Atlas / Skills / jimmc414 / Scientific Writing

Scientific WritingSAFE

skills/jimmc414/scientific-writing

Kosmos: An AI Scientist for Autonomous Discovery - An implementation and adaptation to be driven by Claude Code or API - Based on the Kosmos AI Paper - https://arxiv.org/abs/2511.02824

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
—
Stars
595
01

Overview

Kosmos: An AI Scientist for Autonomous Discovery - An implementation and adaptation to be driven by Claude Code or API - Based on the Kosmos AI Paper - https://arxiv.org/abs/2511.02824

Read from source at commit 9be77d361822OBSERVED · 2026-10-14
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02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: scientific-writing
description: "Write scientific manuscripts. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), abstracts, for research papers and journal submissions."
---

# Scientific Writing

## Overview

Scientific writing is a process for communicating research with precision and clarity. Write manuscripts using IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, and reporting guidelines (CONSORT/STROBE/PRISMA). Apply this skill for research papers and journal submissions.

## When to Use This Skill

This skill should be used when:
- Writing or revising any section of a scientific manuscript (abstract, introduction, methods, results, discussion)
- Structuring a research paper using IMRAD or other standard formats
- Formatting citations and references in specific styles (APA, AMA, Vancouver, Chicago, IEEE)
- Creating, formatting, or improving figures, tables, and data visualizations
- Applying study-specific reporting guidelines (CONSORT for trials, STROBE for observational studies, PRISMA for reviews)
- Drafting abstracts that meet journal requirements (structured or unstructured)
- Preparing manuscripts for submission to specific journals
- Improving writing clarity, conciseness, and precision
- Ensuring proper use of field-specific terminology and nomenclature
- Addressing reviewer comments and revising manuscripts

## Core Capabilities

### 1. Manuscript Structure and Organization

**IMRAD Format**: Guide papers through the standard Introduction, Methods, Results, And Discussion structure used across most scientific disciplines. This includes:
- **Introduction**: Establish research context, identify gaps, state objectives
- **Methods**: Detail study design, populations, procedures, and analysis approaches
- **Results**: Present findings objectively without interpretation
- **Discussion**: Interpret results, acknowledge limitations, propose future directions

For detailed guidance on IMRAD structure, refer to `references/imrad_structure.md`.

**Alternative Structures**: Support discipline-specific formats including:
- Review articles (narrative, systematic, scoping)
- Case reports and case series
- Meta-analyses and pooled analyses
- Theoretical/modeling papers
- Methods papers and protocols

### 2. Section-Specific Writing Guidance

**Abstract Composition**: Craft concise, standalone summaries (100-250 words) that capture the paper's purpose, methods, results, and conclusions. Support both structured abstracts (with labeled sections) and unstructured single-paragraph formats.

**Introduction Development**: Build compelling introductions that:
- Establish the research problem's importance
- Review relevant literature systematically
- Identify knowledge gaps or controversies
- State clear research questions or hypotheses
- Explain the study's novelty and significance

**Methods Documentation**: Ensure reproducibility through:
- Detailed participant/sample descriptions
- Clear procedural documentation
- Statistical methods with justification
- Equipment and materials specifications
- Ethical approval and consent statements

**Results Presentation**: Present findings with:
- Logical flow from primary to secondary outcomes
- Integration with figures and tables
- Statistical significance with effect sizes
- Objective reporting without interpretation

**Discussion Construction**: Synthesize findings by:
- Relating results to research questions
- Comparing with existing literature
- Acknowledging limitations honestly
- Proposing mechanistic explanations
- Suggesting practical implications and future research

### 3. Citation and Reference Management

Apply citation styles correctly across disciplines. For comprehensive style guides, refer to `references/citation_styles.md`.

**Major Citation Styles:**
- **AMA (American Medical Association)**: Numbered superscript citations, common in medicine
- **Vancouver**: Numbered citations in square brackets, biomedical standard
- **APA (American Psychological Association)**: Author-date in-text citations, common in social sciences
- **Chicago**: Notes-bibliography or author-date, humanities and sciences
- **IEEE**: Numbered square brackets, engineering and computer science

**Best Practices:**
- Cite primary sources when possible
- Include recent literature (last 5-10 years for active fields)
- Balance citation distribution across introduction and discussion
- Verify all citations against original sources
- Use reference management software (Zotero, Mendeley, EndNote)

### 4. Figures and Tables

Create effective data visualizations that enhance comprehension. For detailed best practices, refer to `references/figures_tables.md`.

**When to Use Tables vs. Figures:**
- **Tables**: Precise numerical data, complex datasets, multiple variables requiring exact values
- **Figures**: Trends, patterns, relationships, comparisons best understood visually

**Design Principles:**
- Make each table/figure self-explanatory with complete captions
- Use consistent formatting and terminology across all display items
- Label all axes, columns, and rows with units
- Include sample sizes (n) and statistical annotations
- Follow the "one table/figure per 1000 words" guideline
- Avoid duplicating information between text, tables, and figures

**Common Figure Types:**
- Bar graphs: Comparing discrete categories
- Line graphs: Showing trends over time
- Scatterplots: Displaying correlations
- Box plots: Showing distributions and outliers
- Heatmaps: Visualizing matrices and patterns

### 5. Reporting Guidelines by Study Type

Ensure completeness and transparency by following established reporting standards. For comprehensive guideline details, refer to `references/reporting_guidelines.md`.

**Key Guidelines:**
- **CONSORT**: Randomized controlled trials
- **STROBE**: Observational studies (cohort, case-control, cross-sectional)
- **PRISMA**: Systematic reviews and meta-analyses
- **STARD**:
03

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (0)

No findings outside the package's declared scope.

Gates applied: no_behavioural_pass.

Audited 2026-10-14 · audit v0.4.1 · source sha 9be77d361822full audit observations/trust-audit/skill/jimmc414__scientific-writing.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-149be77d361822SAFEB89first audit
05

Questions

What does the Scientific Writing skill do?

Kosmos: An AI Scientist for Autonomous Discovery - An implementation and adaptation to be driven by Claude Code or API - Based on the Kosmos AI Paper - https://arxiv.org/abs/2511.02824

Is Scientific Writing safe to install?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.

What can Scientific Writing access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (9be77d361822), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

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