Study Hours Estimator Connector for AI agents.
3 live capabilities
Build a realistic study schedule for standardized exams like the GMAT or SAT.
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Why people use Study Hours Estimator
Study Hours Estimator for Stress-Free Exam Prep Planning
This Connector changes that by doing the math for you. You tell your agent your goals, and it produces a data-backed breakdown of hours required for every subject. You get a clear roadmap that shows exactly where you need to start and how to progress toward your target score. You get a plan that actually works for your life.
What Vinkius changes
You get a data-backed study schedule that fits your actual life.
Use it from Claude, ChatGPT, Cursor or another AI client you already have.
One account · 6,100+ Connectors
- Real-world use case 01
GMAT Preparation
A student wants to hit the 90th percentile.
- Real-world use case 02
SAT Study Planning
A parent helps their teen create a study plan.
- Real-world use case 03
Tutor Client Onboarding
A tutor uses the agent to generate a multi-phase roadmap for a new client, ensuring they hit every part of the syllabus before test day.
Complete set · 3capabilities
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.
01—03
3 capabilities in this set.
Part of 3 available through Study Hours Estimator.
- 01 Capability
Estimate subject hours
Determine the specific number of hours needed for each subject area. It bases these numbers on your current proficiency and target score.
- 02 Capability
Generate phase plan
Create a structured roadmap divided into Foundation, Intensive, and Review phases. This helps ensure you cover the entire syllabus systematically.
- 03 Capability
Calculate study timeline
Convert total study hours into a realistic calendar duration. It takes into account how many hours you can actually study each day.
Set up in minutes
One URL. Then ask Study Hours Estimator to work.
Claude and ChatGPT only need the Connector URL. Copy it once, add it in settings, and use Study Hours Estimator from the conversation.
Choose your client
Live previewAdvanced clients IDE · CLI
Claude · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp - Step 01
Open Connectors
In Claude Web or Claude Desktop, open Settings and choose Connectors.
- Step 02
Add the URL
Choose Add custom connector, name it Study Hours Estimator, and paste the URL above.
- Step 03
Turn it on in chat
Select +, open Connectors, and enable Study Hours Estimator for the conversation.
ChatGPT · Web + desktop
Connector URL · ready to paste
Streamable HTTPhttps://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp - Step 01
Open MCP settings
On desktop, open Settings and MCP servers. On web, open your workspace app or connector settings.
- Step 02
Add the URL
Choose Add server with Streamable HTTP, or create a custom MCP app, then paste the Study Hours Estimator URL.
- Step 03
Save and start
Save the connection and enable Study Hours Estimator in your conversation. Desktop may ask you to restart once.
Cursor · IDE configuration
Advanced setup
{
"mcpServers": {
"study-hours-estimator": {
"url": "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp"
}
}
}- Step 01
Open MCP Settings
Press Cmd+Shift+P (macOS) or Ctrl+Shift+P (Windows/Linux) → search "MCP Settings"
- Step 02
Add the server config
Paste the JSON configuration above into the mcp.json file that opens
- Step 03
Save the file
Cursor will automatically detect the new Connector
- Step 04
Start using Study Hours Estimator
Open Agent mode in chat and ask: "Using Study Hours Estimator, help me...". 3 tools available
VS Code Copilot · IDE configuration
Advanced setup
{
"mcpServers": {
"study-hours-estimator": {
"url": "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp"
}
}
}- Step 01
Create MCP config
Create a .vscode/mcp.json file in your project root
- Step 02
Add the server config
Paste the JSON configuration above
- Step 03
Enable Agent mode
Open GitHub Copilot Chat and switch to Agent mode using the dropdown
- Step 04
Start using Study Hours Estimator
Ask Copilot: "Using Study Hours Estimator, help me...". 3 tools available
Windsurf · IDE configuration
Advanced setup
{
"mcpServers": {
"study-hours-estimator": {
"url": "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp"
}
}
}- Step 01
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
- Step 02
Add the server
Paste the JSON configuration above into mcp_config.json
- Step 03
Save and reload
Windsurf will detect the new server automatically
- Step 04
Start using Study Hours Estimator
Open Cascade and ask: "Using Study Hours Estimator, help me...". 3 tools available
