Skill audit report
scientific-writing Audit report.
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRAD structure, citations (APA/AMA/Vancouver), figures/tables, reporting guidelines (CONSORT/STROBE/PRISMA), for research papers and journal submissions.
OpenAgentSkill Trust Score
OpenAgentSkill Trust Score
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
GitHub adoption
PASS86
3.7K GitHub stars
Stars/forks activity
PASS83
3.7K stars, 467 forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
2mo since push
License clarity
PASS86
MIT license
README/SKILL.md completeness
INFO76
Public metadata needs stronger README/SKILL.md context
Dependency/runtime risk
INFO72
command execution surface
Install availability
PASS92
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill scientific-writing
Install command safety
PASS92
standard package or runtime install path
Permission surface
WARN48
shell or command execution, filesystem or document access
Repository evidence
PASS86
https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/03-K-Dense-AI-claude-scientific-skills/scientific-writing
Review status
INFO66
AI review data available
Agent Proven outcomes
INFO54
No agent outcome data yet
Checks
Install and adoption review
Install path
92
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill scientific-writing
Repository
88
https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/03-K-Dense-AI-claude-scientific-skills/scientific-writing
License
86
MIT license
Maintenance
88
2mo since push
AI review
55
Skill references external skills (research-lookup, scientific-schematics) that are not included in this submission, which may cause runtime failures if those skills are unavailable.
README/SKILL.md completeness
84
Usable description available
Dependency risk
72
command execution surface
Install command safety
92
standard package or runtime install path
Permission surface
48
shell or command execution, filesystem or document access
Stars/forks activity
83
3.7K stars, 467 forks; issue activity unavailable in current metadata
Adoption
88
3.7K GitHub stars
Warnings
- Permission surface may require sandboxing
- Skill references external skills (research-lookup, scientific-schematics) that are not included in this submission, which may cause runtime failures if those skills are unavailable.
- The skill mandates a minimum number of figures for each document type, which may be overly prescriptive and could lead to unnecessary resource consumption or forced visual elements that do not add value.
- No explicit limitations or safe operating boundaries are documented in SKILL.md, though the skill is primarily instructional and not inherently risky.
- Quality score needs review
- Permission surface needs review: shell or command execution, filesystem or document access
- Permission surface: shell or command execution, filesystem or document access
Method
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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