Source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/ifixai-ai/iFixAi
Markdown source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/ifixai-ai/iFixAi.md
Description: hello-agents and iFixAi share 4 technologies: AIOHTTP, Rich, Pydantic, and jsonschema. Both are written in Python.

# hello-agents vs iFixAi

hello-agents and iFixAi share 4 technologies: AIOHTTP, Rich, Pydantic, and jsonschema. 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
- [ifixai-ai/iFixAi](https://seerepo.com/r/ifixai-ai/iFixAi): Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have this answer in less than 120 seconds.

## What they share and what sets them apart

- In common: AIOHTTP, Rich, Pydantic, jsonschema
- Only in hello-agents: FastAPI, uvicorn, aiosqlite, asyncpg, psycopg2-binary, Postgres, chromadb, Redis, SQLite, oracledb, pymilvus, OpenAI, Qdrant, Hugging Face, Flask, fastmcp, starlette, anyio, Streamlit, Vite, Vue, vue-router, React, react-router-dom, cycler, fonttools, contourpy, Plotly, Gradio, matplotlib, 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, lxml, markdown, openpyxl, pdfminer.six, pypdf, python-docx, reportlab, xlrd, pdfplumber, pillow, feedparser, pymupdf, beautifulsoup4, jinja2, annotated-types, email-validator, pydantic-core, 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
- Only in iFixAi: questionary

## Side by side

| | hello-agents | iFixAi |
|---|---|---|
| Size | 226,661 lines written, 1,212 code files | 149,809 lines written, 343 code files |
| Who writes it | 2.4% of its commits signed by AI. With Codex, Cursor, and Claude Code | 4.8% of its commits signed by AI. With Claude Code |
| Activity | Last push October 13, 2026, 660 commits, 86,039 stars | Last push November 2, 2026, 351 commits, 43,695 stars |
| Tests | 97 test files. 6.9% of its code files have a test that imports them | 267 test files. 0.6% 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 iFixAi?

hello-agents, with 226,661 lines written; iFixAi has 149,809.

The proof: [datawhalechina/hello-agents's code at commit 36f583c](https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)

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

hello-agents, with 86,039 stars; iFixAi has 43,695.

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

### Which has more tests, hello-agents or iFixAi?

iFixAi, with 267 test files; hello-agents has 97.

The proof: [ifixai-ai/iFixAi's code at commit 260550f](https://github.com/ifixai-ai/iFixAi/tree/260550f0177c1841496e5e15b1c41e72bbd068ff)

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

iFixAi: its last push was on November 2, 2026, and hello-agents's on October 13, 2026.

The proof: [ifixai-ai/iFixAi's commits on GitHub](https://github.com/ifixai-ai/iFixAi/commits)

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

iFixAi: an AI signed 4.8% of its commits, with Claude Code; in hello-agents, 2.4%.

## Sources

- datawhalechina/hello-agents: Read on November 4, 2026, at commit 36f583c (https://github.com/datawhalechina/hello-agents/tree/36f583c233ea5cee4537ef93455702b55053af18)
- ifixai-ai/iFixAi: Read on November 6, 2026, at commit 260550f (https://github.com/ifixai-ai/iFixAi/tree/260550f0177c1841496e5e15b1c41e72bbd068ff)

## 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.