pyexcel

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

Mention rate

78%of all answers on this question

Best standing

#6of 42 on Best Python libraries for reading and editing Excel files

Buying questions

1where any model named it

Never named it

0of 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. Claude Haiku 5.5100%
2. Gemini 4 Argon100%
3. MiniMax M3100%
4. Nemotron 3 Ultra100%
5. GPT-6 Luna88%
6. GLM-5.388%
7. DeepSeek V4 Pro75%
8. Kimi K363%
9. Mistral Large 438%
10. Qwen 3.8 Flash25%

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 10

• Claude Haiku 5.5Unified API across xls, xlsx, ods and csv formats with simple syntax.
• GPT-6 LunaConvenient unified interface for basic spreadsheet reading and writing across formats.
• Gemini 4 ArgonProvides a simple, unified API for handling spreadsheet data across multiple file formats.
• Qwen 3.8 FlashUnified API across libraries; handy when format support varies.
• DeepSeek V4 ProUnified API across .xlsx, .xls, .csv; great for simple multi-format workflows.
• GLM-5.3Unified interface across many spreadsheet formats.
• Kimi K3Simple unified API across many spreadsheet formats for quick conversions.
• MiniMax M3Unified API across xlsx, xls, ods, csv formats with one call.
• Mistral Large 4Unified API for reading and writing multiple spreadsheet formats including Excel.
• Nemotron 3 UltraUnified API supporting many Excel formats

Against the competition

Each question's products ranked by the share of all answers that named them, pyexcel 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%

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	100	88	100	25	75	88	63	100	38	100

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	75	70	90	75

Head to head

Against the products named most often on the same questions

pyexcel vs openpyxlpyexcel vs pandaspyexcel vs XlsxWriterpyexcel vs xlrdpyexcel vs xlwingspyexcel vs pyxlsb

Compare with another product

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