The sccn org is the home of EEGLAB — a widely used EEG processing toolbox — together with its ~150-plugin ecosystem, the EEGPrep Python port, the NEMAR/NSG data infrastructure, Lab Streaming Layer (real-time acquisition), BIDS tooling, and two decades of research code.
This README is a starting point for new contributors: it outlines important and most active repositories, the EEGLAB plugin landscape, and the inactive repositories.
Status legend: 🟢 active (≤90d) · 🟡 maintenance (≤12mo) · 🟠 dormant (>12mo) · ⚫ archived · ⬜ empty
| Metric | Value |
|---|---|
| Total repositories | 127 (28 GB) |
| Activity split | 🟢 13 active · 🟡 18 maintenance · 🟠 93 dormant · ⚫ 2 archived · ⬜ 1 empty |
| Language split | MATLAB 88 · Python 11 · C/C++ · HTML/PHP · other (most code is MATLAB; a Python port is in progress) |
| GitHub stars (org) | ~3,032 — concentrated in eeglab (770), labstreaminglayer (754), BCILAB (233), liblsl (172) |
| Most active repo | eegprep — 516 commits in the last 90 days |
"Important" combines three signals: adoption (stars), foundational role, and current activity. Some widely used repositories have not had a commit in years but remain central (core algorithms, components bundled into EEGLAB, or the standard tool in their area), so the section is split into actively developed (§1a) and foundational but stable/dormant (§1b). LOC is git-tracked source lines (own code; vendored or bundled code is noted). EEGLAB plugins are also catalogued in §2.
The 13 repositories with recent commit activity.
| Repo | Project | Lang | LOC | Top contributor | Activity | ⭐ | Description |
|---|---|---|---|---|---|---|---|
eeglab |
EEGLAB core | MATLAB | ~153k¹ | Arno (9,075) | 🟢 last 2026-05-28 · 13,861 commits · 85 contributors · 15 in 90d | 770 | Flagship open-source EEG/MEG signal-processing environment |
eegprep |
EEGPrep / Conversion | Python | ~82k² | Arno (409) | 🟢 last 2026-06-17 · 1,162 commits · 19 contributors · 516 in 90d | 25 | Python-native, EEGLAB-compatible automated preprocessing toolkit (the port) |
liblsl |
Lab Streaming Layer | C++ | ~14k³ | Tristan Stenner (781) | 🟢 last 2026-06-17 · 1,104 commits · 38 contributors · 34 in 90d | 172 | Core C++ LSL library — multi-modal time-synced data transmission |
labstreaminglayer |
Lab Streaming Layer | C++/HTML | super-repo⁴ | Chadwick Boulay (260) | 🟢 last 2026-05-29 · 507 commits · 34 contributors · 3 in 90d | 754 | LSL super-repo: submodules for LSL + dozens of device apps |
EEG-BIDS |
BIDS | MATLAB | ~12k | Arno (332) | 🟢 last 2026-05-05 · 746 commits · 21 contributors | 32 | EEGLAB BIDS import/export tools (also a bundled plugin) |
eeglab_tests |
EEGLAB core | MATLAB | ~39k | Arno (264) | 🟢 last 2026-05-29 · 324 commits · 6 contributors · 4 in 90d | 1 | EEGLAB test suite (Git-LFS, 15 GB of test data) |
nemar_reanalysis |
NEMAR / NSG | MATLAB | ~15k | GaganVM (48) | 🟢 last 2026-04-11 · 49 commits · 4 contributors · 7 in 90d | 0 | NEMAR dataset reanalysis pipeline |
eeglab_conversion |
EEGPrep / Conversion | Python | ~14k | Yahya (20) | 🟢 last 2026-05-09 · 15 commits · 4 contributors · 9 in 90d | 0 | Function-by-function MATLAB→Python parity workbench (TDD) |
eeg-verify |
EEGPrep / Conversion | Python | ~2.3k | Aman (32) | 🟢 last 2026-05-19 · 32 commits · 1 contributor · 32 in 90d | 0 | Cross-pipeline dataset/library verification harness |
sccn.github.io |
Outreach / Docs | HTML | ~2.2k⁵ | Arno (1,019) | 🟢 last 2026-04-30 · 1,630 commits · 27 contributors · 9 in 90d | 7 | EEGLAB wiki/website content host |
bva-io |
I/O import | MATLAB | ~1.3k | Arno (27) | 🟢 last 2026-03-30 · 63 commits · 9 contributors · 3 in 90d | 23 | BrainVision data import/export (also a bundled plugin) |
muse_osc |
Acquisition / Mobile | Python | ~90 | Arno (2) | 🟢 last 2026-04-17 · 2 commits · 1 contributor | 0 | Muse portable-EEG OSC streaming |
¹
eeglabLOC includes bundled plugin submodules (clean_rawdata,dipfit,EEG-BIDS,firfilt,ICLabel, …); the core toolbox alone is ~100k. ²eegprepownsrc/is ~82k; ~150k including tests/examples. ³liblslownsrc/+include/is ~14k; the tree carries ~170k more lines of vendoredlslboost/thirdparty. ⁴labstreaminglayeris a super-repo of git submodules (~300 lines of glue in the super-repo itself; each app/library lives in its own submodule). ⁵sccn.github.iois mostly Markdown/content (not counted as code); the ~2.2k is HTML/JS.
