hello-agents vs QuantDinger
hello-agents and QuantDinger share 11 technologies: psycopg2-binary, Postgres, Redis, Flask, AIOHTTP, bcrypt, MCP, pypdf, reportlab, xlrd, and pillow. Both are written in Python.
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
Python86.8kRead on November 12, 2026, at commit 2a506bcWhat is hello-agents built with?Only in hello-agents
- FastAPI
uvicorn
- aiosqlite
- asyncpg
chromadb
- SQLite
libsql-client
oracledb
- pymilvus
OpenAI- Qdrant
- Hugging Face
- python
- React
- react-dom
fastmcp
starlette
- anyio
- Streamlit
- Vite
- Vue
vue-router
react-router-dom
- cycler
fonttools
- soupsieve
contourpy
- ipywidgets
- Plotly
- Gradio
matplotlib
- Rich
seaborn
- alembic
- SQLAlchemy
- python-jose
- passlib
accelerate
- bitsandbytes
camel-ai
- mermaid
- onnxruntime
peft
safetensors
- tavily-python
textblob
tokenizers
- hello-agents
- torch
- transformers
agentscope
- scikit-learn
sentence-transformers
- tiktoken
- autogen-agentchat
- autogen-ext
- datasets
langchain-openai
- langdetect
- LangGraph
- paddlenlp
- rank-bm25
- spaCy
- imaplib2
lxml
- markdown
- openpyxl
pdfminer.six
- python-docx
- pdfplumber
feedparser
pymupdf
pypdf2
- beautifulsoup4
- jinja2
- pymupdf4llm
- annotated-types
- email-validator
- Pydantic
- jsonschema
kubernetes
- OpenTelemetry
opentelemetry-exporter-otlp-proto-grpc
loguru
ant-design-vue
- D3
@ant-design/icons-vue
katex
- Tailwind CSS
markdown-it
vue-flow
- @monaco-editor/loader
- Chart.js
vue-chartjs
highlight.js
- dompurify
marked
- react-markdown
- Element
vue-echarts
echarts
@element-plus/icons-vue
- Leaflet
- @amap/amap-jsapi-loader
- html2canvas
jspdf
In common
OpenByteInc
QuantDinger
The most complete open-source, self-hosted Agentic Trading OS—AI research, Python strategies, factor discovery, backtesting, optimization, paper/live multi-asset execution, risk controls, monitoring, MCP, and multi-tenant SaaS in one auditable stack.
Python13.7kRead on November 9, 2026, at commit 49d6b02What is QuantDinger built with?Only in QuantDinger
Side by side
hello-agentsQuantDinger
SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents227,369 lines written1,215 code files
QuantDinger277,161 lines written547 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-agents3.3% of its commits signed by AIWith Codex, Claude Code, and Cursor
QuantDinger7.2% of its commits signed by AIWith Cursor, Codex, Claude Code, and GitHub Copilot
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push November 11, 2026667 commits86,829 stars
QuantDingerLast push November 8, 2026708 commits13,656 stars
TestsThe files that test the code, and the share of code files a test imports.
hello-agents103 test files6.8% of its code files have a test that imports them
QuantDinger396 test files70.9% of its code files have a test that imports them
Frequently asked questions
Which is bigger, hello-agents or QuantDinger?
QuantDinger, with 277,161 lines written; hello-agents has 227,369.
Which has more GitHub stars, hello-agents or QuantDinger?
hello-agents, with 86,829 stars; QuantDinger has 13,656.
The proof: datawhalechina/hello-agents on GitHub
Which has more tests, hello-agents or QuantDinger?
QuantDinger, with 396 test files; hello-agents has 103.
Which was updated more recently, hello-agents or QuantDinger?
hello-agents: its last push was on November 11, 2026, and QuantDinger's on November 8, 2026.
Which has more commits signed by AI, hello-agents or QuantDinger?
QuantDinger: an AI signed 7.2% of its commits, with Cursor, Codex, Claude Code, and GitHub Copilot; in hello-agents, 3.3%.
The proof: the commits each tool signed in OpenByteInc/QuantDinger
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