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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use AI R&D Efficiency Analytics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Turn research spending into measurable innovation metrics.

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 · 4 capabilities

The complete AI R&D Efficiency Analytics capability set.

These are the exact actions your AI can choose when you ask it to work with AI R&D Efficiency Analytics.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through AI R&D Efficiency Analytics.

  1. 01

    Analyze innovation composition

    This capability determines if your efficiency comes from building intellectual property or increasing product release speed. It breaks down the ratio between patent filings and model releases.

  2. 02

    Calculate efficiency score

    This capability generates a core R&D efficiency metric for a specific project or timeframe. It uses your spend and output data to create a normalized score.

  3. 03

    Compare to benchmarks

    This capability measures your specific efficiency score against established industry standards. It shows you exactly where you sit within the current market landscape.

  4. 04

    Get efficiency trends

    This capability tracks how your productivity changes over multiple periods. It helps you see if your R&D momentum is increasing or slowing down.

One connector, every AI

AI R&D Efficiency 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 AI R&D Efficiency 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

1065ms average. Fast in production.

AI R&D Efficiency Analytics is checked daily against the live service.

Daily averagePeak 1065ms
Sep 14Today
Fastest day
1065ms
Slowest day
1065ms
14-day trend
Stable0%

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 AI R&D Efficiency Analytics, so you can see the experience inside your AI.

It does not authenticate your account with AI R&D Efficiency Analytics. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

AI R&D Efficiency Analytics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_qWtBLtJri1Tx6UiveeitwFu7FEsMZu7DqE5Z188e/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 — AI R&D Efficiency Analytics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "ai-rd-efficiency-analytics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_qWtBLtJri1Tx6UiveeitwFu7FEsMZu7DqE5Z188e/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 AI R&D Efficiency Analytics

See all the AI clients this connector works with ↑

Who it's for

Built for the work AI R&D Efficiency Analytics owners hand off.

This MCP is built for leadership teams managing high-cost AI research budgets who need data-driven proof of progress.

  • 01

    AI Research Leads

    They use the capability to justify budget allocations and track team velocity.

  • 02

    Venture Capitalists

    They use it to evaluate the R&D efficiency of portfolio companies.

  • 03

    Finance Directors

    They use the metrics to correlate R&D spend with actual IP and product growth.

FAQ

Questions AI R&D Efficiency Analytics owners ask.

  • 01

    What data does this MCP need to calculate efficiency?

    You need to provide R&D spend, the number of model releases, and the number of patent filings.

  • 02

    How does it define innovation composition?

    It compares the ratio of intellectual property (patents) against product velocity (model releases).

  • 03

    Can I use this with Claude or Cursor?

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

  • 04

    Does this capability provide industry benchmarks?

    Yes, the compare_to_benchmarks capability allows you to measure your efficiency against established industry standards.

  • 05

    How is the efficiency score calculated?

    The score is a normalized metric that correlates your financial R&D investment with your specific innovation outputs.

  • 06

    What is the R&D efficiency score?

    It is a normalized metric from 0 to 100 that measures how effectively capital is converted into innovation, such as through calculate_efficiency_score.

  • 07

    How can I compare my performance to the industry?

    You can use the compare_to_benchmarks capability to evaluate your score against established industry standards and performance tiers.

  • 08

    Can I track efficiency over time?

    Yes, the get_efficiency_trends capability allows you to analyze momentum, direction, and volatility across multiple historical periods.

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