Everything about MNE-Python

🧭 Start here: a 6-step reading path

1. Read the overview: MNE-PythonA 5-minute orientation
2. Skim a recent paper: Fully integrated Windows framework for source localization with MNE Python and FreeSurferInfluential work since 2022
3. Read the landmark paper: MEG and EEG data analysis with MNE-PythonCited 3,943 times
4. Go sideways: EEGLABA closely related topic
5. Go sideways: Neurophysiological Biomarker ToolboxA closely related topic

🏆 Landmark papers (most cited)

• MEG and EEG data analysis with MNE-Python

  Alexandre Gramfort · 2013 · Frontiers in Neuroscience · 3,943 citations

• MNE-ICALabel: Automatically annotating ICA components with ICLabel in Python

  Adam Li, Jacob Feitelberg, Anand Prakash Saini · 2022 · Journal of Open Source Software · 149 citations

• Intracranial Electrode Location and Analysis in MNE-Python

  Alexander Rockhill, Eric Larson, Brittany Stedelin · 2022 · Journal of Open Source Software · 19 citations

• MNELAB: a graphical user interface for MNE-Python

  Clemens Brunner · 2022 · Journal of Open Source Software · 6 citations

• MNE-LSL: Real-time framework integrated with MNE-Python for online neuroscience research through LSL-compatible devices.

  Mathieu Scheltienne, Eric Larson, Arnaud Desvachez · 2025 · Journal of Open Source Software · 2 citations

• Differentiating Mental Stress Levels: Analysing Machine Learning Algorithms Comparatively For EEG-Based Mental Stress Classification Using MNE-Python

  Soumya Samarpita, Rabinarayan Satpathy, Bibhu Kalyan Mishra · 2023 · Journal of Advanced Zoology · 2 citations

• EEG-Pype: An accessible MNE-Python pipeline with graphical user interface for preprocessing and analysis of resting-state electroencephalography data

  D. Yorben Lodema, Herman J. van Dellen, Willem de Haan · 2026 · PLOS Computational Biology · 1 citations

• Multi-source neural activity indices for EEG/MEG localization: A two-stage spatial filtering framework and extension to MNE-Python

  Julia Jurkowska, Joanna Dreszer, Monika Lewandowska · 2026 · NeuroImage · 1 citations

🆕 Influential since 2022

• Fully integrated Windows framework for source localization with MNE Python and FreeSurfer

  Hannes Oppermann, Simon Wulf, Milana Komosar · 2023 · Current Directions in Biomedical Engineering · 0 citations

• Event-Related Potential Variation in Response Accuracy: A Comparative Analysis Using MNE-Python

  Akash Rajak, Sachin Umrao · 2026 · Mansoura Engineering Journal · 0 citations

• Meggie – a graphical user interface for M/EEG analysis based on MNE-Python

  Erkka Heinilä, Tiina Parviainen · 2026 · Heliyon · 0 citations

📚 Books worth reading

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🔗 Related topics

• EEGLAB EEGLAB is a MATLAB toolbox distributed under the free BSD license for processing data from electroencephalography (EEG), magnetoencephalography (MEG),…
• Neurophysiological Biomarker Toolbox The Neurophysiological Biomarker Toolbox (NBT) is an open source MATLAB toolbox for the computation and integration of neurophysiological biomarkers (e…
• NeuroKit NeuroKit ("nk") is an open source toolbox for physiological signal processing. The most recent version, NeuroKit2, is written in Python and is available…
• FieldTrip FieldTrip is a MATLAB software toolbox for magnetoencephalography (MEG) and electroencephalography (EEG) analysis. It is developed at the Donders Institute…
• Chronux Chronux is an open-source software package developed for the loading, visualization and analysis of a variety of modalities / formats of neurobiological…
• List of statistical software The following is a list of statistical software. ADaMSoft – a generalized statistical software with data mining algorithms and methods for data management…
• List of neuroimaging software Neuroimaging software is used to study the structure and function of the brain. To see an NIH Blueprint for Neuroscience Research funded clearinghouse…
• List of numerical-analysis software Listed here are notable end-user computer applications intended for use with numerical or data analysis: Analytica is a widely used proprietary software…