Quick comparison # App Pricing Verified price Open source Platforms Verified facts Score 1 Visual Studio CodeFree — Yes Windows, macOS, Linux +1 1 of 3 76.8 2 SpyderOpen source — Yes Windows, macOS, Linux 3 of 3 61.8 3 RStudioOpen source — Yes Windows, macOS, Linux +2 2 of 3 55.9 4 Apache ZeppelinOpen source — Yes Self-hosted, Linux, macOS +1 5 of 5 40.9
1 Best for: Developers who want a free, extensible editor for any language
Free Open source Windows, macOS, Linux, Web
Why switch from Jupyter Notebook
Opens .ipynb files with its own notebook UI, alongside a full editor, debugger and Git tools.
Pros Free with a huge extension marketplace Excellent remote development Fast and lightweight for an IDECons Microsoft builds include telemetry Heavy extension use can slow it downHow this score is calculated Editorial fit ×0.3 100
Reviews ×0.3 63
Clicks (90 days) ×0.15 100
Freshness ×0.15 53
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
2 Best for: Scientists and students doing interactive data analysis in Python
Open source Windows, macOS, Linux
Why switch from Jupyter Notebook
Free scientific Python IDE with a variable explorer and cell-by-cell running in plain scripts.
Pros Free and open source under MIT Variable explorer and IPython console built in Familiar layout for MATLAB and RStudio usersCons Not suited to large application development Fewer extensions than general-purpose editors Limited AI integrationsHow this score is calculated Editorial fit ×0.3 77
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
3 Best for: R users, from students to statisticians, who want the standard R environment
Open source Self-hostable Windows, macOS, Linux, Web, Self-hosted
Why switch from Jupyter Notebook
The natural pick for R users, with R Markdown and Quarto documents instead of notebooks.
Pros Free and open source desktop app Purpose-built panes and tools for R Quarto and R Markdown publishing built inCons Python support is secondary Enterprise server features require paid Posit products Fewer extensions than general-purpose editorsHow this score is calculated Editorial fit ×0.3 69
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 77
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula
4 Best for: Data teams on Spark or Flink clusters who want a self-hosted, multi-language notebook
Open source Self-hostable Self-hosted, Linux, macOS, Web
Why switch from Jupyter Notebook
Self-hosted notebook with deeper built-in Spark and JDBC support for big-data teams.
Pros Deep built-in Apache Spark integration 20+ interpreters, including any JDBC database Built-in charts and pivot tables without extra code Free under Apache 2.0 with an official Docker imageCons No hosted version; you install and run the server yourself Large download (the full binary is around 700 MB) Smaller ecosystem and fewer extensions than JupyterHow this score is calculated Editorial fit ×0.3 7
Reviews ×0.3 63
Clicks (90 days) ×0.15 0
Freshness ×0.15 100
Votes ×0.1 50
0 counted reviews, 0 up and 0 down votes. Full formula