supervision vs unsloth
supervision and unsloth share 3 technologies: matplotlib, pillow, and av. Both are written in Python.
What they share and what sets them apart
roboflow
supervision
We write your reusable computer vision tools. 💜
Python51.5kRead on November 5, 2026, at commit dc941abWhat is supervision built with?Only in supervision
In common
unslothai
unsloth
Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4.1, MiniMax-H3, Gemma 4, FLUX and more.
Python79.1kRead on November 4, 2026, at commit a1e340bWhat is unsloth built with?Only in unsloth
- React
- FastAPI
- Hugging Face
OpenAIuvicorn
- Tauri
- Tokio
objc2-foundation
objc2-app-kit
- anyio
fastmcp
- TanStack
- Vite
dexie
- @tauri-apps/api
@assistant-ui/core
- Rich
- pyjwt
- cryptography
- torch
- transformers
peft
accelerate
safetensors
- datasets
sentence-transformers
tokenizers
@assistant-ui/react
librosa
- sentencepiece
- tiktoken
- jinja2
- Pydantic
psutil
structlog
gtk
tauri-plugin-dialog
- webkit2gtk
- webview2-com
objc2-web-kit
tauri-plugin-window-state
tauri-plugin-notification
- hmac
- einops
openai-whisper
- scikit-learn
timm
diffusers
- spandrel
markdown-it-py
- mdurl
pymupdf
lxml
- pymupdf4llm
- python-docx
loguru
- log
- simplelog
class-variance-authority
- Tailwind CSS
- PostCSS
- @tailwindcss/vite
postcss-selector-parser
tailwind-merge
- Radix UI
- xyflow
motion
sonner
- @streamdown/code
recharts
- cmdk
- canvas-confetti
react-day-picker
react-resizable-panels
@dagrejs/dagre
@tauri-apps/plugin-notification
- Base UI
hugeicons
- Lucide
- streamdown
- mdast-util-from-markdown
- mdast-util-gfm
- mdast-util-math
micromark-extension-gfm
micromark-extension-math
unified
katex
- remend
- js-yaml
- mammoth
- react-pdf
react-qr-code
marked
micromark-util-types
- unpdf
@tauri-apps/plugin-process
Side by side
supervisionunsloth
SizeLines written by people and agents, without generated ones; code files, without tests.
supervision131,931 lines written83 code files
unsloth3,889,108 lines written3,532 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
supervision10.8% of its commits signed by AIWith Claude Code, Codex, GitHub Copilot, and Cursor
unsloth1% of its commits signed by AIWith Claude Code, Gemini CLI, Cursor, Codex, and GitHub Copilot
ActivityFrom GitHub and its history, on the day SeeRepo read it.
supervisionLast push November 5, 20264,126 commits51,502 stars
unslothLast push November 4, 202612,770 commits79,050 stars
TestsThe files that test the code, and the share of code files a test imports.
supervision131 test files88% of its code files have a test that imports them
unsloth5,718 test files60.3% of its code files have a test that imports them
Frequently asked questions
Which is bigger, supervision or unsloth?
unsloth, with 3,889,108 lines written; supervision has 131,931.
The proof: unslothai/unsloth's code at commit a1e340b
Which has more GitHub stars, supervision or unsloth?
unsloth, with 79,050 stars; supervision has 51,502.
The proof: unslothai/unsloth on GitHub
Which has more tests, supervision or unsloth?
unsloth, with 5,718 test files; supervision has 131.
The proof: unslothai/unsloth's code at commit a1e340b
Which was updated more recently, supervision or unsloth?
supervision: its last push was on November 5, 2026, and unsloth's on November 4, 2026.
The proof: roboflow/supervision's commits on GitHub
Which has more commits signed by AI, supervision or unsloth?
supervision: an AI signed 10.8% of its commits, with Claude Code, Codex, GitHub Copilot, and Cursor; in unsloth, 1%.
The proof: the commits each tool signed in roboflow/supervision
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