mne-writeup — independently scanned and version-tracked by SaferSkills.
SaferSkills independently audited mne-writeup (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
The back end of the analysis suite: after the per-category skills have run and mne-methodology-critic has ruled, this skill writes the result up. It mirrors the ARS academic-paper workflow (config → outline → draft → citation/integrity → format) but is specialised for neurophysiology and is gated by the critic.
Companion:mne-methodology-critic(the gate); the per-category analysis skills (the source of results);mne-analyst(the archiving convention this reads from). For a full multi-section paper with literature search and peer review, hand off to the ARSacademic-paper/academic-pipelineskills — this skill specialises in the Methods + Results of an MNE study.
either fix-and-re-critique first, or move it to Limitations as an acknowledged problem. WARN items must appear as explicit qualifications/limitations, never silently dropped.
stats/ (or the analysis tool's output) — never invent or round-guess a value. If it isn't in an artifact, it isn't written.
mne_result/ (filter band, reference, ICA method/components removed, epoch window, rejection threshold, TFR/connectivity/decoding settings, software versions). Vague methods = rejected.
Confirm: output target (full paper / Methods+Results section / report), discipline + venue, citation format (APA 7 default), language (and whether a bilingual abstract is needed), output format (Markdown → DOCX via Pandoc). Locate the project layout (see references/writeup-guide.md): data/, mne_result/, stats/, critic/, paper/.
Read critic/ verdicts. Build a result inventory: each finding → its figure(s) in mne_result/, its numbers in stats/, and its critic verdict. Drop/flag BLOCKed claims (IRON RULE 1). List exactly what will be reported and what becomes a limitation.
IMRaD (or just Methods + Results). Map every reported result to a figure or table and to its source artifact. Allocate the figures that will be copied into paper/figures/.
channels), artifact correction (ICA method, # components removed and how identified), epoching (window, baseline, rejection + per-group rejection rate), the analysis method and its parameters, the statistics (test, correction, software + versions). Source every parameter from mne_result/.
in references/writeup-guide.md); reference figures/tables; state cluster-level (not point) inference where cluster tests were used.
overuse; no throat-clearing openers) — good-writing rules, à la ARS.
exist (don't fabricate).
reflected as a limitation, and every number traces to a stats/ artifact. If anything is unverified, dispatch mne-methodology-critic on the draft before proceeding.
Write paper/manuscript.md; convert to paper/manuscript.docx via Pandoc (APA 7); copy/refine the selected figures into paper/figures/; keep references in paper/references.bib. (Reuse the repo's paper/ convention — see MNE_ANALYSIS_SUITE.md for the full project layout.)
See references/writeup-guide.md for the project layout, APA 7 reporting templates (t-test, ANOVA, correlation, cluster-permutation, decoding AUC, connectivity, source), and a reproducible Methods boilerplate.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.