Source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/Yuan1z0825/nature-skills
Markdown source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/Yuan1z0825/nature-skills.md
Description: hello-agents and nature-skills share 10 technologies: OpenAI, matplotlib, MCP, lxml, pypdf, python-docx, pdfplumber, pillow, pymupdf, and jsonschema. Both are written in Python.

# hello-agents vs nature-skills

hello-agents and nature-skills share 10 technologies: OpenAI, matplotlib, MCP, lxml, pypdf, python-docx, pdfplumber, pillow, pymupdf, and jsonschema. Both are written in Python.

- [datawhalechina/hello-agents](https://seerepo.com/r/datawhalechina/hello-agents): 📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程
- [Yuan1z0825/nature-skills](https://seerepo.com/r/Yuan1z0825/nature-skills): 符合nature论文学术表达和科研绘图的Skill

## What they share and what sets them apart

- In common: OpenAI, matplotlib, MCP, lxml, pypdf, python-docx, pdfplumber, pillow, pymupdf, jsonschema
- Only in hello-agents: FastAPI, uvicorn, aiosqlite, asyncpg, psycopg2-binary, Postgres, chromadb, Redis, SQLite, oracledb, pymilvus, Qdrant, Hugging Face, Flask, fastmcp, starlette, anyio, AIOHTTP, Streamlit, Vite, Vue, vue-router, React, react-router-dom, cycler, fonttools, contourpy, Plotly, Gradio, Rich, alembic, SQLAlchemy, bcrypt, accelerate, onnxruntime, peft, safetensors, tavily-python, tokenizers, torch, transformers, scikit-learn, sentence-transformers, tiktoken, datasets, langchain-openai, LangGraph, paddlenlp, rank-bm25, spaCy, markdown, openpyxl, pdfminer.six, reportlab, xlrd, feedparser, beautifulsoup4, jinja2, annotated-types, email-validator, pydantic-core, Pydantic, OpenTelemetry, opentelemetry-exporter-otlp-proto-grpc, loguru, D3, katex, Tailwind CSS, markdown-it, vue-flow, Chart.js, vue-chartjs, highlight.js, dompurify, marked, react-markdown, Element, echarts, Leaflet, Mermaid, html2canvas, jspdf
- Only in nature-skills: mammoth, python-pptx, defusedxml, pypdfium2

## Side by side

| | hello-agents | nature-skills |
|---|---|---|
| Size | 226,661 lines written, 1,212 code files | 57,755 lines written, 73 code files |
| Who writes it | 2.4% of its commits signed by AI. With Codex, Cursor, and Claude Code | 5.3% of its commits signed by AI. With Claude Code and Codex |
| Activity | Last push October 13, 2026, 660 commits, 86,039 stars | Last push November 4, 2026, 800 commits, 52,387 stars |
| Tests | 97 test files. 6.9% of its code files have a test that imports them | 108 test files. 24.7% 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, hello-agents or nature-skills?

hello-agents, with 226,661 lines written; nature-skills has 57,755.

The proof: [datawhalechina/hello-agents's code at commit 36f583c](https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)

### Which has more GitHub stars, hello-agents or nature-skills?

hello-agents, with 86,039 stars; nature-skills has 52,387.

The proof: [datawhalechina/hello-agents on GitHub](https://github.com/datawhalechina/hello-agents)

### Which has more tests, hello-agents or nature-skills?

nature-skills, with 108 test files; hello-agents has 97.

The proof: [Yuan1z0825/nature-skills's code at commit d774add](https://github.com/Yuan1z0825/nature-skills/tree/d774add241c65e89ed17a4da573b472b0972fd42)

### Which was updated more recently, hello-agents or nature-skills?

nature-skills: its last push was on November 4, 2026, and hello-agents's on October 13, 2026.

The proof: [Yuan1z0825/nature-skills's commits on GitHub](https://github.com/Yuan1z0825/nature-skills/commits)

### Which has more commits signed by AI, hello-agents or nature-skills?

nature-skills: an AI signed 5.3% of its commits, with Claude Code and Codex; in hello-agents, 2.4%.

The proof: [the commits each tool signed in Yuan1z0825/nature-skills](https://seerepo.com/r/Yuan1z0825/nature-skills/ai)

## Sources

- datawhalechina/hello-agents: Read on November 4, 2026, at commit 36f583c (https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)
- Yuan1z0825/nature-skills: Read on November 5, 2026, at commit d774add (https://github.com/Yuan1z0825/nature-skills/tree/d774add241c65e89ed17a4da573b472b0972fd42)

## 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.