Name: Yuanpeng-Li/gradescope-mcp
Rating: 3.3 (1 reviews)
Author: Yuanpeng-Li

Yuanpeng-Li/gradescope-mcp

Score: 56.7 Rank #12 MCP Server

MCP server enabling AI assistants to interact with Gradescope — 33 tools for course management, batch grading, rubric CRUD, and smart reading strategies

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Overview

Yuanpeng-Li/gradescope-mcp is a Python MCP server licensed under MIT. MCP server enabling AI assistants to interact with Gradescope — 33 tools for course management, batch grading, rubric CRUD, and smart reading strategies

Ranked #12 out of 110 indexed tools.

Actively maintained with commits in the last week.

Ecosystem

Python MIT

Score Breakdown

Stars 15% 3

3 stars → early stage

Freshness 25% today

Last commit today → actively maintained

Issue Health 25% 50%

No issues filed → no history to score

Contributors 10% 1

1 contributor → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A

PyPI Downloads N/A

Forks 0

Description Detailed

License MIT

Weights: Freshness 25% · Issue Health 25% · Dependents 25% · Stars 15% · Contributors 10% · How we score →

How to Improve

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Dependents medium impact

No downstream dependents detected yet — adoption by other projects is the strongest trust signal

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Markdown

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Details

Stars: 3
Forks: 0
Open Issues: 0
Closed Issues: 0
Contributors: 1
Dependents: —
Language: Python
License: MIT
Last Commit: today

Matched Queries

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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 →