S68-spec/AI-Notes-Summarizer

📚 Summarize your study notes quickly and create quiz questions for effective revision with this AI-powered web app.

What's novel

📚 Summarize your study notes quickly and create quiz questions for effective revision with this AI-powered web app.

Code Analysis

4 files read · 3 rounds

A single-file Streamlit web app that extracts text from an uploaded PDF and sends it to Groq's hosted LLM API to generate a summary and 3-5 multiple-choice questions.

Strengths

The code is concise and functional for its narrow purpose — it works as a quick-and-dirty PDF-to-summary tool. The prompt engineering for the summarization + quiz generation is reasonably well-structured.

Weaknesses

The README is almost entirely fabricated, describing a desktop app with multi-format support that doesn't exist in the code. Error handling is a blanket catch-all that swallows all exceptions, there are zero tests, no input validation, and the entire 'AI' is a single API call to a third-party service.

Score Breakdown

Innovation

2 (25%)

Craft

35 (35%)

Traction

11 (15%)

Scope

21 (25%)

Signal breakdown

Innovation

Not Fork+1

Code Novelty+0

Concept Novelty+0

Craft

Ci-3

Tests-5

Polish+0

Releases-2

Has License+5

Code Quality+7

Readme Quality+15

Recent Activity+7

Structure Quality+4

Commit Consistency+2

Has Dependency Mgmt+5

Traction

Forks+0

Stars+6

Hn Points+0

Watchers+3

Early Traction+0

Devto Reactions+0

Community Contribs+2

Scope

Commits+3

Languages+3

Subsystems+0

Bloat Penalty+0

Completeness+5

Contributors+6

Authored Files+4

Readme Code Match+3

Architecture Depth+3

Implementation Depth+8

Evidence

Commits

Contributors

Files

Active weeks

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

Forks

License

MIT