Most recent activity is concentrated in eegprep (516 commits in 90 days, well ahead of the next repo at 34), alongside eeglab, the LSL libraries, nemar_reanalysis, and the website.
Repositories that are not actively developed but remain widely used or central to EEGLAB. Several are also EEGLAB plugins and appear again in §2.
| Repo | Project | Lang | LOC | ⭐ | Status | Why it matters |
|---|---|---|---|---|---|---|
BCILAB |
Misc / Research | MATLAB | ~192k | 233 | 🟠 dormant (2021) | Flagship standalone Brain-Computer Interface toolbox — the org's 3rd-most-starred repo |
xdf |
Lab Streaming Layer | super-repo | — | 102 | 🟠 dormant (2020) | Loaders for XDF, the standard LSL recording file format — used across the entire LSL ecosystem |
ICLabel |
ICA | MATLAB | ~2.6k | 73 | 🟡 maintenance | Automatic EEG IC classification — the most-used ICA plugin, bundled in EEGLAB |
clean_rawdata |
Preprocessing | MATLAB | ~7.8k | 53 | 🟡 maintenance | Artifact Subspace Reconstruction (ASR) — the de-facto standard cleaning step in modern EEGLAB pipelines, bundled in EEGLAB |
roiconnect |
Source & Conn. | MATLAB | ~50k | 46 | 🟡 maintenance | ROI-based connectivity analysis |
SIFT |
Source & Conn. | MATLAB | ~163k | 42 | 🟠 dormant (2024) | Major multivariate causality / connectivity toolbox (513 commits) |
amica |
ICA | Fortran | ~12k | 32 | 🟠 dormant (2024) | The AMICA decomposition — a core ICA engine behind EEGLAB |
mobilab |
Acquisition | MATLAB | — | 31 | 🟡 maintenance | MoBILAB — Mobile Brain/Body data analysis & visualization |
dipfit |
Source & Conn. | MATLAB | ~8.3k | 8 | 🟡 maintenance | Equivalent-dipole source localization — bundled in EEGLAB core |
Much of the org is the EEGLAB plugin ecosystem — standalone toolboxes that extend EEGLAB. Most are feature-complete and see little ongoing change; a few are actively maintained. Sorted by stars; the full list (all families) is in repo_inventory.csv.
| Plugin | Family | Lang | ⭐ | Status | Last commit | Top contributor | Description |
|---|---|---|---|---|---|---|---|
ICLabel |
ICA | MATLAB | 73 | 🟡 maintenance | 2025-11-18 | Arno | Automatic EEG independent-component classification |
clean_rawdata |
Preprocessing | MATLAB | 53 | 🟡 maintenance | 2026-01-05 | Arno | Artifact Subspace Reconstruction (ASR) — clean raw EEG |
roiconnect |
Source & Conn. | MATLAB | 46 | 🟡 maintenance | 2025-09-12 | Arno | ROI-based connectivity analysis in EEG |
PACTools |
Source & Conn. | MATLAB | 43 | 🟠 dormant | 2024-08-05 | ramonmc | Phase-Amplitude Coupling via multiple methods |
SIFT |
Source & Conn. | MATLAB | 42 | 🟠 dormant | 2024-08-02 | Tim Mullen | Multivariate causality / information-flow toolbox (GUI-heavy) |
EEG-BIDS |
BIDS | MATLAB | 32 | 🟢 active | 2026-05-05 | Arno | BIDS import/export (also a top-level active repo, §1) |
amica |
ICA | Fortran | 32 | 🟠 dormant | 2024-07-25 | Jason Palmer | Adaptive Mixture ICA — core decomposition algorithm |
mobilab |
Acquisition | MATLAB | 31 | 🟡 maintenance | 2025-10-24 | aojeda | MoBILAB — Mobile Brain/Body data analysis & viz |
bva-io |
I/O import | MATLAB | 23 | 🟢 active | 2026-03-30 | Arno | BrainVision import/export (also a top-level active repo, §1) |
cleanline |
Preprocessing | MATLAB | 18 | 🟠 dormant | 2025-02-07 | Arno | Line-noise (50/60 Hz) removal via adaptive filtering |
OneOverF |
Misc / Research | — | 12 | 🟡 maintenance | 2025-11-19 | Cedric Cannard | Community project on 1/f spectral dynamics |
NFT |
Source & Conn. | MATLAB | 9 | 🟠 dormant | 2024-08-02 | zakalinacar | Neuroelectromagnetic Forward Modeling Toolbox |
