hello-agents vs pandas

hello-agents and pandas share 11 technologies: psycopg2-binary, Postgres, matplotlib, SQLAlchemy, lxml, markdown, openpyxl, xlrd, feedparser, beautifulsoup4, and jinja2. Both are written in Python.

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What they share and what sets them apart

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

Python86kRead on November 4, 2026, at commit 36f583cWhat is hello-agents built with?

Only in hello-agents

In common

pandas-dev

pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

Python50.4kRead on November 5, 2026, at commit 249a3e4What is pandas built with?

Only in pandas

  • gcsfs
  • pickleshare
  • pyiceberg
  • pymysql
  • pyarrow
  • fastparquet
  • s3fs
  • ipywidgets
  • seaborn
  • html5lib
  • nbformat
  • odfpy
  • nbconvert
  • python-calamine
  • pyxlsb
  • xlsxwriter

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents226,661 lines written1,212 code files
pandas758,101 lines written297 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.
hello-agents2.4% of its commits signed by AIWith Codex, Cursor, and Claude Code
pandas4.2% of its commits signed by AIWith Claude Code, GitHub Copilot, and Devin
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push October 13, 2026660 commits86,039 stars
pandasLast push November 5, 202636,566 commits50,368 stars
TestsThe files that test the code, and the share of code files a test imports.
hello-agents97 test files6.9% of its code files have a test that imports them
pandas1,263 test files56.6% of its code files have a test that imports them

Frequently asked questions

Which is bigger, hello-agents or pandas?
pandas, with 758,101 lines written; hello-agents has 226,661.

The proof: pandas-dev/pandas's code at commit 249a3e4

Which has more GitHub stars, hello-agents or pandas?
hello-agents, with 86,039 stars; pandas has 50,368.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, hello-agents or pandas?
pandas, with 1,263 test files; hello-agents has 97.

The proof: pandas-dev/pandas's code at commit 249a3e4

Which was updated more recently, hello-agents or pandas?
pandas: its last push was on November 5, 2026, and hello-agents's on October 13, 2026.

The proof: pandas-dev/pandas's commits on GitHub

Which has more commits signed by AI, hello-agents or pandas?
pandas: an AI signed 4.2% of its commits, with Claude Code, GitHub Copilot, and Devin; in hello-agents, 2.4%.

The proof: the commits each tool signed in pandas-dev/pandas

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