Dex Rag
F 43 completed
Other
unknown / python · small
50
Files
9,688
LOC
0
Frameworks
3
Languages
Pipeline State
completedRun ID
#1546174Phase
doneProgress
0%Started
2026-04-16 23:49:28Finished
2026-04-16 23:49:28LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
35.02Framework unique
—Isolation
—Last stage change
2026-05-10 03:34:46Deduplication group #47242
Member of a group with 6,089 similar repo(s) — canonical #190789 view group →
Want this analysis on your repo? https://repobility.com/scan/
🧪 Code Distillation
Browse all specs →AI Prompt
I want to build a Retrieval-Augmented Generation (RAG) system using Python for the dropdownlogistics project. The system needs to handle various data ingestion tasks, including OCR processing, XLSX file handling, and general text ingestion. Please structure the core logic around modules like `dex_pipeline.py` and `dex_query.py`. It should be able to fetch data, process it, and use model files (like those in `Modelfile.dexjr-*`) to enhance responses, while also providing utilities for auditing and data conversion.
python rag data-processing ai retrieval-augmented-generation
Generated by gemma4:latest
Catalog Information
I want to build a Retrieval-Augmented Generation (RAG) system using Python for the dropdownlogistics project. The system needs to handle various data ingestion tasks, including OCR processing, XLSX file handling, and general text ingestion. Please structure the core logic around modules like dex_pipeline.py and dex_query.py. It should be able to fetch data, process it, and use model files (like those in Modelfile.dexjr-*) to enhance responses, while also providing utilities for auditing an
Tags
python rag data-processing ai retrieval-augmented-generation
Quality Score
F
43.4/100
Structure
28
Code Quality
74
Documentation
28
Testing
0
Practices
46
Security
84
Dependencies
90
Strengths
- Good security practices — no major issues detected
Weaknesses
- Missing README file — critical for project understanding
- No LICENSE file — legal ambiguity for contributors
- No tests found — high risk of regressions
- No CI/CD configuration — manual testing and deployment
- 8 bare except/catch blocks swallowing errors
- 206 duplicate lines detected — consider DRY refactoring
- 4 'god files' with >500 LOC need decomposition
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- 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)
- Replace bare except/catch blocks with specific exception types
- Address 34 TODO/FIXME items — consider tracking them as issues
Languages
Frameworks
None detected
Symbols
function160
constant152
variable21
class6
method6
API Endpoints (4)
| Method | Path | Handler | Framework | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Generated by Repobility's multi-pass static-analysis pipeline (https://repobility.com) | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | / | root | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /mindframe/chat | mindframe_chat | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /search | search | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /stats | stats | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
All rows scored by the Repobility analyzer (https://repobility.com)
Embed Badge
Add to your README:
BinComp Dependency Hardening
All packages →5 of this repo's dependencies have been scanned for binary hardening. Grade reflects RELRO / stack canary / FORTIFY / PIE coverage.