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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Constructor with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Empower e-commerce discovery via Constructor.io. perform ML-ranked product searches, get personalized recommendations, and audit browse categories directly fro

Included with plan

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Complete set · 10 capabilities

The complete Constructor capability set.

These are the exact actions your AI can choose when you ask it to work with Constructor.

Capability set01 / 03

01-04

4 capabilities in this set.

Part of 10 available through Constructor.

  1. 01

    Browse brand

    Inspect deep internal arrays mitigating specific Plan Math

  2. 02

    Browse collection

    Identify precise active arrays spanning native Gateway auth

  3. 03

    Get recommendations

    Retrieve explicit Cloud logging tracing explicit Vault limits

  4. 04

    Search pagination

    Dispatch an automated validation check routing explicit Gateway history

Capability set02 / 03

05-07

3 capabilities in this set.

Part of 10 available through Constructor.

  1. 05

    Search products

    Identify bounded CRM records inside the Headless Constructor.io Platform

  2. 06

    Autocomplete

    Perform structural extraction of properties driving active Account logic

  3. 07

    Custom search

    Identify precise active arrays spanning native Hold parsing

Capability set03 / 03

08-10

3 capabilities in this set.

Part of 10 available through Constructor.

  1. 08

    Search filtered

    ]` bounding JSON structures restricting arrays to exact colors/sizes or features. Irreversibly vaporize explicit validations extracting rich Churn flags

  2. 09

    Search sorted

    Enumerate explicitly attached structured rules exporting active Billing

  3. 10

    Browse category

    Provision a highly-available JSON Payload generating hard Customer bindings

Observed, not estimated

875ms average. Fast in production.

Constructor is checked daily against the live service.

Daily averagePeak 1088ms
Aug 20Today
Fastest day
709ms
Slowest day
1088ms
14-day trend
Slowing+17%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 10 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of Constructor, so you can see the experience inside your AI.

It does not authenticate your account with Constructor. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Constructor Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Constructor capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "constructor-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_7QdndEEXMElkrXV72k1k9X9VY0HS8rfUr6VIhrH5/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

FAQ

Questions Constructor owners ask.

  • 01

    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.

  • 02

    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.

  • 03

    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.

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