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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
DeepSeekMistralCursorVS CodeWindsurfJetBrainsClineLovableVercel AI SDKLangChain

Use Headcount Efficiency Metrics with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Evaluate SaaS operational efficiency by comparing unit economics and spend ratios against public company benchmarks.

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 · 5 capabilities

The complete Headcount Efficiency Metrics capability set.

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

Capability set01 / 02

01-03

3 capabilities in this set.

Part of 5 available through Headcount Efficiency Metrics.

  1. 01

    Calculate gaa leverage

    Calculate G&A Leverage

  2. 02

    Calculate rd intensity

    Calculate R&D Intensity

  3. 03

    Calculate revenue per sales marketing

    Calculate Revenue per Sales & Marketing Employee

Capability set02 / 02

04-05

2 capabilities in this set.

Part of 5 available through Headcount Efficiency Metrics.

  1. 04

    Calculate arr per employee

    Calculate ARR per Employee

  2. 05

    Compare to benchmarks

    Compare metrics to public company benchmarks

Observed, not estimated

641ms average. Fast in production.

Headcount Efficiency Metrics is checked daily against the live service.

Daily averagePeak 827ms
Aug 20Today
Fastest day
485ms
Slowest day
827ms
14-day trend
Slowing+12%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 5 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 Headcount Efficiency Metrics, so you can see the experience inside your AI.

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

Headcount Efficiency Metrics Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_0djknjMsgtjsMuzzmjBinHmVRXFCMElA3lMYRI45/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 — Headcount Efficiency Metrics capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "headcount-efficiency-metrics-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_0djknjMsgtjsMuzzmjBinHmVRXFCMElA3lMYRI45/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 Headcount Efficiency Metrics owners ask.

  • 01

    What metrics can I calculate with this capability?

    You can calculate ARR per employee, Revenue per Sales & Marketing headcount, R&D Intensity (R&D spend as % of revenue), and G&A Leverage (G&A spend as % of revenue).

  • 02

    How do the benchmarks work?

    The compare_to_benchmarks capability identifies your company's revenue tier (e.g., $10M, $25M, etc.) and compares your calculated metrics against hardcoded public company averages for that specific scale.

  • 03

    Do I need an API key to use this?

    No, this capability does not require any external API keys. You simply provide your company's financial and headcount data directly through the capabilities.

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