Dgx Toolbox
C+ 70 completed
Other
monorepo / markdown · small
326
Files
42,767
LOC
2
Frameworks
7
Languages
Pipeline State
completedRun ID
#1545733Phase
doneProgress
0%Started
2026-04-16 23:32:01Finished
2026-04-16 23:32:01LLM tokens
0Pipeline Metadata
Stage
CatalogedDecision
proceedNovelty
54.60Framework unique
—Isolation
—Last stage change
2026-05-10 03:34:51Deduplication group #51624
Member of a group with 14 similar repo(s) — this repo is canonical view group →
Provenance: Repobility (https://repobility.com) — every score reproducible from /scan/
🧪 Code Distillation
Browse all specs →AI Prompt
Create a comprehensive ML/AI development environment setup tool, similar to the DGX Spark Toolbox. I need it to manage and provide scripts for setting up various components like inference, data labeling, evaluation, and fine-tuning. The system should support building Docker images for different toolboxes, handle prerequisites like setting up aliases and environment variables, and include sections for configuration using YAML/TOML files. It should also provide a status check and potentially integrate with services like Ollama or LiteLLM.
mlops ai docker fastapi python bash devops tooling monorepo
Generated by gemma4:latest
Catalog Information
Create a comprehensive ML/AI development environment setup tool, similar to the DGX Spark Toolbox. I need it to manage and provide scripts for setting up various components like inference, data labeling, evaluation, and fine-tuning. The system should support building Docker images for different toolboxes, handle prerequisites like setting up aliases and environment variables, and include sections for configuration using YAML/TOML files. It should also provide a status check and potentially integ
Tags
mlops ai docker fastapi python bash devops tooling monorepo
Quality Score
C+
70.4/100
Structure
76
Code Quality
88
Documentation
74
Testing
75
Practices
44
Security
41
Dependencies
90
Strengths
- Well-documented README with substantial content
- CI/CD pipeline configured (github_actions)
- Good test coverage (42% test-to-source ratio)
- Code linting configured (ruff (possible))
- Containerized deployment (Docker)
Weaknesses
- No LICENSE file — legal ambiguity for contributors
- Potential hardcoded secrets in 5 files
- 850 duplicate lines detected — consider DRY refactoring
- 1 'god files' with >500 LOC need decomposition
Recommendations
- Add a LICENSE file (MIT recommended for open source)
- Move hardcoded secrets to environment variables or a secrets manager
Languages
Frameworks
FastAPI pytest
Symbols
method82
function76
variable73
constant34
class24
property9
API Endpoints (8)
| Method | Path | Handler | Framework | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
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| Repobility · severity-and-effort ranking · https://repobility.com | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /correct | submit_correction | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /jobs | submit_job | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /jobs | list_jobs | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /jobs/{job_id} | get_job_status | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /probe | probe | FastAPI/Flask | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| GET | /queue | get_hitl_queue | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /suggest-tuning | suggest_tuning | Python | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| POST | /v1/chat/completions | chat_completions | FastAPI | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Repobility · MCP-ready · https://repobility.com
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