

) in your account. List all ML functions

list

List ml labels on Nyckel ML

List available labels

list

List ml samples on Nyckel ML

List training samples

semantic

Semantic search on Nyckel ML

Perform semantic search

Security & Code Integrity Audit

Every tool in the Nyckel ML MCP Server is continuously audited by the Vinkius Security Engine. We guarantee zero-trust payload isolation, strict data boundaries, and deterministic execution for enterprise-grade AI agents.

A+Score: 100

How Vinkius protects your data

How accurate are the predictions?

Accuracy depends on the quality and quantity of training samples provided to your Nyckel function. The invoke_ml_function tool returns a confidence score for each prediction.

Can I audit what my AI agents are doing with this integration?

Yes, Vinkius provides an immutable, HMAC-chained audit log. Every tool execution, payload, and response is tracked in real-time on your dashboard, giving you complete visibility into your agent's actions.

What happens if the underlying API rate limits my agent?

Our edge infrastructure automatically handles backoffs, queueing, and throttling. If an AI agent sends too many erratic requests, Vinkius manages the rate limits gracefully, ensuring your backend doesn't crash.

What if the AI ends up reading customer data or confidential information?

We have a built-in digital "bodyguard" called DLP (Data Loss Prevention). If a tool fetches data and the response contains social security numbers, credit cards, or personal customer info, Vinkius magically blocks and erases that information before it is delivered to the AI. The AI works only with what is strictly necessary, and your sensitive data never leaks.

What can AI Agents do with Nyckel ML?

Enable conversational interfaces like ChatGPT and Claude to execute programmatic commands against the Nyckel ML infrastructure.

LLM Orchestration for machine learning

The Nyckel ML toolkit translates Claude's commands into machine learning operations. The MCP server ensures accurate delivery within the developer tools ecosystem.

Prompting classification Workflows

Use the Nyckel ML server to execute classification operations from your AI agent. The protocol manages state and authentication for continuous developer tools workflows.