pylightxl

How often 10 AI models recommend pylightxl, what they say about it, and who they recommend instead, on the 1 buying question where it came up.

Mention rate

20%of all answers on this question

Best standing

#12of 42 on Best Python libraries for reading and editing Excel files

Buying questions

1where any model named it

Never named it

3of 10 models

Which models recommend it

Share of each model's answers that named it, at any position · The black tick marks the panel average

1. GLM-5.363%
2. Claude Haiku 5.550%
3. Nemotron 3 Ultra38%
4. Gemini 4 Argon13%
5. Qwen 3.8 Flash13%
6. DeepSeek V4 Pro13%
7. Mistral Large 413%
8. GPT-6 Luna0%
9. Kimi K30%
10. MiniMax M30%

Never named it: GPT-6 Luna Kimi K3 MiniMax M3

Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.

What the models say

Each model's one-line reason for recommending it, from its first answer

Best Python libraries for reading and editing Excel files 5

• Claude Haiku 5.5Lightweight pure-Python library for reading and writing xlsx without dependencies.
• Gemini 4 ArgonLightweight, zero-dependency library ideal for simple and fast Excel reading and writing.
• GLM-5.3Fast writing of large tabular data with basic styling.
• Mistral Large 4Lightweight with zero dependencies for simple tasks.
• Nemotron 3 UltraLightweight, zero-dependency reader/writer for simple .xlsx tasks

Against the competition

Each question's products ranked by the share of all answers that named them, pylightxl highlighted.

Best Python libraries for reading and editing Excel files

42 products named in 80 answers across 4 wordings

In nearly every answer

openpyxlpandasXlsxWriterxlrdxlwings

Contested

1. 6pyexcel78%
2. 7pyxlsb63%
3. 8xlwt60%
4. 9Python calamine43%
5. 10PyExcelerate25%
6. ⋯
7. 12pylightxl20%

Mention rate by model and question

Share of each model's answers on the question that named it · Hover a cell for the count

Question	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Best Python libraries for reading and editing Excel files	50		13	13	13	63			13	38

Does the wording matter?

Share of answers that named it under each way of asking the question · Hover a cell for the exact wording

Question	List request	Buyer asking for advice	Search query	Worth paying for?
Best Python libraries for reading and editing Excel files	15	30	25	10

Head to head

Against the products named most often on the same questions

pylightxl vs openpyxlpylightxl vs pandaspylightxl vs XlsxWriterpylightxl vs xlrdpylightxl vs xlwingspylightxl vs pyexcel

Compare with another product

Work on pylightxl? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.