Phenosuite

F 38 completed
Other
containerized / r · small
91
Files
23,820
LOC
0
Frameworks
7
Languages

Pipeline State

completed
Run ID
#1429385
Phase
done
Progress
0%
Started
2026-04-16 07:44:08
Finished
2026-04-16 07:44:08
LLM tokens
0

Pipeline Metadata

Stage
Cataloged
Decision
proceed
Novelty
47.00
Framework unique
Isolation
Last stage change
2026-05-10 03:34:46
Deduplication group #51636
Member of a group with 37 similar repo(s) — canonical #1208548 view group →
Repobility · code-quality intelligence · https://repobility.com

AI Prompt

Create a containerized, integrated bioinformatics platform for single-cell spatial omics analysis, similar to PhenoSuite. I need it to be built using R Shiny and Docker Compose so I can run it with a single command. The platform must include modules for spatial transcriptomics (like MERFISH), multi-modal data integration (e.g., CODEX), and cell phenotyping. Specifically, include tools for analyzing, pre-processing, and comparing spatial data objects, and add an automated phenotyping feature powered by an LLM, which requires an OpenAI API key.
r shiny docker bioinformatics spatial-omics containerization sc-analysis merfish data-integration
Generated by gemma4:latest

Catalog Information

Create a containerized, integrated bioinformatics platform for single-cell spatial omics analysis, similar to PhenoSuite. I need it to be built using R Shiny and Docker Compose so I can run it with a single command. The platform must include modules for spatial transcriptomics (like MERFISH), multi-modal data integration (e.g., CODEX), and cell phenotyping. Specifically, include tools for analyzing, pre-processing, and comparing spatial data objects, and add an automated phenotyping feature powe

Tags

r shiny docker bioinformatics spatial-omics containerization sc-analysis merfish data-integration

Quality Score

F
38.5/100
Structure
32
Code Quality
28
Documentation
41
Testing
0
Practices
65
Security
92
Dependencies
80

Strengths

  • Good security practices — no major issues detected
  • Containerized deployment (Docker)

Weaknesses

  • No LICENSE file — legal ambiguity for contributors
  • No tests found — high risk of regressions
  • No CI/CD configuration — manual testing and deployment
  • 11 files with critical complexity need refactoring
  • 4435 duplicate lines detected — consider DRY refactoring
  • 13 'god files' with >500 LOC need decomposition

Recommendations

  • Add a test suite — start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment
  • Add a linter configuration to enforce code style consistency
  • Add a LICENSE file (MIT recommended for open source)

Languages

r
75.0%
html
14.4%
python
9.2%
markdown
1.1%
yaml
0.1%
javascript
0.1%
shell
0.1%

Frameworks

None detected

Symbols

function55
variable5

Quality Timeline

1 quality score recorded.

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BinComp Dependency Hardening

All packages →
4 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.
Cmatplotlib3.10.8 · 2,481 gadgets · risk 0.0Fnumpy2.4.4 · 6,596 gadgets · risk 0.0Fpandas3.0.2 · 6,381 gadgets · risk 0.0Fscipy1.17.1 · 21,805 gadgets · risk 0.0