Kss
D 51 completed
Library
web_app / python · tiny
25
Files
1,833
LOC
1
Frameworks
7
Languages
Pipeline State
completedRun ID
#307288Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
53.91Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:28Deduplication group #55638
Member of a group with 1 similar repo(s) — this repo is canonical view group →
Top concepts (1)
Web Backend
All rows scored by the Repobility analyzer (https://repobility.com)
AI Prompt
I want to build a data analysis and processing tool using Python. The core logic should be built with Flask, and I need it to handle various data tasks. The project structure should include separate directories for routes and static assets. Please ensure the setup is ready for deployment, considering the presence of a Procfile and render.yaml. I'll be using Python for the backend, and I anticipate needing to manage configuration via a separate config file.
python flask data-analysis web-app backend
Generated by gemma4:latest
Catalog Information
The Konslie KSS project is a Python-based tool for data analysis and processing.
Description
Konslie KSS is a lightweight data processing framework built using Flask and Python. It utilizes libraries like NumPy and Pandas to handle large datasets efficiently. The project aims to provide a simple and scalable solution for data manipulation tasks.
الوصف
هذا المشروع هو إطار عمل خفيف الوزن لprocessing البيانات، مبني على Flask وPython. يستخدم مكتبات مثل NumPy وPandas للتعامل مع datasets كبيرة بفاعلية. يهدف المشروع إلى تقديم حل بسيط ومستدام للتحليل والProcessing البيانات.
Novelty
5/10Tags
data-processing data-manipulation large-datasets scalability efficiency
Technologies
flask gunicorn numpy pandas
Claude Models
claude-opus-4.6
Quality Score
D
50.6/100
Structure
40
Code Quality
71
Documentation
20
Testing
15
Practices
70
Security
90
Dependencies
90
Strengths
- CI/CD pipeline configured (github_actions)
- Consistent naming conventions (snake_case)
- Good security practices \u2014 no major issues detected
Weaknesses
- Missing README file \u2014 critical for project understanding
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- 1 files with critical complexity need refactoring
- Potential hardcoded secrets in 1 files
- 101 duplicate lines detected \u2014 consider DRY refactoring
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- Add a test suite \u2014 start with critical path integration tests
- Add a linter configuration to enforce code style consistency
- Add a LICENSE file (MIT recommended for open source)
- Move hardcoded secrets to environment variables or a secrets manager
Security & Health
5.8h
Tech Debt (D)
Medium
DORA Rating
A
OWASP (100%)
PASS
Quality Gate
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A
Risk (8)
Unknown
License
0.0%
Duplication
Languages
Frameworks
Flask
API Endpoints (7)
| Method | Path | Handler | Framework | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Want fix-PRs on findings? Install Repobility's GitHub App · github.com/apps/repobility-bot | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | / | index | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /cache/clear | cache_clear | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /cache/status | cache_status | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /engine/results | engine_results | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /engine/run | engine_run | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /engine/status | engine_status | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /stock/<code> | stock_detail | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Concepts (1)
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| Repobility · open methodology · https://repobility.com/research/ | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Web Backend | web-backend | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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