Source: https://seerepo.com/compare/bojieli/ai-agent-book/vs/MakazhanAlpamys/Soup
Markdown source: https://seerepo.com/compare/bojieli/ai-agent-book/vs/MakazhanAlpamys/Soup.md
Description: ai-agent-book and Soup share 11 technologies: FastAPI, Hugging Face, Rich, accelerate, bitsandbytes, transformers, peft, datasets, trl, Pydantic, and psutil. Both are written in Python.

# ai-agent-book vs Soup

ai-agent-book and Soup share 11 technologies: FastAPI, Hugging Face, Rich, accelerate, bitsandbytes, transformers, peft, datasets, trl, Pydantic, and psutil. Both are written in Python.

- [bojieli/ai-agent-book](https://seerepo.com/r/bojieli/ai-agent-book): 《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码
- [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.

## What they share and what sets them apart

- In common: FastAPI, Hugging Face, Rich, accelerate, bitsandbytes, transformers, peft, datasets, trl, Pydantic, psutil
- Only in ai-agent-book: React, uvicorn, azure-search-documents, azure-storage-blob, chromadb, psycopg2-binary, Postgres, pyarrow, OpenAI, Anthropic, Google, Mistral AI, PostHog, fastmcp, Flask, anyio, AIOHTTP, Next.js, Vite, Express, Astro, mkdocs-material, matplotlib, seaborn, Plotly, authlib, google-auth, google-auth-httplib2, google-auth-oauthlib, pyotp, cut-cross-entropy, faiss-cpu, graphrag, lightgbm, mem0ai, minicpmo-utils, nltk, openai-whisper, raptor-rag, scikit-image, sentencepiece, trackio, triton, umap-learn, unsloth-zoo, xformers, xgboost, browser-use, torch, MCP, tiktoken, unsloth, litellm, Ollama, scikit-learn, rank-bm25, groq, librosa, fish-audio-sdk, snac, torchaudio, annoy, flagembedding, opencv-python, sentence-transformers, gradio-client, hnswlib, langchain-openai, memobase, mlx-audio, vLLM, lxml, python-magic, torchcodec, xlrd, xlsxwriter, beautifulsoup4, pillow, python-pptx, pypdf2, reportlab, html2text, pypdf, python-docx, openpyxl, aiosmtplib, markdown, pdfplumber, pymupdf, sendgrid, youtube-transcript-api, yt-dlp, structlog, loguru, colorlog, pptxgenjs, sharp, Tailwind CSS, D3, recharts, onnxruntime-node, class-variance-authority, tailwind-merge, Radix UI, react-syntax-highlighter, Lucide, react-markdown, remark-gfm, fontsource-variable, katex
- Only in Soup: None

## Side by side

| | ai-agent-book | Soup |
|---|---|---|
| Size | 422,447 lines written, 1,067 code files | 842,349 lines written, 596 code files |
| Who writes it | 20.8% of its commits signed by AI. With Claude Code | 18.6% of its commits signed by AI. With Claude Code |
| Activity | Last push October 8, 2026, 1,610 commits, 57,873 stars | Last push November 13, 2026, 2,800 commits, 10,519 stars |
| Tests | 624 test files. 34.3% of its code files have a test that imports them | 1,354 test files. 3.2% 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, ai-agent-book or Soup?

Soup, with 842,349 lines written; ai-agent-book has 422,447.

The proof: [MakazhanAlpamys/Soup's code at commit d94c086](https://github.com/MakazhanAlpamys/Soup/tree/d94c086746cc14c1e79a5bacc5b50a14d4a74267)

### Which has more GitHub stars, ai-agent-book or Soup?

ai-agent-book, with 57,873 stars; Soup has 10,519.

The proof: [bojieli/ai-agent-book on GitHub](https://github.com/bojieli/ai-agent-book)

### Which has more tests, ai-agent-book or Soup?

Soup, with 1,354 test files; ai-agent-book has 624.

The proof: [MakazhanAlpamys/Soup's code at commit d94c086](https://github.com/MakazhanAlpamys/Soup/tree/d94c086746cc14c1e79a5bacc5b50a14d4a74267)

### Which was updated more recently, ai-agent-book or Soup?

Soup: its last push was on November 13, 2026, and ai-agent-book's on October 8, 2026.

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

### Which has more commits signed by AI, ai-agent-book or Soup?

ai-agent-book: an AI signed 20.8% of its commits, with Claude Code; in Soup, 18.6%.

The proof: [the commits each tool signed in bojieli/ai-agent-book](https://seerepo.com/r/bojieli/ai-agent-book/ai)

## Sources

- bojieli/ai-agent-book: Read on November 13, 2026, at commit dbc046e (https://github.com/bojieli/ai-agent-book/tree/dbc046eb896ac4e39aa19c7774c8bf49583b89a6)
- MakazhanAlpamys/Soup: Read on November 13, 2026, at commit d94c086 (https://github.com/MakazhanAlpamys/Soup/tree/d94c086746cc14c1e79a5bacc5b50a14d4a74267)

## 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.