IdeaCredIdeaCred

robertofernandezmartinez/ai-corporate-suite

52

Operational AI platform integrating ๐Ÿ›ณ๏ธ SmartPort maritime risk, โœˆ๏ธ NASA RUL predictive maintenance, and ๐Ÿ“ฆ retail Stockout risk prediction with FastAPI, Streamlit, Supabase, Railway and Telegram bot automation.

What's novel

Operational AI platform integrating ๐Ÿ›ณ๏ธ SmartPort maritime risk, โœˆ๏ธ NASA RUL predictive maintenance, and ๐Ÿ“ฆ retail Stockout risk prediction with FastAPI, Streamlit, Supabase, Railway and Telegram bot automation.

Code Analysis

0 files read ยท 4 rounds

A Streamlit-based dashboard that loads pre-trained pickle models for three distinct prediction tasks (NASA RUL, Maritime Risk, Retail Stockout) and displays results via a unified UI.

Strengths

Clear separation of concerns between core logic, UI pages, and database clients. The modular structure with distinct directories for `core`, `pages`, `bot`, and `db` is logical and maintainable.

Weaknesses

Lacks visible error handling, input validation, or unit tests in the available code snippets. The core implementation relies on loading `.pkl` files without showing any preprocessing or model logic, suggesting it may be a simple wrapper around pre-trained models rather than a novel algorithmic solution.

Score Breakdown

Innovation
4 (25%)
Craft
47 (35%)
Traction
6 (15%)
Scope
55 (25%)

Signal breakdown

Innovation

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

Craft

Ci-1
Tests-1
Polish+0
Releases+3
Has License+0
Code Quality+12
Readme Quality+15
Recent Activity+7
Structure Quality+5
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+8
Languages+3
Subsystems+13
Bloat Penalty+0
Completeness+6
Contributors+5
Authored Files+8
Readme Code Match+3
Architecture Depth+5
Implementation Depth+8

Evidence

Commits

71

Contributors

1

Files

29

Active weeks

4

TestsCI/CDREADMELicenseContributing

Repository

Language

Python

Stars

1

Forks

0

License

โ€”