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Connect European Competition Density to ChatGPT and Claude

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. Map market concentration and find untapped European regions.

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.

A futuristic MCP client docking bay
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.

Curated set · 4 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through European Competition Density.

  1. 01

    Analyze market concentration

    This capability uses the HHI model to determine how concentrated a specific market is.

  2. 02

    Identify white space

    This capability finds untapped market segments or regions where competitive pressure is low.

  3. 03

    Calculate competitive intensity

    This capability measures total market pressure by combining share distribution with the influence of external actors.

  4. 04

    Evaluate cross border risk

    This capability predicts how competition in one country might spill over into neighboring European markets.

Real work

What teams actually run

01

Market Entry Planning

Use the white space capability to find European regions where competition is currently low.

02

Risk Assessment

Evaluate how a competitor's move in one country might threaten your position in a neighboring one.

03

Competitor Benchmarking

Calculate market concentration to see how much power dominant players hold in specific territories.

04

Expansion Strategy

Measure competitive intensity to decide if a market is too crowded for a new entrant.

One connector, every AI

European Competition Density 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 European Competition Density 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

925ms average. Fast in production.

European Competition Density is checked daily against the live service.

Daily averagePeak 1201ms
Oct 3Today
Fastest day
685ms
Slowest day
1201ms
14-day trend
Slowing+13%

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 European Competition Density, so you can see the experience inside your AI.

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

European Competition Density Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_OqJekIiJ6pcaCVTpIgdMLUBrarAOVbdGff7mGLDC/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 — European Competition Density capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "european-competition-density-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_OqJekIiJ6pcaCVTpIgdMLUBrarAOVbdGff7mGLDC/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? Set up European Competition Density in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work European Competition Density owners hand off.

This MCP is built for professionals managing market entry or competitive intelligence within Europe.

  • 01

    Market Strategists

    They hand off complex HHI calculations and white space searches to the AI.

  • 02

    Business Development Managers

    They use the capability to identify low-pressure regions for expansion.

  • 03

    Competitive Intelligence Analysts

    They rely on the MCP to model cross-border risks and market pressure.

FAQ

Questions European Competition Density owners ask.

  • 01

    What is the HHI model used in this MCP?

    The Herfindahl-Hirschman Index (HHI) is a measure of market concentration. This MCP uses it to determine if a market is highly concentrated or fragmented.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    How does the MCP identify white space?

    The identify_white_space capability scans for market segments or geographic regions that show low competitive pressure.

  • 04

    Does this MCP handle cross-border analysis?

    Yes, the evaluate_cross_border_risk capability predicts how competition in one country might impact neighboring markets.

  • 05

    How is competitive intensity calculated?

    The calculate_competitive_intensity capability combines market share distribution with the presence of external actors to find the total pressure.

  • 06

    What is the HHI model used in this server?

    The Herfindahl-Hirschman Index (HHI) is a measure of market concentration calculated by summing the squares of the market shares of all competitors.

  • 07

    How does the server identify white space opportunities?

    It uses identify_white_space to find markets where both market concentration (HHI) and competitive intensity are low, indicating potential for new entry.

  • 08

    Can I analyze cross-border competition?

    Yes, the evaluate_cross_border_risk capability predicts how competition in one country might impact neighboring markets.

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