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ClaudeChatGPTPerplexityGeminiMicrosoft CopilotRaycastMeta AIGrokZ.aiQwenKimi
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Use Study Hours Estimator with your AI.

Connect your account once and let the AI you already use work with it, without building another integration. Calculate required study duration and structured learning phases for standardized exams.

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 · 3 capabilities

The complete Study Hours Estimator capability set.

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

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Study Hours Estimator.

  1. 01

    Estimate subject hours

    Estimate required study hours for a specific exam

  2. 02

    Calculate study timeline

    Calculate the study timeline based on required hours

  3. 03

    Generate phase plan

    Generate a structured study plan with phases

Observed, not estimated

640ms average. Fast in production.

Study Hours Estimator is checked daily against the live service.

Daily averagePeak 778ms
Aug 20Today
Fastest day
493ms
Slowest day
778ms
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. 3 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 Study Hours Estimator, so you can see the experience inside your AI.

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

Study Hours Estimator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/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 — Study Hours Estimator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "study-hours-estimator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/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 Study Hours Estimator owners ask.

  • 01

    How accurate are the study hour estimates?

    Estimates are based on a complexity weighting model that considers exam difficulty, your starting proficiency, and target percentile. While highly structured, they should be used as a strategic guide rather than an exact prediction.

  • 02

    What exams are supported?

    The estimator supports a variety of standardized exams including SAT, GMAT, GRE, and LSAT. You can use estimate_subject_hours to check the breakdown for your specific target exam.

  • 03

    Can I adjust my daily study commitment?

    Yes. After calculating your total required hours, you can use the calculate_study_timeline capability to see how changing your daily study hours impacts the total months and weeks required for your plan.

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