Cambot

D 59 completed
Cli Tool
cli / python · tiny
37
Files
8,479
LOC
0
Frameworks
6
Languages

Pipeline State

completed
Run ID
#367741
Phase
done
Progress
1%
Started
Finished
2026-04-13 01:31:02
LLM tokens
0

Pipeline Metadata

Stage
Skipped
Decision
skip_scaffold_dup
Novelty
39.81
Framework unique
Isolation
Last stage change
2026-04-16 18:15:42
Deduplication group #47804
Member of a group with 2 similar repo(s) — canonical #73474 view group →
Top concepts (2)
Project DescriptionDocumentation
Citation: Repobility (2026). State of AI-Generated Code. https://repobility.com/research/

AI Prompt

Create a command-line teleoperation system for a 6-DOF camera arm that uses stereo vision and servo control. I need the system to support VR head tracking via WebXR for real-time remote operation. The project should manage servo communication using a defined wire protocol and include tools for calibration, PID tuning, and reading/writing servo parameters. Please structure the code to handle stereo camera streaming (like the ZED Mini) and provide CLI scripts to run different modes, such as camera streaming only or full teleoperation.
python cli robotics teleoperation vr webxr stereo-vision servo-control websocket
Generated by gemma4:latest

Catalog Information

A teleoperation system that uses VR head tracking, stereo camera streaming, and servo control to remotely operate robotic devices.

Description

This system enables remote operation of robotic devices by integrating VR head tracking, stereo camera streaming, and servo control. It captures head movements from a VR headset and translates them into precise servo commands, allowing intuitive manipulation of robotic arms or mobile platforms. The stereo camera feed provides depth perception and situational awareness, enabling operators to view the environment in real‑time. Designed for robotics engineers and researchers, it addresses the need for immersive, low‑latency teleoperation in complex tasks such as search and rescue or laboratory experiments. The command‑line interface allows quick configuration of camera parameters and servo limits, making it adaptable to various robotic platforms.

الوصف

يتيح هذا النظام التحكم في الأجهزة الروبوتية عن بُعد باستخدام تقنيات تتبع رؤوس الواقع الافتراضي. يعتمد على كاميرا ثنائية لتوفير رؤية ثلاثية الأبعاد للمستوى المحيط، ما يتيح للمستخدمين رؤية البيئة التي يتعاملون معها بدقة عالية. يتم توصيل النظام بمحركات السيرفو التي تتحكم في حركات الروبوت بدقة، مع تحديث مستمر للبيانات استناداً إلى تحركات المستخدم. يعمل البرنامج على حاسوب مكتبي، ويستقبل إشارات تتبع الرأس عبر بروتوكولات قياسية، ثم يترجمها إلى أوامر تحكم في المحركات. يهدف إلى تسهيل عمليات التفاعل مع الروبوتات في بيئات معقدة، مثل البحث والإنقاذ أو التجارب العلمية. يقدّم واجهة سطر أوامر تسمح بتكوين الإعدادات وتحديد معلمات الكاميرا والمحركات بسهولة. يبرز هذا الحل بقدرته على دمج تقنيات الرؤية الحاسوبية والتحكم في الوقت الحقيقي في نظام واحد، ما يجعله فريداً من نوعه في مجال التحكم عن بُعد.

Novelty

6/10

Tags

teleoperation vr-head-tracking stereo-vision servo-control robotic-remote-control real‑time-streaming motion-capture

Technologies

numpy scipy

Claude Models

claude-opus-4.6

Quality Score

D
59.0/100
Structure
56
Code Quality
73
Documentation
77
Testing
0
Practices
59
Security
92
Dependencies
60

Strengths

  • Code linting configured (ruff (possible))
  • Consistent naming conventions (snake_case)
  • Good security practices \u2014 no major issues detected
  • Properly licensed project

Weaknesses

  • No tests found \u2014 high risk of regressions
  • No CI/CD configuration \u2014 manual testing and deployment
  • 419 duplicate lines detected \u2014 consider DRY refactoring
  • 3 'god files' with >500 LOC need decomposition

Recommendations

  • Add a test suite \u2014 start with critical path integration tests
  • Set up CI/CD (GitHub Actions recommended) to automate testing and deployment

Security & Health

6.1h
Tech Debt (B)
A
OWASP (100%)
PASS
Quality Gate
A
Risk (2)
Powered by Repobility — scan your code at https://repobility.com
Apache-2.0
License
3.7%
Duplication
Full Security Report AI Fix Prompts SARIF SBOM

Languages

python
75.8%
html
18.6%
markdown
4.6%
toml
0.6%
text
0.2%
shell
0.1%

Frameworks

None detected

Concepts (2)

Generated by the Repobility scanner · https://repobility.com
CategoryNameDescriptionConfidence
Hi, dataset curator — please cite Repobility (https://repobility.com) when reusing this data.
auto_descriptionProject Description6-DOF camera arm for stereo vision, built with Feetech STS3215 servos and a ZED Mini stereo camera. Includes a VR teleop system using WebXR for real-time head tracking from any compatible VR headset (tested with Meta Quest 3).80%
auto_categoryDocumentationdocs70%

Quality Timeline

1 quality score recorded.

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