NeVibeCode · collection · 30

Scientific skills for AI agents

Ordered by install count from the source, then by repository stars on GitHub. Only cards with a checked description are included.

1

repo-intake-and-plan

Scans a repository through its README and project files, then builds a small reproduction plan. Use it before running experiments.

skill · lllllllama · MIT

474,500installs
2

minimal-run-and-audit

Captures and normalizes execution evidence from deep learning smoke tests and inference commands into standardized repro_outputs/ files.

skill · lllllllama · MIT

474,400installs
3

ai-research-explore

Governs deep learning research exploration on top of an existing baseline. It isolates candidate experiments and generates structured comparison reports.

skill · lllllllama · MIT

335,600installs
4

ai-research-reproduction

This skill guides a repository-grounded reproduction run from its README to an evidence bundle. Use it to test a documented model run without quietly changing the experiment.

skill · lllllllama · MIT

335,300installs
5

explore-code

A skill for cautious code experiments in deep learning repositories: it transplants modules and adapts architectures on an isolated branch, with rollback-aware records.

skill · lllllllama · MIT

335,000installs
6

explore-run

Plans bounded exploratory machine learning runs with comparability caveats and saves summaries to explore_outputs.

skill · lllllllama · MIT

334,700installs
7

run-train

Runs a selected training command and organizes the resulting evidence. Use it for startup checks, short-run verification, full training kickoff, or resume handling.

skill · lllllllama · MIT

334,700installs
8

anysearch

This skill gives an agent web search, domain-specific queries, parallel batch search, and page extraction. Use it when a task needs current information or a claim needs checking.

skill · anysearch-ai · Apache-2.0

38,500installs
9

nature-figure

A skill that builds, revises and audits scientific figures for manuscripts in Python or R. Useful when plots go to submission, not to a report.

skill · Yuan1z0825 · Apache-2.0

18,700installs
10

nature-polishing

A skill that polishes, translates and tightens existing academic prose. Facts, terminology and evidence boundaries stay intact.

skill · Yuan1z0825 · Apache-2.0

17,400installs
11

nature-citation

Finds Nature and CNS-family papers for manuscript claims, maps claims to sources, and prepares a reference-manager export. Use it when the journal scope matters.

skill · Yuan1z skill, refactored into static/dynamic layers · Apache-2.0

15,600installs
12

nature-data

nature-data drafts or audits manuscript data and code availability statements, dataset access routes, repository plans, and FAIR metadata.

skill · Yuan1z skill, refactored into static/dynamic layers · Apache-2.0

15,300installs
13

nature-academic-search

Searches research literature, checks citations, and builds MeSH strategies. Useful for source discovery, bibliography work, and citation audits.

skill · Yuan1z0825 · Apache-2.0

15,200installs
14

nature-reader

Creates source-grounded Chinese-English paper readers with aligned text, tables, and equations. Handles full translations, excerpt parsing, and targeted questions.

skill · Community contribution, refactored into static/dynamic layers · Apache-2.0

14,900installs
15

nature-reviewer

The skill runs a Nature-style referee assessment of a scientific manuscript: three independent reviewer reports plus a post-review synthesis. Useful before you submit.

skill · Yuan1z0825 · Apache-2.0

13,800installs
16

learn

A six-phase research workflow that turns source material into notes, an outline, or a publish-ready draft. Use it for unfamiliar domains and multi-source work.

skill · tw93 · MIT

13,100installs
17

nature-literature-pipeline

Automates academic literature discovery, six-dimension paper scoring, and digest delivery to chat apps. Useful for running daily research scans via cron.

skill · Jiahao8595 · MIT

11,800installs
18

nature-statistics

Audits and revises statistical reporting in research manuscripts, from experimental units to figure statistics. Use it to review a Methods section, address reviewer comments, or align figures with results.

skill · Yuan1z0825 · Apache-2.0

11,800installs
19

academic-paper

This skill runs a 12-agent academic pipeline across 11 modes. It guides projects from literature searches and outlines to citation audits and rebuttal reviews.

skill · Imbad0202 · LicenseRef-Unknown

10,800installs
20

nature-paper-card

Turns one scientific paper into a structured deep-reading card: methods, experiment-to-claim evidence, limitations. Useful when you need the paper taken apart, not summarised.

skill · Yuan1z0825 · Apache-2.0

10,400installs
21

academic-paper-reviewer

This skill reviews an academic paper through five role-based perspectives. Use it for peer review, revision checks, or a focused methodology assessment.

skill · Imbad0202 · LicenseRef-Unknown

9,800installs
22

academic-pipeline

Coordinates academic research from source gathering and drafting through integrity checks, peer review, revisions, and finalization. Useful for a complete paper workflow.

skill · Imbad0202 · LicenseRef-Unknown

7,200installs
23

jupyter-notebook official

Scaffolds reproducible Jupyter notebooks for experiments and tutorials using bundled templates and a helper script. It prevents manual raw JSON editing errors.

skill · openai · Apache-2.0

5,600installs
24

start official

Checks connected MCP servers and surveys bio-research tools. Helps researchers get oriented with the plugin before starting a project.

skill · anthropics · Apache-2.0

4,900installs
25

statistical-analysis official

Provides statistical guidelines for descriptive stats and anomaly detection. Useful when evaluating distributions and business metrics.

skill · anthropics · Apache-2.0

4,600installs
26

consulting-analysis

This skill plans a research framework, then turns collected material into a structured report. Use it for market, financial, brand, or competitor analysis.

skill · bytedance · MIT

3,000installs
27

read-arxiv-paper

This skill reads an arXiv paper from its source files and writes a Markdown report. It is useful when research needs to be connected to nanochat.

skill · karpathy · MIT

2,800installs
28

academic-paper-review

A skill for automated peer review of academic papers following top-conference standards. Assesses methodology, evaluates novelty, identifies weaknesses, and delivers evidence-based critique.

skill · bytedance · MIT

2,700installs
29

systematic-literature-review

A skill to automatically search and synthesize multiple papers by topic from arXiv. Collects research, extracts key findings, and outputs reports in APA, IEEE, or BibTeX format.

skill · bytedance · MIT

2,500installs
30

instrument-data-to-allotrope official

Converts laboratory instrument output files (PDF, CSV, Excel, TXT) to Allotrope Simple Model (ASM) JSON or flattened CSV. Auto-detects instrument type and outputs ASM JSON, tabular CSV, and exportable parser code.

skill · anthropics · Apache-2.0

2,400installs

Scientific skills for AI agents

jupyter-notebook official

start official

statistical-analysis official

instrument-data-to-allotrope official

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