akshare vs hello-agents
akshare and hello-agents share 4 technologies: lxml, openpyxl, xlrd, and beautifulsoup4. Both are written in Python.
What they share and what sets them apart
akfamily
akshare
AKShare is an elegant and simple financial data interface library for Python, built for human beings! 开源财经数据接口库
Python23.2kRead on November 4, 2026, at commit 113feeeWhat is akshare built with?In common
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
- FastAPI
uvicorn
- aiosqlite
- asyncpg
psycopg2-binary
- Postgres
chromadb
- Redis
- SQLite
oracledb
- pymilvus
OpenAI- Qdrant
- Hugging Face
- Flask
fastmcp
starlette
- anyio
- AIOHTTP
- Streamlit
- Vite
- Vue
vue-router
- React
react-router-dom
- cycler
fonttools
contourpy
- Plotly
- Gradio
matplotlib
- Rich
- alembic
- SQLAlchemy
bcrypt
accelerate
- MCP
- onnxruntime
peft
safetensors
- tavily-python
tokenizers
- torch
- transformers
- scikit-learn
sentence-transformers
- tiktoken
- datasets
langchain-openai
- LangGraph
- paddlenlp
- rank-bm25
- spaCy
- markdown
pdfminer.six
pypdf
- python-docx
- reportlab
- pdfplumber
pillow
feedparser
pymupdf
- jinja2
- annotated-types
- email-validator
- pydantic-core
- Pydantic
- jsonschema
- 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
Side by side
aksharehello-agents
SizeLines written by people and agents, without generated ones; code files, without tests.
akshare106,180 lines written401 code files
hello-agents226,661 lines written1,212 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.
akshare0.6% of its commits signed by AIWith Claude Code and GitHub Copilot
hello-agents2.4% of its commits signed by AIWith Codex, Cursor, and Claude Code
ActivityFrom GitHub and its history, on the day SeeRepo read it.
akshareLast push November 4, 2026810 commits23,214 stars
hello-agentsLast push October 13, 2026660 commits86,039 stars
TestsThe files that test the code, and the share of code files a test imports.
akshare24 test files8% of its code files have a test that imports them
hello-agents97 test files6.9% of its code files have a test that imports them
Frequently asked questions
Which is bigger, akshare or hello-agents?
hello-agents, with 226,661 lines written; akshare has 106,180.
The proof: datawhalechina/hello-agents's code at commit 36f583c
Which has more GitHub stars, akshare or hello-agents?
hello-agents, with 86,039 stars; akshare has 23,214.
The proof: datawhalechina/hello-agents on GitHub
Which has more tests, akshare or hello-agents?
hello-agents, with 97 test files; akshare has 24.
The proof: datawhalechina/hello-agents's code at commit 36f583c
Which was updated more recently, akshare or hello-agents?
akshare: its last push was on November 4, 2026, and hello-agents's on October 13, 2026.
The proof: akfamily/akshare's commits on GitHub
Which has more commits signed by AI, akshare or hello-agents?
hello-agents: an AI signed 2.4% of its commits, with Codex, Cursor, and Claude Code; in akshare, 0.6%.
See inside your code, today.
Paste your repo and see it drawn, part by part: a medium one in under a minute.
Free, no account.

