tablib

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

Mention rate

9%of all answers on this question

Best standing

#18of 42 on Best Python libraries for reading and editing Excel files

Buying questions

1where any model named it

Never named it

6of 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. DeepSeek V4 Pro25%
2. GLM-5.325%
3. Nemotron 3 Ultra25%
4. Mistral Large 413%
5. Claude Haiku 5.50%
6. GPT-6 Luna0%
7. Gemini 4 Argon0%
8. Qwen 3.8 Flash0%
9. Kimi K30%
10. MiniMax M30%

Never named it: Claude Haiku 5.5 GPT-6 Luna Gemini 4 Argon Qwen 3.8 Flash 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 3

• DeepSeek V4 ProSimple import/export between Excel and many formats; nice for CLI/web use.
• GLM-5.3Handy multi-format import/export library with decent Excel support.
• Nemotron 3 UltraSimple tabular data export to Excel/CSV/JSON

Against the competition

Each question's products ranked by the share of all answers that named them, tablib 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. 18tablib9%

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					25	25			13	25

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		20

Head to head

Against the products named most often on the same questions

tablib vs openpyxltablib vs pandastablib vs XlsxWritertablib vs xlrdtablib vs xlwingstablib vs pyexcel

Compare with another product

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