Constructor Connector for AI agents.
10 live capabilities
Manage e-commerce search and product discovery with natural language.
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Why people use Constructor
Constructor for E-commerce Search Audits
With this Connector, you just tell your agent what you're looking for. It queries the backend directly and gives you a summary of the rankings, categories, and filters in seconds. You get a clear picture of your store's performance without ever opening a dashboard.
What Vinkius changes
You get a direct text interface for your entire Constructor.io discovery engine.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 5,900+ Connectors
- Real-world use case 01
Checking search rankings for new products
A manager wants to see if 'hiking boots' shows the correct items.
- Real-world use case 02
Verifying marketing collection content
A marketing coordinator needs to check if the 'Summer Sale' items are live.
- Real-world use case 03
Debugging attribute filters
A developer needs to know why 'Blue' isn't showing up in shoes.
Complete set · 10capabilities
The complete Constructor capability set.
These are the exact actions your AI can choose when you ask it to work with Constructor.
01—04
4 capabilities in this set.
Part of 10 available through Constructor.
- 01 Capability
Autocomplete
Get the logic behind your active autocomplete properties. This helps you see how your search bar suggests items to users in real time.
- 02 Capability
Browse collection
Identify active arrays for native gateway auth. Use this to find specific marketing clusters or curated groups.
- 03 Capability
Custom search
Find active arrays spanning specific hold parsing. This helps you identify precise search results for complex or custom queries.
- 04 Capability
Search filtered
Apply JSON structures to restrict results by color, size, or features. Use this to verify that your attribute filters are working correctly for shoppers.
05—07
3 capabilities in this set.
Part of 10 available through Constructor.
- 05 Capability
Search pagination
Run automated validation checks on gateway history. This lets you check how your search results are paginated across different pages.
- 06 Capability
Get recommendations
Retrieve cloud logging for vault limits. Use this to see what items are appearing in your recommendation pods and personalized feeds.
- 07 Capability
Search products
Find CRM records inside the headless platform. This lets you see the actual product results and rankings for any given search term.
08—10
3 capabilities in this set.
Part of 10 available through Constructor.
- 08 Capability
Search sorted
List attached rules for exporting active billing. Use this to check the sorting rules applied to your product lists and search results.
- 09 Capability
Browse brand
Inspect internal arrays for specific brand data. Use this to check how your brand taxonomies are structured for your customers.
- 10 Capability
Browse category
Fetch a JSON payload for specific category bindings. This is useful for auditing your product directory trees and navigation.
Set up in minutes
One URL. Then ask Constructor to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Constructor 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_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Constructor for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor URL.
- Step 03
Save and start
Save the connection and enable Constructor in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"constructor": {
"url": "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor
Open Agent mode in chat and ask: "Using Constructor, help me...". 10 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"constructor": {
"url": "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor
Ask Copilot: "Using Constructor, help me...". 10 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"constructor": {
"url": "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor
Open Cascade and ask: "Using Constructor, help me...". 10 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"constructor": {
"url": "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor
Ask Cline: "Using Constructor, help me...". 10 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add constructor --transport http "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/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 Constructor
Ask Claude: "Using Constructor, show me...". 10 tools are ready
Where the request belongs
Work Constructor can move forward.
E-commerce leads and developers who are tired of manual dashboard testing. It's for the person who needs to know if a specific search query actually shows the right results without having to clear their cookies and search manually every single time.
E-commerce Manager
Audits search rankings and recommendation pods to ensure the right products hit the top spots for customers.
Product Owner
Verifies that attribute filters like size and color are mapping correctly to the product catalog in real-time.
Marketing Coordinator
Checks that curated collections and brand taxonomies are ready for a new launch and correctly mapped.
Developer
Debugs search API parameters and tests personalized recommendation outputs through natural language queries.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
Browse ConnectorsKlevu (E-commerce AI Search)
Power your e-commerce discovery via Klevu AI. execute keyword searches, manage category merchandising, and retrieve product recommendations.
Doofinder
Empower e-commerce search via Doofinder. perform keyword and filtered searches, get predictive suggestions, and audit search analytics directly from any AI agent.
Searchspring
Empower your AI to search, filter, and recommend e-commerce products using the Searchspring (Athos Commerce) catalog API.
Bazaarvoice
Analyze and manage user-generated content via Bazaarvoice. list products, reviews, and customer questions directly from any AI agent.
Kelkoo
Search product offers, compare prices, and explore retail catalogs via Kelkoo.
Orama Hybrid Search Query Builder
Generate syntactically perfect Orama search payloads with deterministic JSON structure.
Bring your own AI
Change the model, client or framework. Keep Constructor connected.
-
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 Constructor.
The practical details behind the request, access and result.
Can I use the Constructor MCP to check my search rankings?
Yes, you can ask your agent to pull the top results for any query to see how your ML ranking is performing in real-time.
Does the Constructor MCP help with personalized recommendations?
It lets you see what products are being served in specific recommendation pods and personalized feeds without leaving your chat.
How do I check my brand taxonomies?
You can ask the agent to browse your brands to see how they are structured in the backend, ensuring your navigation is correct.
Can I use this to test my site filters?
Yes, you can use it to verify that specific attributes like size or color are returning the correct products for your shoppers.
Is the Constructor MCP good for marketing audits?
It's great for checking that your curated collections and marketing clusters are correctly mapped and visible to customers.
Can my agent check the ML ranking for a specific product search?
Yes. Use the 'search_products' capability. The agent will retrieve results ranked by Constructor's ML engine, allowing you to audit how products are surfaced based on specific keywords and intent signals.
How do I retrieve personalized recommendations via the agent?
Provide the 'pod_id' to your agent and use the 'get_recommendations' capability. The agent will query the collaborative filtering models to return a list of products tailored to your specified recommendation logic.
Can I test attribute filtering like color or size through chat?
Absolutely. The 'search_filtered' capability allows you to pass exact attribute mappings (e.g., 'color:blue,size:L'). Your agent will verify how the API restricts results to those specific structural bounds.
One connection away
Give your agent a direct line to Constructor.
Connect Constructor once. Keep it beside 5,900+ managed Connectors when the next task needs more.
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