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Vinkius
Google ADKSDK
Google ADK
Why use Nyckel ML MCP Server with Google ADK?

Bring Machine Learning
to Google ADK

Create your Vinkius account to connect Nyckel ML to Google ADK and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.

MCP Inspector GDPR Free for Subscribers
Annotate Ml SampleCreate Ml SampleDelete Ml FunctionGet Account InfoGet Ml FunctionInvoke Ml FunctionList Ml FunctionsList Ml LabelsList Ml SamplesSemantic Search
ChatGPT Claude Perplexity

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Nyckel ML

What is the Nyckel ML MCP Server?

Connect your Nyckel machine learning account to your AI agent and leverage powerful automated classification and semantic search through natural conversation.

What you can do

  • Automated Classification — Send text or image URLs to your trained ML functions to get instant predictions and confidence scores.
  • Semantic Search — Query your search function galleries to find semantically similar samples based on input data.
  • Function Management — List all ML functions in your account and retrieve detailed configuration and metadata.
  • Training Oversight — Access the data samples used to train your functions and monitor assigned labels.
  • Sample Annotation — Upload new training samples and manually assign or update classification labels.
  • Label Discovery — Retrieve the set of all available labels and categories defined for your ML models.
  • Account Insights — Access profile and workspace metadata for your authenticated Nyckel account.

How it works

  1. Subscribe to this server
  2. Enter your Nyckel Client ID and Client Secret
  3. Start processing data with AI from Claude, Cursor, or any MCP client

Who is this for?

  • AI Developers — quickly test classification models or search galleries without writing custom integration code.
  • Data Scientists — monitor training samples and prediction accuracy directly from your workspace.
  • Content Moderators — automate the classification of user-generated content using custom-trained ML functions.

Built-in capabilities (10)

annotate_ml_sample

Assign label to a sample

create_ml_sample

Add a training sample

delete_ml_function

Delete an ML function

get_account_info

Get current account info

get_ml_function

Get specific function info

invoke_ml_function

Classify data using a function

list_ml_functions

) in your account. List all ML functions

list_ml_labels

List available labels

list_ml_samples

List training samples

semantic_search

Perform semantic search

Why Google ADK?

Google ADK natively supports Nyckel ML as an MCP tool provider. declare Vinkius Edge URL and the framework handles discovery, validation, and execution automatically. Combine 10 tools with Gemini's long-context reasoning for complex multi-tool workflows, with production-ready session management and evaluation built in.

  • Google ADK natively supports MCP tool servers. declare a tool provider and the framework handles discovery, validation, and execution

  • Built on Gemini models, ADK provides long-context reasoning ideal for complex multi-tool workflows with Nyckel ML

  • Production-ready features like session management, evaluation, and deployment come built-in. not bolted on

  • Seamless integration with Google Cloud services means you can combine Nyckel ML tools with BigQuery, Vertex AI, and Cloud Functions

G
See it in action

Nyckel ML in Google ADK

AI AgentVinkius
High Security·Kill Switch·Plug and Play
Enterprise Security

Why run Nyckel ML with Vinkius?

The Nyckel ML connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.

You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.

View full Nyckel ML details →
Nyckel ML
Fully ManagedNo server setup
Plug & PlayNo coding needed
SecurePrivacy protected
PrivateYour data is safe
Cost ControlBudget limits
Control1-click disconnect
Auto-UpdatesMaintenance free
High SpeedOptimized for AI
Reliable99.9% uptime
Your credentials and connection tokens are fully encrypted

* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure

01 / Catalog

Over 4,000 integrations ready for AI agents

Explore a vast library of pre-built integrations, optimized and ready to deploy.

02 / Credentials

Connect securely in under 30 seconds

Generate tokens to authenticate and link external services in a single step.

03 / Guardian

Complete visibility into every agent action

Audit live requests, latency, success rates, and active security compliance policies.

04 / FinOps

Optimize spending and track token ROI

Analyze real-time token consumption and cost metrics detailed by connection.

Over 4,000 integrations ready for AI agents
Connect securely in under 30 seconds
Complete visibility into every agent action
Optimize spending and track token ROI

Explore our live AI Agents Analytics dashboard to see it all working

This dashboard is included when you connect Nyckel ML using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.

Why Vinkius

Nyckel ML and 4,000+ other AI tools. No hosting, no code, ready to use.

Professionals who connect Nyckel ML to Google ADK through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.

4,000+MCP Integrations
<40msResponse time
100%Fully managed
Raw MCP
Vinkius
Ready-to-use MCPsFind and configure each manually4,000+ MCPs ready to use
Connection SetupManual coding & server setup1-click instant connection
Server HostingYou host it yourself (needs 24/7 uptime)100% hosted & managed by Vinkius
Security & PrivacyStored in plaintext config filesBank-grade encrypted vault
Activity VisibilityBlind execution (no logs or tracking)Live dashboard with real-time logs
Cost ControlRunaway AI token spend riskAutomatic budget limits
Revoking AccessMust delete files or code to stop1-click disconnect button
The Vinkius Advantage

How Vinkius secures Nyckel ML for Google ADK

Every request between Google ADK and Nyckel ML is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

How do I get my Nyckel credentials?

Log in to your Nyckel dashboard, navigate to your profile or settings, and look for the 'API Keys' section to find your Client ID and Client Secret.

02

Does this support image classification?

Yes! You can pass a publicly accessible image URL to the invoke_ml_function or semantic_search tools to classify or search based on visual content.

03

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.

04

How does Google ADK connect to MCP servers?

Import the MCP toolset class and pass the server URL. ADK discovers and registers all tools automatically, making them available to your agent's tool-use loop.

05

Can ADK agents use multiple MCP servers?

Yes. Declare multiple MCP tool providers in your agent configuration. ADK merges all tool schemas and the agent can call tools from any server in a single turn.

06

Which Gemini models work best with MCP tools?

Gemini 2.0 Flash and Pro models both support function calling required for MCP tools. Flash is recommended for latency-sensitive use cases, Pro for complex reasoning.

07

McpToolset not found

Update: pip install --upgrade google-adk

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