hello-agents vs ai-hedge-fund
hello-agents and ai-hedge-fund share 4 technologies: matplotlib, Rich, langchain-openai, and Pydantic. Both are written in Python.
LinkedInWhat 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
- 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
- alembic
- SQLAlchemy
- bcrypt
accelerate
- MCP
- onnxruntime
peft
safetensors
- tavily-python
tokenizers
- torch
- transformers
- scikit-learn
sentence-transformers
- tiktoken
- datasets
- LangGraph
- paddlenlp
- rank-bm25
- spaCy
lxml
- markdown
- openpyxl
pdfminer.six
pypdf
- python-docx
- reportlab
- xlrd
- pdfplumber
pillow
feedparser
pymupdf
- beautifulsoup4
- jinja2
- annotated-types
- email-validator
- pydantic-core
- 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
In common
virattt
ai-hedge-fund
An AI Hedge Fund Team
Python64.5kRead on November 5, 2026, at commit e8655f1What is ai-hedge-fund built with?Only in ai-hedge-fund
- Textual
langchain-anthropic
langchain-google-genai
Side by side
hello-agentsai-hedge-fund
SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents226,661 lines written1,212 code files
ai-hedge-fund21,749 lines written82 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
ai-hedge-fund1.9% of its commits signed by AIWith Cursor, Claude Code, and Codex
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push October 13, 2026660 commits86,039 stars
ai-hedge-fundLast push November 3, 2026888 commits64,498 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
ai-hedge-fund45 test files73.2% of its code files have a test that imports them
Frequently asked questions
Which is bigger, hello-agents or ai-hedge-fund?
hello-agents, with 226,661 lines written; ai-hedge-fund has 21,749.
The proof: datawhalechina/hello-agents's code at commit 36f583c
Which has more GitHub stars, hello-agents or ai-hedge-fund?
hello-agents, with 86,039 stars; ai-hedge-fund has 64,498.
The proof: datawhalechina/hello-agents on GitHub
Which has more tests, hello-agents or ai-hedge-fund?
hello-agents, with 97 test files; ai-hedge-fund has 45.
The proof: datawhalechina/hello-agents's code at commit 36f583c
Which was updated more recently, hello-agents or ai-hedge-fund?
ai-hedge-fund: its last push was on November 3, 2026, and hello-agents's on October 13, 2026.
The proof: virattt/ai-hedge-fund's commits on GitHub
Which has more commits signed by AI, hello-agents or ai-hedge-fund?
hello-agents: an AI signed 2.4% of its commits, with Codex, Cursor, and Claude Code; in ai-hedge-fund, 1.9%.
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