Pocharlies Qdrant
F 43 completed
Data Tool
containerized / python · tiny
30
Files
11,252
LOC
0
Frameworks
8
Languages
Pipeline State
completedRun ID
#370859Phase
doneProgress
1%Started
Finished
2026-04-13 01:31:02LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
59.33Framework unique
—Isolation
—Last stage change
2026-05-10 03:35:28Deduplication group #52485
Member of a group with 8 similar repo(s) — canonical #94278 view group →
Top concepts (1)
DevOps/Infrastructure
Repobility · severity-and-effort ranking · https://repobility.com
AI Prompt
I want to build a scalable search engine using QDrant for efficient data retrieval. Can you set up the structure using Python? The project should be containerized, so please include a `docker-compose.yml` file. I see directories for `mcp-server/` and `rag-service/`, so please structure the code to support these services. I also need to handle environment variables using a `.env.example` file.
python qdrant search-engine docker containerization rag data-retrieval backend
Generated by gemma4:latest
Catalog Information
This project is a QDrant-based search engine for efficient and scalable data retrieval.
Description
Pocharlies-qdrant is a search engine built on top of the QDrant database, designed to provide efficient and scalable data retrieval capabilities. It utilizes Python as its primary programming language. The project leverages Redis for additional functionality. Currently, there is no detailed description available in the README.
الوصف
هذا المشروع هو محرك بحث مبني على قدرنت، مصمم لتقديم قدرات استرجاع البيانات الفعالة والمتوفرة على نطاق واسع. يستخدم البرنامج الرئيسي لغة بايثون. يعتمد المشروع على ريدس للوظائف الإضافية. في الوقت الحالي، لا تتوافر وصفة مفصلة في README.
Novelty
5/10Tags
search-engine efficient-data-retrieval scalable-search qdrant-database redis-technology
Claude Models
claude-opus-4.6
Quality Score
F
43.3/100
Structure
27
Code Quality
60
Documentation
38
Testing
0
Practices
65
Security
75
Dependencies
60
Strengths
- Consistent naming conventions (snake_case)
- Containerized deployment (Docker)
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
- No CI/CD configuration \u2014 manual testing and deployment
- 869 duplicate lines detected \u2014 consider DRY refactoring
- 5 'god files' with >500 LOC need decomposition
Recommendations
- Add a comprehensive README.md explaining purpose, setup, usage, and architecture
- Add a test suite \u2014 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)
Security & Health
6.8h
Tech Debt (B)
A
OWASP (100%)
FAIL
Quality Gate
A
Risk (14)
Repobility — same analyzer, your code, free for public repos · /scan/
Unknown
License
5.5%
Duplication
Languages
Frameworks
None detected
Concepts (1)
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| Repobility's GitHub App fixes findings like these · https://github.com/apps/repobility-bot | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| auto_category | DevOps/Infrastructure | devops-infra | 70% | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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