hello-agents vs polars
hello-agents and polars share 8 technologies: aiosqlite, SQLite, Flask, matplotlib, SQLAlchemy, torch, openpyxl, and Pydantic. hello-agents is written in Python and polars in Rust.
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
Python86kRead on November 4, 2026, at commit 36f583cWhat is hello-agents built with?Only in hello-agents
- FastAPI
uvicorn
- asyncpg
psycopg2-binary
- Postgres
chromadb
- Redis
oracledb
- pymilvus
OpenAI- Qdrant
- Hugging Face
fastmcp
starlette
- anyio
- AIOHTTP
- Streamlit
- Vite
- Vue
vue-router
- React
react-router-dom
- cycler
fonttools
contourpy
- Plotly
- Gradio
- Rich
- alembic
- bcrypt
accelerate
- MCP
- onnxruntime
peft
safetensors
- tavily-python
tokenizers
- transformers
- scikit-learn
sentence-transformers
- tiktoken
- datasets
langchain-openai
- LangGraph
- paddlenlp
- rank-bm25
- spaCy
lxml
- markdown
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
pola-rs
polars
Extremely fast Query Engine for DataFrames, written in Rust
Rust40.3kRead on November 6, 2026, at commit a2a4deaWhat is polars built with?Only in polars
Side by side
hello-agentspolars
SizeLines written by people and agents, without generated ones; code files, without tests.
hello-agents226,661 lines written1,212 code files
polars953,615 lines written2,273 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
polars0.9% of its commits signed by AIWith Claude Code, Cursor, GitHub Copilot, and Gemini CLI
ActivityFrom GitHub and its history, on the day SeeRepo read it.
hello-agentsLast push October 13, 2026660 commits86,039 stars
polarsLast push November 6, 202616,254 commits40,274 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
polars671 test files11% of its code files have a test that imports them
Frequently asked questions
Which is bigger, hello-agents or polars?
polars, with 953,615 lines written; hello-agents has 226,661.
The proof: pola-rs/polars's code at commit a2a4dea
Which has more GitHub stars, hello-agents or polars?
hello-agents, with 86,039 stars; polars has 40,274.
The proof: datawhalechina/hello-agents on GitHub
Which has more tests, hello-agents or polars?
polars, with 671 test files; hello-agents has 97.
The proof: pola-rs/polars's code at commit a2a4dea
Which was updated more recently, hello-agents or polars?
polars: its last push was on November 6, 2026, and hello-agents's on October 13, 2026.
The proof: pola-rs/polars's commits on GitHub
Which has more commits signed by AI, hello-agents or polars?
hello-agents: an AI signed 2.4% of its commits, with Codex, Cursor, and Claude Code; in polars, 0.9%.
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