Scilink
F 42 completed
Other
cli / python · small
146
Files
47,305
LOC
0
Frameworks
6
Languages
Pipeline State
completedRun ID
#396627Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
SkippedDecision
skip_scaffold_dupNovelty
30.20Framework unique
—Isolation
—Last stage change
2026-04-16 18:15:42Deduplication group #47306
Member of a group with 1 similar repo(s) — canonical #110889 view group →
Top concepts (2)
Project DescriptionData/ML
Repobility — same analyzer, your code, free for public repos · /scan/
AI Prompt
Create a command-line interface (CLI) tool in Python for scientific research automation, similar to SciLink. I need it to use intelligent agents to handle tasks like experimental design, data analysis, and optimization. The CLI should support running planning sessions, perhaps using a command like `scilink plan`, and data analysis sessions, like `scilink analyze`. It must be able to interact with large language models using environment variables for API keys (like Gemini or OpenAI) and should ideally have a Python API structure for programmatic use.
python cli ai scientific automation llm agent command-line
Generated by gemma4:latest
Catalog Information
AI-Powered Scientific Research Automation Platform
Description
AI-Powered Scientific Research Automation Platform
Novelty
3/10Tags
python cli ai scientific automation llm agent command-line
Technologies
streamlit
Claude Models
claude-opus-4-6
Quality Score
F
42.4/100
Structure
49
Code Quality
42
Documentation
64
Testing
15
Practices
39
Security
45
Dependencies
60
Strengths
- CI/CD pipeline configured (github_actions)
- Code linting configured (ruff (possible))
- Consistent naming conventions (snake_case)
- Containerized deployment (Docker)
Weaknesses
- No LICENSE file \u2014 legal ambiguity for contributors
- No tests found \u2014 high risk of regressions
- 14 bare except/catch blocks swallowing errors
- Potential hardcoded secrets in 1 files
- 5894 duplicate lines detected \u2014 consider DRY refactoring
- 28 'god files' with >500 LOC need decomposition
Recommendations
- Add a test suite \u2014 start with critical path integration tests
- Add a LICENSE file (MIT recommended for open source)
- Replace bare except/catch blocks with specific exception types
- Move hardcoded secrets to environment variables or a secrets manager
- Address 27 TODO/FIXME items \u2014 consider tracking them as issues
Security & Health
20.8h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (13)
About: code-quality intelligence by Repobility · https://repobility.com
MIT
License
11.5%
Duplication
Languages
Frameworks
None detected
Concepts (2)
| Category | Name | Description | Confidence | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| auto_description | Project Description | AI-Powered Scientific Research Automation Platform | 80% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | Data/ML | data-ml | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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