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mne-tools/mne-python

MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

Python ◇ ecog BSD-3-Clause

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★3.5KSTARS

⑂1.6KFORKS

!617ISSUES

🏆#1,483GLOBAL RANK

🔥5DAYS TRENDING

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Star History

Continuous Observations

Interactive star growth chart for mne-tools/mne-python

Momentum

+88

STARS · LAST 30 DAYS

PER DAY

#222

MOST-STARRED Python

Window	7 days	30 days	90 days
Stars gained	+21	+88	+270
Per day	3	3	3
Forks gained	+8	+32	+80

mne-python gained 88 stars in the last 30 days, about 3 a day, and now has 3.5K. It is about 16 years old and has averaged roughly 221 stars a year. It ranks #222 among Python repositories and #1,483 across all languages on GitHubRepo.

Trending Record

mne-python has maintained a continuous presence across global trending indexes, peaking at #1123. Below is the 30-day activity profile:

💡 Overview

mne-python is an open-source project written in Python: MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python.

Engineered for speed, consistency, and developer ease, it solves common hurdles in ecog, eeg, electrocorticography. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

⚡ Key Features

Optimized execution pipeline written in Python for predictable speed.

Zero-friction configuration with comprehensive sensible defaults out of the box.

Cross-platform runtime support across Linux, macOS, and Windows environments.

Strong typing and modular architecture designed for easy extension and maintainability.

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

Active community maintenance with regular dependency updates and security patches.

📥 Installation

terminal

$ pip install mne-python

$ pip install mne-python # or: brew install mne-python

> pip install mne-python

⚙ System Requirements

Platforms

• macOS
• Linux
• Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

🧠 How It Works

mne-python coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

🎯 Production Use Cases

Production System Integration

Embed mne-python into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open BSD-3-Clause license.

🚀 Getting Started

Install mne-python using your package manager: `pip install mne-python`

Initialize your project workspace or configuration file for mne-python.

Import mne-python into your codebase or invoke it directly from your terminal.

Execute your test suite or run `mne-python --help` to verify successful setup.

👍 Strengths

Active community backing with 3,529 GitHub stars and verified adoption.

Permissive open-source distribution under the BSD-3-Clause license.

Built in Python for high execution speed and developer familiarity.

Cross-platform compatibility across modern Linux, macOS, and Windows environments.

Clean modular design allowing flexible configuration and pipeline integration.

⚠️ Considerations

Requires familiarity with Python and modern CLI workflows.

Ecosystem extensions may require manual configuration depending on environment constraints.

Active development roadmap means breaking API changes may occur across major versions.

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👥 Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

🏆 Nearby in the Rankings

mne-tools/mne-python is currently ranked #1,483 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

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Frequently Asked Questions

What does mne-python do? +

MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

What language is mne-python written in? +

The primary language is Python. Topics include: ecog, eeg, electrocorticography, electroencephalography, machine-learning.

Is mne-python actively maintained? +

Yes, the last recorded push was on Sep 26, 2026 with 617 open issues being tracked.

How many stars does mne-python have? +

mne-python has 3,528 stars and 1,599 forks on GitHub.

How does mne-python rank among GitHub repositories? +

With 3,528 stars, mne-tools/mne-python is ranked #1,483 globally across all repositories tracked on GitHubRepo and #222 among Python projects.

What license is mne-python distributed under? +

The repository reports a BSD-3-Clause license. Always verify the repository LICENSE file for legal terms.

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LinkedIn

Why mne-python is replacing paid subscriptions for engineering teams

Stop paying $50+/month for locked SaaS tools.

Over 3,528 developers have starred mne-tools/mne-python, an impressive Python open-source project designed to MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python.

Key Engineering Advantages:
• 100% Local-First: Complete data privacy with zero tracking or telemetry.
• Zero Subscription Costs: No paywalls, per-seat fees, or API markups.
• Complete Customization: Native open-source architecture you can fork, inspect, and deploy anywhere.
• Proven Adoption: 3,528 GitHub stars and 1,599 forks.

If you're looking to streamline your engineering workflows without ballooning software expenses, this is worth checking out.

