ai-agent-book vs nature-skills
ai-agent-book and nature-skills share 10 technologies: OpenAI, matplotlib, MCP, lxml, pillow, python-pptx, pypdf, python-docx, pdfplumber, and pymupdf. Both are written in Python.
What they share and what sets them apart
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
Python57.2kRead on November 5, 2026, at commit dbc046eWhat is ai-agent-book built with?Only in ai-agent-book
- React
uvicorn
- FastAPI
- azure-search-documents
- azure-storage-blob
chromadb
psycopg2-binary
- Postgres
pyarrow
- Anthropic
- Hugging Face
PostHog
fastmcp
- Flask
- anyio
- AIOHTTP
- Next.js
- Vite
- Express
- Astro
mkdocs-material
- Rich
seaborn
- Plotly
authlib
- google-auth
google-auth-httplib2
google-auth-oauthlib
- pyotp
accelerate
- bitsandbytes
- cut-cross-entropy
- faiss-cpu
lightgbm
- mem0ai
nltk
openai-whisper
scikit-image
- sentencepiece
- triton
- xformers
- torch
- transformers
peft
- datasets
- tiktoken
litellm
- Ollama
- scikit-learn
- rank-bm25
groq
librosa
trl
snac
torchaudio
opencv-python
sentence-transformers
langchain-openai
- mlx-audio
- vLLM
- python-magic
- torchcodec
- xlrd
- xlsxwriter
- beautifulsoup4
pypdf2
- reportlab
- html2text
- openpyxl
- markdown
sendgrid
- youtube-transcript-api
yt-dlp
- Pydantic
structlog
loguru
psutil
pptxgenjs
- sharp
- Tailwind CSS
- D3
recharts
onnxruntime-node
class-variance-authority
tailwind-merge
- Radix UI
react-syntax-highlighter
- Lucide
- react-markdown
remark-gfm
katex
In common
OpenAImatplotlib
- MCP
lxml
pillow
- python-pptx
pypdf
- python-docx
- pdfplumber
pymupdf
Yuan1z0825
nature-skills
符合nature论文学术表达和科研绘图的Skill
Python52.4kRead on November 5, 2026, at commit d774addWhat is nature-skills built with?Only in nature-skills
- mammoth
- defusedxml
- pypdfium2
- jsonschema
Side by side
ai-agent-booknature-skills
SizeLines written by people and agents, without generated ones; code files, without tests.
ai-agent-book422,447 lines written1,067 code files
nature-skills57,755 lines written73 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.
ai-agent-book20.8% of its commits signed by AIWith Claude Code
nature-skills5.3% of its commits signed by AIWith Claude Code and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
ai-agent-bookLast push October 8, 20261,610 commits57,240 stars
nature-skillsLast push November 4, 2026800 commits52,387 stars
TestsThe files that test the code, and the share of code files a test imports.
ai-agent-book624 test files34.3% of its code files have a test that imports them
nature-skills108 test files24.7% of its code files have a test that imports them
Frequently asked questions
Which is bigger, ai-agent-book or nature-skills?
ai-agent-book, with 422,447 lines written; nature-skills has 57,755.
Which has more GitHub stars, ai-agent-book or nature-skills?
ai-agent-book, with 57,240 stars; nature-skills has 52,387.
The proof: bojieli/ai-agent-book on GitHub
Which has more tests, ai-agent-book or nature-skills?
ai-agent-book, with 624 test files; nature-skills has 108.
Which was updated more recently, ai-agent-book or nature-skills?
nature-skills: its last push was on November 4, 2026, and ai-agent-book's on October 8, 2026.
The proof: Yuan1z0825/nature-skills's commits on GitHub
Which has more commits signed by AI, ai-agent-book or nature-skills?
ai-agent-book: an AI signed 20.8% of its commits, with Claude Code; in nature-skills, 5.3%.
The proof: the commits each tool signed in bojieli/ai-agent-book
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