Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add Zaoqu-Liu/ScienceClaw --skill prismer-peer-reviewgit clone --depth 1 https://github.com/Zaoqu-Liu/ScienceClawWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/zaoqu-liu/scienceclaw/prismer-peer-review)<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/prismer-peer-review"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/prismer-peer-review/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/zaoqu-liu/scienceclaw/prismer-peer-review"><img src="https://agentmods.dev/badge/skills/zaoqu-liu/scienceclaw/prismer-peer-review.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00019 | $0.00610 |
| Opus 5 | $0.00010 | $0.00305 |
| Sonnet 5 | $0.00004 | $0.00122 |
| Haiku 4.5 | $0.00002 | $0.00061 |
Grade A, and why
peer-review scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 128 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Peer Review Skill
Description
Conduct thorough academic peer reviews with structured, constructive feedback.
Tools Used
load_pdf- Load PDF papers in the workspace viewer (auto-switches to PDF reader)arxiv_to_prompt- Convert arXiv papers to readable text for analysisupdate_notes- Write review reports to the Notes editor
Capabilities
Paper Analysis
- Extract and summarize main contributions
- Identify methodology and approach
- Evaluate experimental design
- Assess writing quality
Comparative Analysis
- Find related prior work
- Identify novelty claims
- Check citation completeness
- Verify originality
Feedback Generation
- Structured review reports
- Specific, actionable comments
- Line-by-line annotations
- Summary recommendations
Review Process
Phase 1: Initial Read
- Read abstract and introduction
- Understand claimed contributions
- Skim methodology and results
- Form initial impression
Phase 2: Detailed Analysis
- Carefully read methodology
- Evaluate experimental design
- Check result validity
- Assess reproducibility
Phase 3: Comparative Check
- Search for related work
- Verify novelty claims
- Check citation coverage
- Identify missing references
Phase 4: Report Writing
- Summarize paper
- List strengths
- Detail weaknesses
- Provide recommendations
Feedback Templates
Major Issue
[MAJOR] Section X, Page Y
Issue: [Clear description]
Impact: [Why this matters]
Suggestion: [How to address]
Minor Issue
[MINOR] Section X
Observation: [Description]
Suggestion: [Improvement]
Question
[QUESTION] Section X
The authors claim [X]. Could you clarify:
- [Specific question]
- [Related concern]
Review Report Structure
# Paper Review: [Title]
## Summary
[2-3 sentence overview]
## Strengths
1. [Strength with explanation]
2. [Strength with explanation]
## Weaknesses
### Major Issues
1. [Issue with suggestion]
### Minor Issues
1. [Issue with suggestion]
## Questions for Authors
1. [Question]
## Detailed Comments
[Section-by-section feedback]
## Recommendation
[ ] Accept
[ ] Minor Revision
[ ] Major Revision
[ ] Reject
Confidence: [1-5]
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 128 lines · 19 tokens per session scan A 4de6fb54a418
peer-review is a skill published in the GitHub repository Zaoqu-Liu/ScienceClaw (60 stars, last pushed 5mo ago), licensed MIT. It adds 19 tokens to every session and 610 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
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