Source: https://seerepo.com/compare/bojieli/ai-agent-book/vs/jingyaogong/minimind
Markdown source: https://seerepo.com/compare/bojieli/ai-agent-book/vs/jingyaogong/minimind.md
Description: ai-agent-book and minimind share 15 technologies: uvicorn, FastAPI, OpenAI, Flask, Rich, nltk, sentencepiece, transformers, datasets, tiktoken, scikit-learn, trl, sentence-transformers, Pydantic, and psutil. Both are written in Python.

# ai-agent-book vs minimind

ai-agent-book and minimind share 15 technologies: uvicorn, FastAPI, OpenAI, Flask, Rich, nltk, sentencepiece, transformers, datasets, tiktoken, scikit-learn, trl, sentence-transformers, 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
- [jingyaogong/minimind](https://seerepo.com/r/jingyaogong/minimind): 🧠 Train a 64M-parameter LLM from scratch in just 2h!

## What they share and what sets them apart

- In common: uvicorn, FastAPI, OpenAI, Flask, Rich, nltk, sentencepiece, transformers, datasets, tiktoken, scikit-learn, trl, sentence-transformers, Pydantic, psutil
- Only in ai-agent-book: React, azure-search-documents, azure-storage-blob, chromadb, psycopg2-binary, Postgres, pyarrow, Anthropic, Hugging Face, Google, Mistral AI, PostHog, fastmcp, anyio, AIOHTTP, Next.js, Vite, Express, Astro, mkdocs-material, matplotlib, seaborn, Plotly, authlib, google-auth, google-auth-httplib2, google-auth-oauthlib, pyotp, accelerate, bitsandbytes, cut-cross-entropy, faiss-cpu, graphrag, lightgbm, mem0ai, minicpmo-utils, openai-whisper, raptor-rag, scikit-image, trackio, triton, umap-learn, unsloth-zoo, xformers, xgboost, browser-use, torch, MCP, peft, unsloth, litellm, Ollama, rank-bm25, groq, librosa, fish-audio-sdk, snac, torchaudio, annoy, flagembedding, opencv-python, 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 minimind: flask-cors, Streamlit, einops, ModelScope, jinja2, jsonlines, marshmallow, ngrok, swanlab

## Side by side

| | ai-agent-book | minimind |
|---|---|---|
| Size | 422,447 lines written, 1,067 code files | 4,696 lines written, 15 code files |
| Who writes it | 20.8% of its commits signed by AI. With Claude Code | 0.8% of its commits signed by AI. With Codex, Claude Code, and Cursor |
| Activity | Last push October 8, 2026, 1,610 commits, 57,873 stars | Last push October 27, 2026, 382 commits, 65,173 stars |
| Tests | 624 test files. 34.3% of its code files have a test that imports them | 0 test files |

- 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 minimind?

ai-agent-book, with 422,447 lines written; minimind has 4,696.

The proof: [bojieli/ai-agent-book's code at commit dbc046e](https://github.com/bojieli/ai-agent-book/tree/dbc046eb896ac4e39aa19c7774c8bf49583b89a6)

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

minimind, with 65,173 stars; ai-agent-book has 57,873.

The proof: [jingyaogong/minimind on GitHub](https://github.com/jingyaogong/minimind)

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

ai-agent-book, with 624 test files.

The proof: [bojieli/ai-agent-book's code at commit dbc046e](https://github.com/bojieli/ai-agent-book/tree/dbc046eb896ac4e39aa19c7774c8bf49583b89a6)

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

minimind: its last push was on October 27, 2026, and ai-agent-book's on October 8, 2026.

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

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

ai-agent-book: an AI signed 20.8% of its commits, with Claude Code; in minimind, 0.8%.

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)
- jingyaogong/minimind: Read on November 12, 2026, at commit 233d00f (https://github.com/jingyaogong/minimind/tree/233d00fa068ec2b8c0d4f07b703934d6391a5a73)

## 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.