nsgportal |
NEMAR / NSG | MATLAB | 9 | 🟠 dormant | 2024-07-11 | ramonmc | EEGLAB plugin for the Neuroscience Gateway (supercomputer) |
dipfit |
Source & Conn. | MATLAB | 8 | 🟡 maintenance | 2025-09-17 | Arno | Equivalent-dipole source localization |
get_chanlocs |
Source & Conn. | MATLAB | 7 | 🟠 dormant | 2024-08-02 | cll008 | Electrode localization from 3D head image |
PowPowCAT |
Source & Conn. | MATLAB | 7 | 🟠 dormant | 2024-07-25 | Makoto Miyakoshi | Cross-frequency power-power correlation |
viewprops |
ICA | MATLAB | 6 | 🟠 dormant | 2024-09-23 | LucaPT | Improved IC property visualization (pop_prop) |
imat |
ICA | MATLAB | 5 | 🟠 dormant | 2024-08-05 | Johanna Wagner | Independent Modulators Analysis Toolbox |
relica |
ICA | MATLAB | 5 | 🟠 dormant | 2024-07-25 | ramonmc | Reliability estimation of independent components |
trimOutlier |
Preprocessing | MATLAB | 4 | 🟠 dormant | 2024-07-25 | Makoto Miyakoshi | Outlier channel/frame rejection |
binica |
ICA | C | 2 | 🟡 maintenance | 2025-12-26 | Arno | Binary Infomax ICA in C (LAPACK) |
iEEGLAB |
Misc / Research | MATLAB | 0 | 🟡 maintenance | 2026-01-09 | Cedric Cannard | Intracranial EEG (iEEG) analysis plugin |
corrmap |
ICA | MATLAB | 0 | 🟡 maintenance | 2025-10-31 | Arno | Correlation of scalp maps across IC components |
HEDTools |
BIDS | MATLAB | 0 | 🟠 dormant | 2024-10-23 | Dung Truong | Hierarchical Event Descriptor (HED) tagging plugin |
Forks bundled as plugins (not separate development lines):
firfilt(FIR filtering),zapline-plus(line-noise removal). Dozens of smaller single-purpose plugins (std_*,NIMA,groupSIFT,PACT,fMRIb,neuroscanio,nwbio, …) are listed inrepo_inventory.csv.
About 95 repositories are dormant, archived, or empty. The ones below are the clearest candidates for archival or consolidation; they are listed for reference, not as a decision.
| Repo | Note |
|---|---|
mffmatlabio |
Archived fork — MFF importer (likely merged into EEGLAB) |
nemar_tool_proof_of_concept |
Archived fork — Octave-container PoC |
| Repo | Note |
|---|---|
eeglab_wiki |
⬜ 0 commits — empty placeholder |
eegprep.read.the.docs |
1 commit — superseded by eegprep's in-repo Sphinx docs |
eeglab_gpu_func |
1 commit (2021) — early GPU experiment, not developed further |
biosemiPhys, emotivimport, erpssimport, countBlinks, erpsource, Mutual_Info_Clustering, NFT_demo, REST_fieldtrip, gazepoint_eyetracking |
Single-commit, multi-year-dormant stubs |
| Repo | Note |
|---|---|
eeglabtmp |
Old EEGLAB snapshot (12.5k commits, last 2019) — duplicate of eeglab |
eeglab-1-deepa |
Personal fork of EEGLAB (13.4k commits, 2023) |
lsl_archived |
Earlier LSL codebase, superseded by liblsl / labstreaminglayer |
eeglab_plugin_manager and eeglab_plugin_manager2 |
Two plugin managers covering similar ground |
open-data-registry |
Fork of AWS's public-dataset registry (6.2k commits) |
Some inactive repositories are still widely used or foundational (
BCILAB,xdf,SIFT,amica,ICLabel, …). These are listed in §1b rather than here, since inactivity alone does not make a repository a cleanup candidate.
Scope note: Several headline lab projects are not in the
sccnorg — EEG-Dash lives atgithub.com/eegdash/EEGDash; EEG Many Artifacts and EEG+fMRI have no publicsccnrepo. Seeall_sccn_repos_summary.mdfor details.
LOC computed 2026-06-24 from git-tracked source files in the local clones. All other metrics from the 2026-06-21 inventory (git log/shortlog + gh api). Star/issue counts are live GitHub values at generation time; raw commit totals are inflated by forks/snapshots.