Atlas / Skills / brycewang-stanford / Literature Review Writing

Literature Review WritingSAFE

skills/brycewang-stanford/literature-review-writing

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Verdict
SAFE
Grade
B
Trust score
89 /100
Version
—
Hosts
1 documented
License
NOASSERTION
Stars
4,537
01

Overview

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Read from source at commit e1ba289846fdOBSERVED · 2026-10-08
02

Host compatibility

What the documentation claims. We have not run a compatibility test.

HostStatusNotes
openclawmentioned
03

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: literature-review-writing
description: "Structure and write comprehensive literature reviews for any field"
metadata:
  openclaw:
    emoji: "📜"
    category: "writing"
    subcategory: "composition"
    keywords: ["literature review", "systematic review", "narrative review", "synthesis", "academic writing", "review paper"]
    source: "wentor-research-plugins"
---

# Literature Review Writing

A skill for structuring, synthesizing, and writing literature reviews. Covers narrative reviews, systematic reviews, scoping reviews, and literature review sections within empirical papers. Provides frameworks for organizing sources, identifying themes, and writing with synthesis rather than summary.

## Types of Literature Reviews

### Choosing the Right Review Type

| Type | Purpose | Search | Analysis | Length |
|------|---------|--------|----------|--------|
| Narrative | Broad overview of a topic | Selective | Qualitative synthesis | 5-30 pages |
| Systematic | Answer a specific question exhaustively | Exhaustive, documented | May include meta-analysis | 10-40 pages |
| Scoping | Map the extent of research on a topic | Broad, systematic | Charting and categorizing | 10-20 pages |
| Integrative | Synthesize diverse methodologies | Targeted | Conceptual synthesis | 10-25 pages |
| Umbrella | Review of systematic reviews | Focused on SRs | Synthesis of syntheses | 10-20 pages |

## Organizing Your Sources

### Building a Literature Matrix

```python
def create_literature_matrix(sources: list[dict]) -> dict:
    """
    Create a structured matrix for organizing reviewed literature.

    Args:
        sources: List of dicts with keys: author, year, title, method,
                 sample, key_findings, themes, limitations
    """
    matrix = {
        "headers": [
            "Author (Year)", "Research Question", "Method",
            "Sample/Data", "Key Findings", "Themes", "Limitations"
        ],
        "rows": [],
        "theme_index": {}
    }

    for src in sources:
        row = {
            "citation": f"{src['author']} ({src['year']})",
            "question": src.get("research_question", ""),
            "method": src.get("method", ""),
            "sample": src.get("sample", ""),
            "findings": src.get("key_findings", ""),
            "themes": src.get("themes", []),
            "limitations": src.get("limitations", "")
        }
        matrix["rows"].append(row)

        for theme in src.get("themes", []):
            matrix["theme_index"].setdefault(theme, []).append(
                row["citation"]
            )

    return matrix
```

### Thematic vs. Chronological Organization

```
Chronological (rarely ideal for reviews):
  "In 2010, Smith found X. Then in 2012, Jones found Y.
   In 2015, Lee found Z."
  Problem: Reads like an annotated bibliography, not a synthesis.

Thematic (recommended):
  "Three factors have been identified as predictors of X.
   First, [factor A] has been consistently supported (Smith, 2010;
   Jones, 2012; Lee, 2015). Second, [factor B] shows mixed results..."
  Advantage: Synthesizes findings around conceptual themes.

Methodological (useful for systematic reviews):
  "Studies using qualitative methods (n=12) found [pattern],
   while quantitative studies (n=25) reported [different pattern].
   This methodological divide suggests..."
```

## Writing with Synthesis

### Summary vs. Synthesis

```
Summary (weak -- describes one paper at a time):
  "Smith (2020) studied 200 undergraduates and found that sleep
   quality predicted academic performance. Jones (2021) surveyed
   150 graduate students and found a similar relationship."

Synthesis (strong -- integrates multiple sources around a point):
  "Sleep quality has been consistently linked to academic performance
   across both undergraduate (Smith, 2020; Lee, 2019) and graduate
   (Jones, 2021) populations, with effect sizes ranging from r=0.25
   to r=0.42. However, this relationship may be confounded by
   socioeconomic factors (Park, 2022), which only two studies
   controlled for."
```

### Synthesis Sentence Starters

```
Agreement:
  "There is broad consensus that..."
  "Multiple studies converge on the finding that..."
  "This finding has been replicated across [contexts]..."

Disagreement:
  "However, findings diverge regarding..."
  "In contrast to the majority view, [author] argues..."
  "The evidence is mixed, with some studies reporting [X] and others [Y]..."

Gap identification:
  "Notably absent from this literature is..."
  "While [aspect] has been well studied, [gap] remains unexplored..."
  "No studies to date have examined [specific gap]..."

Transition:
  "Taken together, these findings suggest..."
  "Building on this body of work, recent studies have begun to..."
  "This line of research has evolved from [earlier focus] to [current focus]..."
```

## Structuring the Review

### Standard Sections

```
1. Introduction (1-2 pages)
   - Define the topic and scope
   - Explain why this review is needed (gap, timeliness, controversy)
   - State the review's objectives or research questions

2. Methods (for systematic/scoping reviews)
   - Search strategy, databases, date range
   - Inclusion/exclusion criteria
   - Screening process (PRISMA flow diagram)

3. Body: Thematic Sections (bulk of the review)
   - Each section covers a theme, construct, or sub-question
   - Synthesize rather than summarize
   - Use tables to compare studies when appropriate

4. Discussion / Synthesis
   - What is the overall state of knowledge?
   - Where do studies agree and disagree?
   - What are the gaps?

5. Conclusion / Future Directions
   - Summarize the key takeaways
   - Propose a research agenda addressing identified gaps
```

## Common Pitfalls

### What Reviewers Look For

```
Problem: "Laundry list" structure
  - Each paragraph describes one study in isolation
  Fix: Group studies by theme and synthesize across them

Problem: Missing recent literature
  - Review stops at 2020 i
04

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 2026-10-08 · audit v0.4.1 · source sha e1ba289846fdfull audit observations/trust-audit/skill/brycewang-stanford__literature-review-writing.json · Report an issue / request a re-scan
05

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-08e1ba289846fdSAFEB89first audit
06

Questions

What does the Literature Review Writing skill do?

🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库,覆盖8大社会科学学科的实证研究。CoPaper.AI 20分钟完成一篇可复现的规范实证论文,并支持用户上传 Skills。-- Maintained by CoPaper.AI from Stanford REAP.

Is Literature Review 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 Literature Review Writing access on my machine?

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

Which assistants does Literature Review Writing work with?

Its documentation mentions openclaw. That is what the text claims, not a compatibility test we ran.

How current is this page?

The grade is for one exact copy of the source (e1ba289846fd), read on 2026-10-08. The repository is watched, and a new audit runs when it changes — this is the first audit.

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