What can this MCP calculate?

It calculates weighted period grades, individual assignment contributions, and performance summaries.

Can it check if my weights are correct?

Yes, it uses the validate_weight_distribution capability to ensure your weights are mathematically valid.

Which AI clients can use this?

You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.

Do I need to host the MCP myself?

No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.

How does it handle multiple grading periods?

The get_performance_summary capability allows your agent to look at performance across different periods.

How do I calculate a single assignment's impact?

You can use the get_assignment_contribution capability by providing the raw score, the maximum possible score, and the weight of the assignment.

Can I verify if my weights add up to 100%?

Yes, the validate_weight_distribution capability checks if a set of weights matches your expected total.

How do I get a summary of multiple grading periods?

Use the get_performance_summary capability to receive an overview including average, highest, and lowest grades.

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Connect Assignment Weighted Grade 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. Get precise weighted grade calculations for any grading period.

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.

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.

How Vinkius works: one connection, every tool, in any AI

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.

Complete set · 4 capabilities

The complete Assignment Weighted Grade capability set.

These are the exact actions your AI can choose when you ask it to work with Assignment Weighted Grade.

Capability set01 / 01

01-04

4 capabilities in this set.

Part of 4 available through Assignment Weighted Grade.

01
Calculate period grade
This capability computes the total weighted grade for a full set of assignments within a single grading period.
02
Get assignment contribution
Use this to find out exactly how many points a specific assignment adds to the final total grade.
03
Get performance summary
This capability generates a high-level overview of performance across various grading periods.
04
Validate weight distribution
This capability checks if a set of weights is mathematically valid for a specific grading period.

One connector, every AI

Assignment Weighted Grade 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.

Building your own app? The connector is yours to use.

You don't need a client to put Assignment Weighted Grade 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

1042ms average. Fast in production.

Assignment Weighted Grade is checked daily against the live service.

Daily averagePeak 1161ms

Sep 23Today

Fastest day: 931ms
Slowest day: 1161ms
14-day trend: Improving-16%

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 Assignment Weighted Grade, so you can see the experience inside your AI.

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

Assignment Weighted Grade Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_O0ia2nJyypLtkLvM23w0dE0WDuqdHXZp90ry8UhD/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — Assignment Weighted Grade capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "assignment-weighted-grade-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_O0ia2nJyypLtkLvM23w0dE0WDuqdHXZp90ry8UhD/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 Assignment Weighted Grade

See all the AI clients this connector works with ↑

Who it's for

Built for the work Assignment Weighted Grade owners hand off.

This MCP is designed for anyone managing structured grading systems in education or professional certification.

01
Educators
Teachers hand off assignment weights and scores to the AI to automate gradebook math.
02
Academic Administrators
Staff use the agent to verify weight distributions and pull performance summaries.
03
Corporate Trainers
Training leads use the capability to calculate final scores for professional certification programs.

FAQ

Questions Assignment Weighted Grade owners ask.

01
What can this MCP calculate?
It calculates weighted period grades, individual assignment contributions, and performance summaries.
02
Can it check if my weights are correct?
Yes, it uses the validate_weight_distribution capability to ensure your weights are mathematically valid.
03
Which AI clients can use this?
You can use this with any MCP-compatible client like Claude, Cursor, or Windsurf.
04
Do I need to host the MCP myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately.
05
How does it handle multiple grading periods?
The get_performance_summary capability allows your agent to look at performance across different periods.
06
How do I calculate a single assignment's impact?
You can use the get_assignment_contribution capability by providing the raw score, the maximum possible score, and the weight of the assignment.
07
Can I verify if my weights add up to 100%?
Yes, the validate_weight_distribution capability checks if a set of weights matches your expected total.
08
How do I get a summary of multiple grading periods?
Use the get_performance_summary capability to receive an overview including average, highest, and lowest grades.

Explore

More in Productivity

Connect Assignment Weighted Grade to Claude, Cursor, ChatGPT & more

Connect Assignment Weighted Grade to ChatGPT and Claude

Your AI does the work. We keep it safe and sound.