Sestool
D 51 completed
Other
containerized / r · small
490
Files
181,382
LOC
2
Frameworks
10
Languages
Pipeline State
completedRun ID
#373468Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
72.80Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:17Deduplication group #49748
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (2)
Project DescriptionWeb Backend
Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot
AI Prompt
Create a Shiny application frontend for the SES toolbox, designed for the MarineSABRES project. The core functionality should be built using object-oriented R with the R6 class system. The tool needs to visualize networks using the VisNetwork library. It must be able to read Excel files imported from KUMU. Specifically, the first sheet should define links with 'from' and 'to' columns, and potentially include 'width', 'strength', or 'value' columns. The second sheet, if present, should define node attributes, including a 'group' variable for categorization. Remember to handle the recoding of semi-quantitative 'strength' values if the input is from KUMU.
r shiny r6 visnetwork excel data-visualization marine-science web-app flask
Generated by gemma4:latest
Catalog Information
Frontend for the SES toolbox created for the MarineSABRES project
Description
Frontend for the SES toolbox created for the MarineSABRES project
Novelty
3/10Tags
r shiny r6 visnetwork excel data-visualization marine-science web-app flask
Claude Models
claude-opus-4-6
Quality Score
D
50.9/100
Structure
52
Code Quality
41
Documentation
56
Testing
60
Practices
41
Security
66
Dependencies
50
Strengths
- Good test coverage (34% test-to-source ratio)
- Containerized deployment (Docker)
- Properly licensed project
Weaknesses
- No CI/CD configuration \u2014 manual testing and deployment
- 19 files with critical complexity need refactoring
- 4 bare except/catch blocks swallowing errors
- 10438 duplicate lines detected \u2014 consider DRY refactoring
- 42 'god files' with >500 LOC need decomposition
Recommendations
- Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
- Add a linter configuration to enforce code style consistency
- Replace bare except/catch blocks with specific exception types
- Address 130 TODO/FIXME items \u2014 consider tracking them as issues
Security & Health
95.6h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (1)
Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com)
GPL-2.0
License
13.0%
Duplication
Languages
Frameworks
Flask pytest
Concepts (2)
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| auto_description | Project Description | Frontend for the SES toolbox created for the MarineSABRES project | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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