👉 Full star velocity and architectural report: https://githubrepo.cloud/repo/mne-tools/mne-python
⭐ GitHub Repository: https://github.com/mne-tools/mne-python

#OpenSource #SoftwareEngineering #DeveloperTools #Tech #Programming #Python

🤖

Reddit (r/opensource, r/webdev, r/selfhosted)

Show r/opensource: mne-python – A free, self-hosted tool that lets you MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

Hey everyone,

I wanted to share an interesting open-source project called **mne-python** (https://github.com/mne-tools/mne-python) that has been picking up heavy momentum lately (3,528 stars).

### What problem does it solve?
Many existing tools in this domain require expensive cloud plans or store your data on third-party servers. mne-python was built with a local-first philosophy, allowing developers to MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python without recurring subscription costs or privacy compromises.

### Tech Stack & Details:
- **Language:** Python
- **License:** BSD-3-Clause
- **GitHub:** [mne-tools/mne-python](https://github.com/mne-tools/mne-python)
- **Live Star Momentum Tracker:** [https://githubrepo.cloud/repo/mne-tools/mne-python](https://githubrepo.cloud/repo/mne-tools/mne-python)

Has anyone here tested this in production or integrated it into existing pipelines? Would love to hear your experience and feedback!

🟧

Hacker News (Show HN)

Show HN: mne-python – MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) ...

Hi HN,

mne-python is an open-source Python project designed to MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python.

Rather than relying on closed cloud endpoints, it executes locally on your own machine, providing predictable latency, total privacy, and full control.

Repository: https://github.com/mne-tools/mne-python
Documentation & Metrics: https://githubrepo.cloud/repo/mne-tools/mne-python

Feedback and PRs are welcome.

✍️

Dev.to / Hashnode Tags: opensource, python, devtools, webdev

This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet mne-python (3,528 GitHub Stars)

---
title: This GitHub repo replaces a $50 a month tool! Stop paying expensive software subscriptions. Meet mne-python
published: true
tags: opensource, python, devtools, programming
---

## Stop Paying Software Subscriptions For This

Finding high-quality, production-ready open source alternatives to expensive proprietary software can save engineering teams thousands of dollars every year.

Today, we're looking at **[mne-tools/mne-python](https://github.com/mne-tools/mne-python)**, a rapidly rising repository with **3,528 GitHub stars** and **1,599 forks**.

### What is mne-python?

> MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python

Written in **Python**, mne-python runs directly on your local workstation or private server, keeping your data secure and eliminating recurring license fees.

### Key Highlights
- **High Performance:** Lightweight, reliable, and built in Python.
- **Privacy & Security:** Complete ownership of your environment and data.
- **Growing Momentum:** Ranked **#1,483** globally across tracked repositories on [GitHubRepo](https://githubrepo.cloud/repo/mne-tools/mne-python).

### Quick Start
To get started locally:

```bash
git clone https://github.com/mne-tools/mne-python.git
cd mne-python
```

Check out the full repository and star history analytics here:
- **GitHub:** [mne-tools/mne-python](https://github.com/mne-tools/mne-python)
- **Star Velocity Tracker:** [mne-python on GitHubRepo.cloud](https://githubrepo.cloud/repo/mne-tools/mne-python)

𝕏

X / Twitter Communities

Thread / Community Post for mne-python

Developers are sleeping on this GitHub repo 👇

mne-tools/mne-python (3,528 ⭐) replaces expensive monthly software subscriptions with 100% free open source code.

⚡ What it does: MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python
💻 Built with: Python
🔒 100% local execution & privacy

Check live star velocity and benchmarks:
https://githubrepo.cloud/repo/mne-tools/mne-python

#opensource #developer #coding #tech #programming

🧵

Threads Topics

Topic Discussion: Open Source & Developer Tools

This GitHub repo replaces a $50/month tool! 🚀

If you want to save hours of manual work and stop paying subscriptions, check out mne-tools/mne-python.

It already has over 3,528 stars and lets you MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python.

Drop a comment if you've tried it, or check the full star momentum report:
https://githubrepo.cloud/repo/mne-tools/mne-python

From our network

mne-tools/mne-python

Star History

Momentum

Trending Record

💡 Overview

⚡ Key Features

📥 Installation

⚙ System Requirements

Platforms

Runtime & Dependencies

Architecture

🧠 How It Works

🎯 Production Use Cases

Production System Integration

CI/CD Automated Pipelines

Developer Tooling & Workflows

Open Source Extension

🚀 Getting Started

👍 Strengths

⚠️ Considerations

⇄ Alternatives & Direct Competitors

👥 Who Should Use This

🏆 Nearby in the Rankings

Frequently Asked Questions

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