IdeaCredIdeaCred

galafis/Semantic-Search-Engine

44

Professional project by Gabriel Demetrios Lafis

What's novel

Professional project by Gabriel Demetrios Lafis

Code Analysis

8 files read · 3 rounds

A Flask REST API that implements a basic TF-IDF vectorizer and cosine similarity search over a small in-memory document corpus, accompanied by a generic portfolio landing page and an unrelated R analytics script.

Strengths

The TF-IDF implementation is genuinely from-scratch with correct augmented-frequency IDF and TF normalization, and the code is clean, readable, and well-structured with clear class separation between vectorizer and search engine.

Weaknesses

The frontend is a generic portfolio template that never calls the search API, the R analytics module is completely unrelated to the project, and the test suite is a trivial scaffold with zero coverage of the actual search logic.

Score Breakdown

Innovation
3 (25%)
Craft
44 (35%)
Traction
5 (15%)
Scope
42 (25%)

Signal breakdown

Innovation

Not Fork+1
Code Novelty+1
Concept Novelty+0

Craft

Ci-2
Tests+5
Polish+0
Releases+0
Has License+5
Code Quality+14
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+0
Early Traction+0
Devto Reactions+0
Community Contribs+0

Scope

Commits+5
Languages+8
Subsystems+0
Bloat Penalty+0
Completeness+7
Contributors+5
Authored Files+8
Readme Code Match+3
Architecture Depth+3
Implementation Depth+8

Evidence

Commits

9

Contributors

1

Files

12

Active weeks

3

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

MIT