neurokit2 SKILL.md skillA
neurokit2 from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add k-dense-ai/scientific-agent-skills/neurokit2@v1.4Pins v1.4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- k-dense-ai/scientific-agent-skills
- Path
skills/neurokit2/SKILL.md- Versions recorded
- 7
- Latest version
- v1.4, committed Oct 1, 2026
- First version recorded
- May 27, 2026
- Size
- 15,528 bytes
- Repository stars
- 53,159
- License
- MIT
Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing, event/interval analysis, multimodal alignment, variability, and complexity. Use when code imports neurokit2 or needs its current APIs, schemas, and method-aware validation—not for diagnosis or device validation.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# NeuroKit2 ## Scope and evidence cutoff Use this skill for method-aware, reproducible biosignal research with NeuroKit2. The snapshot was checked on **2026-10-01** against: - stable PyPI **0.2.13**, released 2026-03-02; - Python metadata (`>=3.10`; classifiers 3.10–3.14) and wheel dependencies; - GitHub release notes/tags, `NEWS.rst`, source at tag `v0.2.13`; - official API pages/examples (the live site identified itself as `0.2.13.dev214`); and - pinned 0.2.13 runtime signatures and synthetic output schemas. The current wheel requires `pandas<3.0.0`. The refreshed core checks use Python 3.13, NumPy 2.5.3, and pandas 2.3.3; forcing pandas 3 conflicts with upstream metadata. API fragments below assume caller-provided arrays and imports. Optional MNE source reconstruction, cvxEDA, EMD, and pyRQA paths are source-reviewed, not runtime-validated by this refresh. Synthetic checks establish software behavior, not empirical validity. The live documentation can be ahead of the stable wheel. Prefer the pinned runtime for reproducible work and name both versions if consulting development docs. ## Boundary …
Read the whole file at its exact version.
How to install
mdr add k-dense-ai/scientific-agent-skills/neurokit2@sha256:6f73a726bdea3772The line at the top of this page pins the label v1.4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_g562nt363s2omtzg)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 7 versions of this file, between May 27, 2026 and Oct 1, 2026, about one every 21 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.4 latest | 2026-10-01 | a92663a | 15,528 B | A | view · diff |
| v1.3 | 2026-09-30 | ce9e6e9 | 14,320 B | A | view · diff |
| v1.2 | 2026-09-02 | 1e5eeff | 14,320 B | A | view · diff |
| v1.1 | 2026-07-26 | b085e11 | 13,362 B | A | view · diff |
| v1.1 | 2026-07-23 | ddcd380 | 13,366 B | A | view · diff |
| git:20260611.1b8fae3 | 2026-06-11 | 1b8fae3 | 12,040 B | A | view · diff |
| v1.0 | 2026-05-27 | 0936740 | 12,035 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (15528 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
k-dense-ai/scientific-agent-skills · 53,159 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_g562nt363s2omtzg GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/neurokit2 GET https://markdownregistry.com/api/v1/blob/6f73a726bdea37723aa68bf7aaf896eb10322e875cbf3bc5ee96707643f1be35
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
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