Source: https://seerepo.com/compare/MakazhanAlpamys/Soup/vs/unslothai/unsloth
Markdown source: https://seerepo.com/compare/MakazhanAlpamys/Soup/vs/unslothai/unsloth.md
Description: Soup and unsloth share 10 technologies: FastAPI, Hugging Face, Rich, transformers, peft, datasets, trl, accelerate, Pydantic, and psutil. Both are written in Python.

# Soup vs unsloth

Soup and unsloth share 10 technologies: FastAPI, Hugging Face, Rich, transformers, peft, datasets, trl, accelerate, Pydantic, and psutil. Both are written in Python.

- [MakazhanAlpamys/Soup](https://seerepo.com/r/MakazhanAlpamys/Soup): Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
- [unslothai/unsloth](https://seerepo.com/r/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.

## What they share and what sets them apart

- In common: FastAPI, Hugging Face, Rich, transformers, peft, datasets, trl, accelerate, Pydantic, psutil
- Only in Soup: bitsandbytes
- Only in unsloth: React, sqlite-vec, usearch, OpenAI, fastmcp, uvicorn, Tauri, Tokio, objc2-foundation, glib, objc2-app-kit, anyio, gio, TanStack, Vite, dexie, @tauri-apps/api, @assistant-ui/core, torch, safetensors, sentence-transformers, tokenizers, gguf, librosa, markdown-it-py, pymupdf, pymupdf4llm, python-docx, pillow, av, jinja2, structlog, cairo-rs, gtk, tauri-plugin-dialog, webkit2gtk, webview2-com, gdk, objc2-web-kit, tauri-plugin-window-state, webkit2gtk-sys, matplotlib, tauri-plugin-notification, cryptography, hmac, pyjwt, cut-cross-entropy, descript-audio-codec, descript-audiotools, einops, einx, jiwer, julius, numkong, openai-whisper, pystoi, scikit-learn, sentencepiece, tiktoken, timm, torch-c-dlpack-ext, torch-stoi, triton-kernels, diffusers, data-designer-engine, snac, kernels, spandrel, markdown2, mdurl, gdk-pixbuf, lxml, loguru, log, simplelog, class-variance-authority, Tailwind CSS, PostCSS, @tailwindcss/vite, postcss-selector-parser, tailwind-merge, Radix UI, xyflow, sonner, motion, @streamdown/code, recharts, cmdk, canvas-confetti, react-day-picker, react-resizable-panels, @dagrejs/dagre, @tauri-apps/plugin-notification, Base UI, hugeicons, Lucide, @assistant-ui/react, assistant-stream, streamdown, mdast-util-from-markdown, mdast-util-gfm, mdast-util-math, micromark-extension-gfm, micromark-extension-math, unified, katex, remend, js-yaml, mammoth, marked, react-pdf, react-qr-code, decode-named-character-reference, dingbat-to-unicode, micromark-util-types, unpdf, @tauri-apps/plugin-process

## Side by side

| | Soup | unsloth |
|---|---|---|
| Size | 842,349 lines written, 596 code files | 4,065,144 lines written, 3,678 code files |
| Who writes it | 18.6% of its commits signed by AI. With Claude Code | 1% of its commits signed by AI. With Claude Code, Gemini CLI, Cursor, Codex, and GitHub Copilot |
| Activity | Last push November 13, 2026, 2,800 commits, 10,519 stars | Last push November 12, 2026, 13,457 commits, 79,373 stars |
| Tests | 1,354 test files. 3.2% of its code files have a test that imports them | 6,084 test files. 61.5% of its code files have a test that imports them |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## Frequently asked questions

### Which is bigger, Soup or unsloth?

unsloth, with 4,065,144 lines written; Soup has 842,349.

The proof: [unslothai/unsloth's code at commit 98836c2](https://github.com/unslothai/unsloth/tree/98836c27662fcce34c60a6e6ca264d5973cb0058)

### Which has more GitHub stars, Soup or unsloth?

unsloth, with 79,373 stars; Soup has 10,519.

The proof: [unslothai/unsloth on GitHub](https://github.com/unslothai/unsloth)

### Which has more tests, Soup or unsloth?

unsloth, with 6,084 test files; Soup has 1,354.

The proof: [unslothai/unsloth's code at commit 98836c2](https://github.com/unslothai/unsloth/tree/98836c27662fcce34c60a6e6ca264d5973cb0058)

### Which was updated more recently, Soup or unsloth?

Soup: its last push was on November 13, 2026, and unsloth's on November 12, 2026.

The proof: [MakazhanAlpamys/Soup's commits on GitHub](https://github.com/MakazhanAlpamys/Soup/commits)

### Which has more commits signed by AI, Soup or unsloth?

Soup: an AI signed 18.6% of its commits, with Claude Code; in unsloth, 1%.

The proof: [the commits each tool signed in MakazhanAlpamys/Soup](https://seerepo.com/r/MakazhanAlpamys/Soup/ai)

## Sources

- MakazhanAlpamys/Soup: Read on November 13, 2026, at commit d94c086 (https://github.com/MakazhanAlpamys/Soup/tree/d94c086746cc14c1e79a5bacc5b50a14d4a74267)
- unslothai/unsloth: Read on November 12, 2026, at commit 98836c2 (https://github.com/unslothai/unsloth/tree/98836c27662fcce34c60a6e6ca264d5973cb0058)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.