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Connect Return Rate Analytics to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Track and analyze e-commerce return patterns instantly.

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

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

How Vinkius works: one connection, every tool, in any AI
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Complete set · 4 capabilities

The complete Return Rate Analytics capability set.

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

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Return Rate Analytics.

  1. 01

    Get category return rate

    This capability identifies which product categories are seeing high return volumes. It helps you see if specific groups of items are consistently problematic.

  2. 02

    Get order return rate

    This capability calculates the percentage of orders returned during a specific timeframe. Use it to get a high-level view of overall return performance.

  3. 03

    Get product return rate

    This capability calculates the return rate for a single product. It is the fastest way to find quality issues with specific items.

  4. 04

    Get return trends

    This capability provides a historical view of return rates. It helps you detect emerging issues by looking at daily, weekly, or monthly fluctuations.

One connector, every AI

Return Rate Analytics works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Return Rate Analytics to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

1036ms average. Fast in production.

Return Rate Analytics is checked daily against the live service.

Daily averagePeak 1170ms
Sep 23Today
Fastest day
987ms
Slowest day
1170ms
14-day trend
Slowing+9%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Return Rate Analytics, so you can see the experience inside your AI.

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

Return Rate Analytics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_aFbbZqNu3QDQ2oiT54EZQbjNWzWizCWJ2XcWIQux/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 — Return Rate Analytics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "return-rate-analytics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_aFbbZqNu3QDQ2oiT54EZQbjNWzWizCWJ2XcWIQux/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

Guided setup for Claude? How to give Claude access to Return Rate Analytics

See all the AI clients this connector works with ↑

Who it's for

Built for the work Return Rate Analytics owners hand off.

This MCP is built for e-commerce operators who need to monitor product health without manual data exports.

  • 01

    E-commerce Managers

    They ask the agent to identify problematic product categories.

  • 02

    Quality Control Specialists

    They use the capability to investigate specific SKU return rates.

  • 03

    Logistics Analysts

    They monitor return trends to assess shipping and handling efficiency.

FAQ

Questions Return Rate Analytics owners ask.

  • 01

    What AI clients can I use with this MCP?

    You can use this MCP with any compatible client, including Claude, Cursor, Windsurf, and VS Code.

  • 02

    How does this MCP help with product quality?

    It allows your agent to use the get_product_return_rate capability to find specific items with high return rates, which often indicates quality issues.

  • 03

    Can I track return trends over time?

    Yes, the get_return_trends capability provides historical views across daily, weekly, or monthly intervals.

  • 04

    Do I need to host the MCP myself?

    No, Vinkius hosts and manages the MCP for you. You just connect your client and start using the capabilities.

  • 05

    Can I analyze returns by product category?

    Yes, the get_category_return_rate capability identifies which specific product groups are experiencing high return volumes.

  • 06

    How is the return rate calculated?

    The return rate is calculated by dividing the number of orders that resulted in a return by the total number of completed orders within the specified timeframe.

  • 07

    What happens if no orders were placed in the selected period?

    If no orders exist in the specified period, the return rate will be returned as zero.

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