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neuropixels-analysis

8.7

by davila7

74Favorites
319Upvotes
0Downvotes

Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular electrophysiology. Use when working with neural recordings, spike sorting, extracellular electrophysiology, or when the user mentions Neuropixels, SpikeGLX, Open Ephys, Kilosort, quality metrics, or unit curation.

neuroscience

8.7

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0

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Data & Analytics

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Quick Review

Exceptional skill for Neuropixels neural data analysis. The description clearly covers the skill's capabilities (loading, preprocessing, spike sorting, curation, AI-assisted analysis). The SKILL.md provides comprehensive task knowledge with complete code examples for the entire pipeline, from raw data to curated units. Structure is excellent—the main document provides a clear overview and quick-start guide while deferring detailed workflows to dedicated reference files. The skill demonstrates strong novelty by integrating complex domain-specific workflows (motion correction, Kilosort4, Allen/IBL curation standards, AI-assisted visual analysis) that would require extensive token usage and domain expertise for a CLI agent to replicate. The combination of automated metrics with AI-assisted curation for uncertain cases is particularly valuable. Minor improvements could include more explicit error handling patterns and troubleshooting guidance, but overall this is a highly polished, production-ready skill.

LLM Signals

Description coverage9
Task knowledge10
Structure9
Novelty8

GitHub Signals

18,073
1,635
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71
Last commit 0 days ago

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davila7

davila7

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