Cline · IDE configuration
Advanced setup
{
"mcpServers": {
"study-hours-estimator": {
"url": "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp"
}
}
}- Step 01
Open Cline MCP Settings
Click the Connectors icon in the Cline sidebar panel
- Step 02
Add remote server
Click "Add Connector" and paste the configuration above
- Step 03
Enable the server
Toggle the server switch to ON
- Step 04
Start using Study Hours Estimator
Ask Cline: "Using Study Hours Estimator, help me...". 3 tools available
Claude Code · Terminal command
Advanced setup
claude mcp add study-hours-estimator --transport http "https://edge.vinkius.com/vk_preview_VG1pcVA8WE8Ivq1IQwp9Xkz51Fm6cLs2OMTypoZi/mcp"- Step 01
Install Claude Code
Run npm install -g @anthropic-ai/claude-code if not already installed
- Step 02
Add the Connector
Run the command above in your terminal
- Step 03
Verify the connection
Run claude mcp to list connected servers, or type /mcp inside a session
- Step 04
Start using Study Hours Estimator
Ask Claude: "Using Study Hours Estimator, show me...". 3 tools are ready
Where the request belongs
Work Study Hours Estimator can move forward.
This is for students facing high-pressure exams like the GMAT or SAT who feel overwhelmed by the volume of material and need a clear path forward.
Test Prep Student
Planning out a study routine for the GMAT while balancing a full-time job.
Academic Tutor
Creating custom, realistic study plans for multiple students preparing for different exams.
Study Coach
Building structured roadmaps for clients to ensure they cover every part of a complex syllabus.
Build the capability set
Add more capabilities.
Each Connector adds new actions and data without changing how you work.
Browse Connectors
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Transform exam notices into optimized study schedules and milestones.
Study Schedule Generator
Generate personalized study schedules based on subject difficulty and available time.
Learning Velocity Tracker
Analyze study efficiency and predict completion timelines by correlating time investment with knowledge retention.
Pomodoro Study Planner
Optimize your study sessions with adaptive Pomodoro scheduling based on energy and subject type.
Active Recall Session Planner
Transform studied topics into an optimized active recall practice schedule using Bloom's Taxonomy.
Review Session Scheduler
Automate study schedules using the Ebbinghaus Forgetting Curve for long-term memory retention.
Bring your own AI
Change the model, client or framework. Keep Study Hours Estimator connected.
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Claude -
ChatGPT -
Gemini -
Cursor -
VS Code -
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Vercel AI SDK
Before you connect
Questions about Study Hours Estimator.
The practical details behind the request, access and result.
How does the Study Hours Estimator help with GMAT prep?
It calculates exactly how many hours you need for each section of the GMAT based on your current skill level and target score. It then turns those hours into a daily study schedule so you know exactly what to do each day.
Can Study Hours Estimator create a plan for my specific daily schedule?
Yes, it takes your total required study hours and maps them onto a calendar based on how much time you actually have available each day. This ensures your plan is realistic and achievable.
What kind of exams can I use Study Hours Estimator for?
It works for any standardized exam with a set syllabus, including the GMAT, SAT, GRE, and various professional certifications. It focuses on breaking down the total requirements into manageable phases.
Does Study Hours Estimator account for my current skill level?
Yes, it specifically uses your current proficiency as a variable to determine how many hours you need. A beginner will get a different, more comprehensive hour estimate than someone already at an intermediate level.
How does Study Hours Estimator structure the learning phases?
It organizes your study into three distinct phases: Foundation, Intensive, and Review. This ensures you build a solid base before moving into hard practice and final polishing.
Will Study Hours Estimator help me stay organized during my exams?
It provides a clear roadmap that takes the guesswork out of your preparation. By knowing your daily goals and your long-term timeline, you can stay focused on the material instead of worrying about the schedule.
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.
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.
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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