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Gradescope MCP Server by Yuanpeng-Li

#908 of 1625 by Yuanpeng-Li
36 score

An MCP server that enables AI assistants to interact with Gradescope for course management, grading workflows, and regrade reviews. It provides instructors and TAs with tools for assignment management, individual or batch grading, and rubric manipulation.

Ranked #908 out of 1625 indexed tools.Actively maintained with commits in the last week.
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Signal Breakdown

Installs 0
Freshness today
Issue Health 50%
Stars 3
Platform Breadth 1 platform
Contributors 1
Description Detailed

How to Improve

Contributors medium impact

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Stars low impact

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Platforms medium impact

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Supported Platforms

MCP

From the README

# Gradescope MCP Server

An [MCP (Model Context Protocol)](https://modelcontextprotocol.io/) server for
[Gradescope](https://www.gradescope.com/) that exposes course management,
grading, regrade review, statistics, and AI-assisted grading workflows to MCP
clients.

The server is designed for instructors and TAs who want to use AI agents with
real Gradescope data while keeping write operations gated behind explicit
confirmation.

This repository also includes a reusable local skill at
`skills/gradescope-assisted-grading/SKILL.md` for human-approved grading
workflows.

## Current Status

- 34 MCP tools
- 3 MCP resources
- 7 MCP prompts
- 30 automated tests
- Python 3.10+
- Package manager: `uv`

## What The Project Provides

### Read-oriented workflows
- Course discovery and assignment listing
- Assignment outline parsing for online and scanned-PDF assignments
- Roster inspection with a custom HTML parser
- Submission listing for multiple assignment types
- Grading progress, rubric conte
Read full README on GitHub →