NeuroKit VS brainflow

Compare NeuroKit vs brainflow and see what are their differences.

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NeuroKit brainflow
1 13
1,386 1,204
3.6% 1.7%
9.2 8.1
30 days ago 7 days ago
Python C++
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

NeuroKit

Posts with mentions or reviews of NeuroKit. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-05-15.
  • Help in getting ECG waveforms or HR, HRV from PolarH10
    3 projects | /r/Polarfitness | 15 May 2023
    I am aware of the official Polar support available here: https://github.com/polarofficial/polar-ble-sdk/issues. However, as it only provides support for Android and iOS, it doesn't fulfill my requirements. My task needs me to obtain these APIs on a Linux platform, as I intend to convert this data for use with the ROS publisher and subscriber later. I am also open to look for other feasible solution for Linux, and I'm open to exploring other reliable GitHub repositories that could help me capture ECG waveforms or directly obtain HR, HRV, and Respiration Rate values from the devices directly. I was hopeful about this one - https://github.com/neuropsychology/NeuroKit, but it turns out that it needs the ECG waveforms to be saved independently and later these signals would be processed offline. (Not real time). I also found this other repositories that I think would be useful but not too sure - https://github.com/kbre93/dont-hold-your-breath.

brainflow

Posts with mentions or reviews of brainflow. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-03-01.
  • Code recommendations for the MUSE 2 using Python
    2 projects | /r/BCI | 1 Mar 2023
  • Want to know how to Get Started with BCI
    1 project | /r/BCI | 30 Jan 2023
  • Show HN: BrainFlow the library to work with biosensors and neurointerfaces
    1 project | /r/hypeurls | 13 Sep 2022
    1 project | news.ycombinator.com | 12 Sep 2022
  • 100k downloads from PyPI for my home project BrainFlow
    1 project | /r/Python | 25 May 2022
    The home project I've been working on for 4 years (https://github.com/brainflow-dev/brainflow) has been downloaded 100k times from PyPI. It's a library to work with wearable devices, with primary focus on EEG.
  • SimpleBLE - Cross-platform BLE library for Windows, Linux and MacOS/iOS
    8 projects | /r/cpp | 4 Apr 2022
    About my current user base, I'd like to highlight we use SimpleBLE at my job, it has been integrated into BrainFlow, it is part of some new tools made by a large industrial automation company (whose name I cannot mention but rhymes with "Good product made by bees") and by a robot researcher in Germany.
  • Develop apps with biosensors and neurointerfaces
    2 projects | dev.to | 30 Nov 2021
    BrainFlow provides a uniform SDK to work with biosensors with a primary focus on neurointerfaces. It provides SDK for Python, Java, C#, C++, Matlab, R, Julia and Rust. Core part of BrainFlow is written in C\C++ and all bindings call methods from dynamic library. User API is uniform for all supported devices and allows you to develop device agnostic applications.
  • A real brain-computer interface mod for Skyrim VR
    1 project | /r/Games | 16 Nov 2021
    I made a mod for Skyrim VR that brings your mental focus level (as determined by a Muse 2 meditation EEG device and the processing of https://brainflow.org) into Skyrim and scales your ingame magic power by your actual mental power. So you now actually need to learn to channel your inner strength if you want to be a successful mage! This is Real Virtual Magic!
  • A real brain-computer interface mod for Skyrim VR!
    1 project | /r/skyrimvr | 15 Nov 2021
    I can get the complete EEG reading of four channels plus the gyro sensors and in the future also the heart rate. What I do with it is a different question :D I process the data myself, locally, using the brainflow.org library. So I do create a non-binary value at the moment
  • Truly next level s**t here
    1 project | /r/skyrimmods | 15 Nov 2021
    Sure! I use brainflow.org to collect the data from the muse and at the moment I just do a super simple spectral analysis and use the average alpha/theta ratio to determine brain power. This will definitely not stay. I am already experimenting with different ratios and I will probably implement a classifier that allows a more sophisticated classification later down the road. I will also augment it with the gyro sensor and the heart rate monitor that is integrated in the Muse. Ultimately, I will make it compatible with the OpenBCI Galea device. Join the discord to stay in touch!

What are some alternatives?

When comparing NeuroKit and brainflow you can also consider the following projects:

pyVHR - Python framework for Virtual Heart Rate

BioAmp-EXG-Pill - BioAmp EXG Pill is a small and elegant Analog Front End (AFE) board for BioPotential signal acquisition.

EEG-with-JetsonNano - Open-Source. With deep learning to neuroscience world with shield for jetson nano - JNEEG (In progress)

NeuroGloves - Using the Myo to play VR games using SteamVR

BIOBSS - A package for processing signals recorded using wearable sensors, such as Electrocardiogram (ECG), Photoplethysmogram (PPG), Electrodermal activity (EDA) and 3-axis acceleration (ACC).

audiowmark - Audio Watermarking

fooof - Parameterizing neural power spectra into periodic & aperiodic components.

ironbci - Open-Source Brain-Computer Interface, ADS1299 and STM32

Pathfinder - Search Strategy analysis and more for spatial navigation data in rodents

gnss-sdr - GNSS-SDR, an open-source software-defined GNSS receiver

polar-ble-sdk - Repository includes SDK and code examples. More info https://polar.com/en/developers

Kilosort - Fast spike sorting with drift correction for up to a thousand channels