Source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/lss233/kirara-ai
Markdown source: https://seerepo.com/compare/datawhalechina/hello-agents/vs/lss233/kirara-ai.md
Description: hello-agents and kirara-ai share 11 technologies: FastAPI, Redis, AIOHTTP, alembic, SQLAlchemy, bcrypt, MCP, pillow, pydantic-core, Pydantic, and loguru. Both are written in Python.

# hello-agents vs kirara-ai

hello-agents and kirara-ai share 11 technologies: FastAPI, Redis, AIOHTTP, alembic, SQLAlchemy, bcrypt, MCP, pillow, pydantic-core, Pydantic, and loguru. 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
- [lss233/kirara-ai](https://seerepo.com/r/lss233/kirara-ai): 🤖 可 DIY 的 多模态 AI 聊天机器人 | 🚀 快速接入 微信、 QQ、Telegram、等聊天平台 | 🦈支持DeepSeek、Grok、Claude、Ollama、Gemini、OpenAI | 工作流系统、网页搜索、AI画图、人设调教、虚拟女仆、语音对话 | 

## What they share and what sets them apart

- In common: FastAPI, Redis, AIOHTTP, alembic, SQLAlchemy, bcrypt, MCP, pillow, pydantic-core, Pydantic, loguru
- Only in hello-agents: uvicorn, aiosqlite, asyncpg, psycopg2-binary, Postgres, chromadb, 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, Rich, accelerate, 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, feedparser, pymupdf, beautifulsoup4, jinja2, annotated-types, email-validator, jsonschema, OpenTelemetry, opentelemetry-exporter-otlp-proto-grpc, 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 kirara-ai: hypercorn, quart, pyjwt, python-magic-bin, python-magic, telegramify-markdown, psutil

## Side by side

| | hello-agents | kirara-ai |
|---|---|---|
| Size | 226,661 lines written, 1,212 code files | 29,567 lines written, 202 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 October 22, 2026, 1,470 commits, 19,264 stars |
| Tests | 97 test files. 6.9% of its code files have a test that imports them | 69 test files. 40.1% 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 kirara-ai?

hello-agents, with 226,661 lines written; kirara-ai has 29,567.

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 kirara-ai?

hello-agents, with 86,039 stars; kirara-ai has 19,264.

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

### Which has more tests, hello-agents or kirara-ai?

hello-agents, with 97 test files; kirara-ai has 69.

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

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

kirara-ai: its last push was on October 22, 2026, and hello-agents's on October 13, 2026.

The proof: [lss233/kirara-ai's commits on GitHub](https://github.com/lss233/kirara-ai/commits)

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

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)
- lss233/kirara-ai: Read on November 6, 2026, at commit 36249e4 (https://github.com/lss233/kirara-ai/tree/36249e4a0aa8e3d8930acdfe4e14ec2be6484f63)

## 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.