Loading skill
Install any skill in seconds. Free to start, no credit card required.
Get Started Free →brycewang-stanford/peer-review-guide
Conduct thorough, constructive peer reviews and evaluate research papers
Passed 22 of 22 test cases with the skill, and 13 of 22 without it.
and 10 more in the full report
9 fixed13 passed either way0 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 9 test cases the skill fixed. Same model, same prompt, with and without the skill.
When computing an overall manuscript evaluation, which dimension carries more weight in the calculation: methodology or presentation? State the exact numerical weight assigned to methodology.
| Checked | Without skill | With skill |
|---|---|---|
| States that methodology carries more weight than presentation. | Passed | Passed |
| Assigns a weight of 0.25 to methodology. | Missed | Passed |
The instructions your model reads when the skill loads.
A skill for conducting thorough, fair, and constructive peer reviews of academic manuscripts. Covers systematic evaluation frameworks, writing effective reviewer reports, and common evaluation criteria across disciplines.
First Pass (30 min): Skim for overall assessment
- Read title, abstract, introduction, conclusion
- Scan figures and tables
- Assess: Is this paper in scope? Is the question important?
Second Pass (60-90 min): Detailed critical reading
- Read the full paper carefully
- Annotate unclear points, potential errors, missing references
- Check methodology, statistical analyses, interpretation
Third Pass (30-60 min): Constructive feedback
- Formulate your major and minor comments
- Identify strengths to highlight
- Draft your review report
def evaluate_manuscript(assessments: dict) -> dict:
"""
Structured manuscript evaluation across key dimensions.
Args:
assessments: Dict mapping dimension to score (1-5) and comments
"""
dimensions = {
'novelty': {
'weight': 0.20,
test cases passed, vs 13 / 22 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.