Nyckel ML Connector for AI agents.
10 live capabilities
Run automated ML classifications and semantic searches on your data.
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Why people use Nyckel ML
Nyckel ML for Automated Content Classification
With this Connector, you just paste the link or text directly into your chat. Your agent handles the rest, providing the prediction and a confidence score immediately. You get the answer you need without ever leaving your workspace.
What Vinkius changes
You get a direct chat interface to your machine learning operations.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 5,900+ Connectors
- Real-world use case 01
Automated Content Moderation
A moderator asks the agent to check 50 user comments for hate speech using a specific function to see which ones need human review.
- Real-world use case 02
E-commerce Image Discovery
A merchant asks the agent to find 'shoes similar to this URL' to populate a new gallery with relevant products.
- Real-world use case 03
Model Metadata Inspection
A data scientist asks for the metadata of a specific ML function to check its confidence thresholds and configuration.
Complete set · 10capabilities
The complete Nyckel ML capability set.
These are the exact actions your AI can choose when you ask it to work with Nyckel ML.
01—04
4 capabilities in this set.
Part of 10 available through Nyckel ML.
- 01 Capability
Annotate ml sample
Assign a specific label to a training sample. This helps you organize your training data more effectively.
- 02 Capability
Create ml sample
Add a new training sample to your dataset. This makes it easy to expand your training library on the fly.
- 03 Capability
Delete ml function
Remove an ML function from your account. Use this to clean up old or unused models.
- 04 Capability
Get ml function
Retrieve specific configuration and metadata for an ML function. This provides a clear look at your model settings.
05—07
3 capabilities in this set.
Part of 10 available through Nyckel ML.
- 05 Capability
Get account info
Pull profile and workspace metadata for your authenticated account. This gives you a quick view of your account status.
- 06 Capability
Invoke ml function
Classify text or image data using a specific ML function. This provides immediate predictions for your data.
- 07 Capability
List ml functions
List all active ML functions in your Nyckel account. This helps you see every model you have available.
08—10
3 capabilities in this set.
Part of 10 available through Nyckel ML.
- 08 Capability
List ml labels
Retrieve all available labels and categories for your models. This ensures you use the correct categories every time.
- 09 Capability
List ml samples
View the list of training samples in your account. This lets you see your current training data at a glance.
- 10 Capability
Semantic search
Find semantically similar samples based on your input data. This helps you discover related content quickly.
Set up in minutes
One URL. Then ask Nyckel ML to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Nyckel ML from the conversation.
Choose your client
Live previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Nyckel ML, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Nyckel ML for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Nyckel ML URL.
- Step 03
Save and start
Save the connection and enable Nyckel ML in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"nyckel-ml": {
"url": "https://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp"
}
}
} - Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Nyckel ML
Open Agent mode in chat and ask: "Using Nyckel ML, help me...". 10 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"nyckel-ml": {
"url": "https://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp"
}
}
} - Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Nyckel ML
Ask Copilot: "Using Nyckel ML, help me...". 10 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"nyckel-ml": {
"url": "https://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp"
}
}
} - Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Nyckel ML
Open Cascade and ask: "Using Nyckel ML, help me...". 10 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"nyckel-ml": {
"url": "https://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp"
}
}
} - Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Nyckel ML
Ask Cline: "Using Nyckel ML, help me...". 10 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add nyckel-ml --transport http "https://edge.vinkius.com/vk_preview_XHJXGFWpxs8iH5SOEbAtipKgPVXhxGte0LRcKzdL/mcp" - Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Nyckel ML
Ask Claude: "Using Nyckel ML, show me...". 10 tools are ready
Where the request belongs
Work Nyckel can move forward.
Data scientists and AI developers who need to interact with their models without constant context switching, and content moderators who need to automate high-volume classification tasks.
Data Scientist
Monitoring training samples and checking prediction accuracy for various models on a Tuesday afternoon.
AI Developer
Testing classification models and search galleries without writing custom integration code.
Content Moderator
Automating the classification of user-generated content using custom-trained ML functions.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
Browse ConnectorsSigmaMind AI
Train custom computer vision models with your own images and deploy object detection and classification without ML expertise.
Metatext
No-code NLP and AI model management via Metatext. run inference and manage datasets.
Hugging Face
Access thousands of pre-trained AI models for NLP, vision, and audio tasks with the largest open-source machine learning hub.
Scale AI
Automate high-quality data labeling and RLHF workflows via Scale AI. create projects, manage batches, and submit annotation tasks directly from your AI agent.
DeepOpinion (No-code NLP & Text AI API)
Automate NLP and text analysis with DeepOpinion. list custom models, run single predictions, and process text batches directly from your AI agent.
Abacus AI (Enterprise AI Cloud)
Manage the full machine learning lifecycle via Abacus AI. create projects, train models, and deploy real-time prediction endpoints.
Bring your own AI
Change the model, client or framework. Keep Nyckel connected.
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Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
Windsurf -
ZCode -
Cline -
Zed -
Continue -
Kiro -
Roo Code -
Zencoder -
Goose -
Void -
Augment Code -
Amp -
Qodo -
Tabnine -
Pieces -
Sourcegraph Cody -
JetBrains -
Warp -
Amazon Q -
Antigravity -
BoltAI -
Raycast -
Jan -
LM Studio -
AnythingLLM -
Open WebUI -
Msty -
Cherry Studio -
LibreChat -
TypingMind -
Chorus -
5ire -
n8n -
LangChain -
LlamaIndex -
CrewAI -
Vercel AI SDK
Before you connect
Questions about Nyckel.
The practical details behind the request, access and result.
Can Nyckel ML MCP help me moderate comments automatically?
Yes. You can ask your agent to classify comments using your custom models, which allows you to identify and flag problematic content much faster.
How does Nyckel ML MCP find similar images?
It uses your account's semantic search functions to find samples that are visually or contextually similar to an image or URL you provide.
Can I use Nyckel ML MCP to manage my training data?
Yes. You can use it to view your current samples, create new ones, and assign labels to them directly through your AI client.
Is Nyckel ML MCP good for checking my ML model labels?
It is perfect for that. You can quickly list all available categories and check the labels on specific samples without opening a browser.
Can I see my ML functions using Nyckel ML MCP?
Yes. You can ask your agent to list all the functions in your account to see what models are ready for use and what their configurations are.
How do I use Nyckel ML MCP to classify new data?
Just provide the text or image URL in your chat and tell your agent which function to use. It will return the prediction and confidence score instantly.
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.
Does this support image classification?
Yes! You can pass a publicly accessible image URL to the invoke_ml_function or semantic_search capabilities to classify or search based on visual content.
How accurate are the predictions?
Accuracy depends on the quality and quantity of training samples provided to your Nyckel function. The invoke_ml_function capability returns a confidence score for each prediction.
One connection away
Give your agent a direct line to Nyckel.
Connect Nyckel once. Keep it beside 5,900+ managed Connectors when the next task needs more.
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