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hello-agents vs dspy

hello-agents and dspy share 3 technologies: anyio, Pydantic, and jsonschema. 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

Python86.5kRead on November 9, 2026, at commit 36f583cWhat is hello-agents built with?

Only in hello-agents

In common

stanfordnlp

dspy

DSPy: The framework for programming—not prompting—language models

Python39kRead on November 6, 2026, at commit c400596What is dspy built with?

Only in dspy

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents226,661 lines written1,210 code files
dspy132,756 lines written267 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
dspy5.1% of its commits signed by AIWith Amp, Claude Code, Factory, GitHub Copilot, and Devin
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push October 13, 2026660 commits86,519 stars
dspyLast push November 6, 20264,029 commits38,961 stars
TestsThe files that test the code, and the share of code files a test imports.
hello-agents99 test files6.9% of its code files have a test that imports them
dspy164 test files49.4% of its code files have a test that imports them

Frequently asked questions

Which is bigger, hello-agents or dspy?
hello-agents, with 226,661 lines written; dspy has 132,756.

The proof: datawhalechina/hello-agents's code at commit 36f583c

Which has more GitHub stars, hello-agents or dspy?
hello-agents, with 86,519 stars; dspy has 38,961.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, hello-agents or dspy?
dspy, with 164 test files; hello-agents has 99.

The proof: stanfordnlp/dspy's code at commit c400596

Which was updated more recently, hello-agents or dspy?
dspy: its last push was on November 6, 2026, and hello-agents's on October 13, 2026.

The proof: stanfordnlp/dspy's commits on GitHub

Which has more commits signed by AI, hello-agents or dspy?
dspy: an AI signed 5.1% of its commits, with Amp, Claude Code, Factory, GitHub Copilot, and Devin; in hello-agents, 2.4%.

The proof: the commits each tool signed in stanfordnlp/dspy

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