ai-agent

StudentPerformancePrediction-ML: Predict Grades

Name: StudentPerformancePrediction-ML: Predict Grades
Author: FaizanZaheerGit

Predict student grades with machine learning. For founders in education.

From the repo · “This is a simple machine learning project using classifiers for predicting factors which affect student grades, using data from CSV file”

intermediate⏱ 1-2 hours💵 Free

190 stars+1★ this week77 forksPythonGuide quality 8/10 · reviewed Jul 1Updated 10/31/2025100% free · open source

What it is

Makes predictions about student grades using machine learning on CSV files.

Real use case example

"A founder building an education platform wants to identify students who are struggling in math. They upload a CSV file with student data to the skill, train the model, and then use it to predict which students are at risk. They can then focus resources on those students, leading to improved outcomes."

Best insideClaude DesktopCursor

When to use it

•You have a large dataset of student performance and want to identify key factors affecting grades.
•You need to predict student grades for a new semester based on past performance.
•You want to understand how different variables such as attendance, homework, and exam scores impact student grades.

Ready-to-paste prompt

Run `python prediction.py --dataset student_data.csv --model logistic_regression` to predict grades using logistic regression on your student data CSV file.

Heads up: Ensure your CSV file is in the same directory as the script and named correctly, as the script assumes a specific file name and path, or modify the script to match your dataset location.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/studentperformanceprediction-ml && curl -fsSL https://workflowstacks.com/api/skills/studentperformanceprediction-ml/claude-skill -o ~/.claude/skills/studentperformanceprediction-ml/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

How StudentPerformancePrediction-ML: Predict Grades works

Codeflow

Free to inspect

StudentPerformancePrediction-ML: Predict Grades is a tiny Python project (~300 lines across 1 code files). Setup is light: install Python, run one command. Last commit 12 months ago, no license file, no tests found.

Size

Tiny codebase

~300 lines · 1 code files · 2 min skim

Setup

Light setup

Install Python, run one command.

Runs on

Python

No API keys detected

Python 100%

Where to start reading

1
README.md
Start here — what it does and how to install it
2
requirements.txt
Dependencies and the commands it exposes

READMENo tests foundThin docsNo CINo licenseLast update 12 mo ago