Source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/hsliuping/TradingAgents-CN
Markdown source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/hsliuping/TradingAgents-CN.md
Description: hello-agents and TradingAgents-CN share 27 technologies: FastAPI, uvicorn, chromadb, Redis, OpenAI, Qdrant, Vite, Vue, vue-router, matplotlib, Rich, bcrypt, MCP, langchain-openai, LangGraph, markdown, openpyxl, python-docx, xlrd, pillow, feedparser, jinja2, Pydantic, dompurify, marked, Element, and echarts. Both are written in Python.

# hello-agents vs TradingAgents-CN

hello-agents and TradingAgents-CN share 27 technologies: FastAPI, uvicorn, chromadb, Redis, OpenAI, Qdrant, Vite, Vue, vue-router, matplotlib, Rich, bcrypt, MCP, langchain-openai, LangGraph, markdown, openpyxl, python-docx, xlrd, pillow, feedparser, jinja2, Pydantic, dompurify, marked, Element, and echarts. Both are written in Python.

- [datawhalechina/hello-agents](https://seerepo.com/r/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
- [hsliuping/TradingAgents-CN](https://seerepo.com/r/hsliuping/TradingAgents-CN): 基于多智能体LLM的中文金融交易框架 - TradingAgents中文增强版

## What they share and what sets them apart

- In common: FastAPI, uvicorn, chromadb, Redis, OpenAI, Qdrant, Vite, Vue, vue-router, matplotlib, Rich, bcrypt, MCP, langchain-openai, LangGraph, markdown, openpyxl, python-docx, xlrd, pillow, feedparser, jinja2, Pydantic, dompurify, marked, Element, echarts
- Only in hello-agents: aiosqlite, asyncpg, psycopg2-binary, Postgres, SQLite, oracledb, pymilvus, Hugging Face, Flask, fastmcp, starlette, anyio, AIOHTTP, Streamlit, React, react-router-dom, cycler, fonttools, contourpy, Plotly, Gradio, alembic, SQLAlchemy, accelerate, onnxruntime, peft, safetensors, tavily-python, tokenizers, torch, transformers, scikit-learn, sentence-transformers, tiktoken, datasets, paddlenlp, rank-bm25, spaCy, lxml, pdfminer.six, pypdf, reportlab, pdfplumber, pymupdf, beautifulsoup4, 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, react-markdown, Leaflet, Mermaid, html2canvas, jspdf
- Only in TradingAgents-CN: motor, pymongo, MongoDB, pystray, questionary, itsdangerous, pyjwt, LangChain, mem0ai, dashscope, langchain-google-genai, langchain-anthropic, parsel, pypandoc, weasyprint, concurrent-log-handler, psutil, nprogress, sortablejs, vue-echarts, @element-plus/icons-vue

## Side by side

| | hello-agents | TradingAgents-CN |
|---|---|---|
| Size | 226,661 lines written, 1,212 code files | 518,993 lines written, 951 code files |
| Who writes it | 2.4% of its commits signed by AI. With Codex, Cursor, and Claude Code | 0% of its commits signed by AI |
| Activity | Last push October 13, 2026, 660 commits, 86,039 stars | Last push September 22, 2026, 1 commits, 32,827 stars |
| Tests | 97 test files. 6.9% of its code files have a test that imports them | 487 test files. 23.2% of its code files have a test that imports them |

- Size: Lines written by people and agents, without generated ones; code files, without tests.
- Who writes it: A commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
- Activity: From GitHub and its history, on the day SeeRepo read it.
- Tests: The files that test the code, and the share of code files a test imports.

## Frequently asked questions

### Which is bigger, hello-agents or TradingAgents-CN?

TradingAgents-CN, with 518,993 lines written; hello-agents has 226,661.

The proof: [hsliuping/TradingAgents-CN's code at commit 51060a7](https://github.com/hsliuping/TradingAgents-CN/tree/51060a7682cf51810b4bc3a704829438d18cd8dc)

### Which has more GitHub stars, hello-agents or TradingAgents-CN?

hello-agents, with 86,039 stars; TradingAgents-CN has 32,827.

The proof: [datawhalechina/hello-agents on GitHub](https://github.com/datawhalechina/hello-agents)

### Which has more tests, hello-agents or TradingAgents-CN?

TradingAgents-CN, with 487 test files; hello-agents has 97.

The proof: [hsliuping/TradingAgents-CN's code at commit 51060a7](https://github.com/hsliuping/TradingAgents-CN/tree/51060a7682cf51810b4bc3a704829438d18cd8dc)

### Which was updated more recently, hello-agents or TradingAgents-CN?

hello-agents: its last push was on October 13, 2026, and TradingAgents-CN's on September 22, 2026.

The proof: [datawhalechina/hello-agents's commits on GitHub](https://github.com/datawhalechina/hello-agents/commits)

### Which has more commits signed by AI, hello-agents or TradingAgents-CN?

hello-agents: an AI signed 2.4% of its commits, with Codex, Cursor, and Claude Code.

## Sources

- datawhalechina/hello-agents: Read on November 4, 2026, at commit 36f583c (https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)
- hsliuping/TradingAgents-CN: Read on November 7, 2026, at commit 51060a7 (https://github.com/hsliuping/TradingAgents-CN/tree/51060a7682cf51810b4bc3a704829438d18cd8dc)

## What is your repo built with?

Any public repo, with no account: https://seerepo.com/r/owner/repo/built, with the owner and name it has on GitHub.