Skill audit report
auto-paper-improvement-loop Audit report.
Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says \"改论文\", \"improve paper\", \"论文润色循环\", \"auto improve\", or wants to iteratively polish a generated paper.
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
PASS100
16K GitHub stars
Stars/forks activity
PASS97
16K stars, 1.4K forks; issue activity unavailable in current metadata
Recent maintenance
PASS88
2mo since push
License clarity
PASS86
MIT
README/SKILL.md completeness
PASS94
Metadata includes enough usage and workflow context
Dependency/runtime risk
WARN46
command execution surface, credential or environment access
Install availability
PASS92
npx skills add wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop
Install command safety
PASS92
standard package or runtime install path
Permission surface
FAIL18
secrets or environment access, shell or command execution
Repository evidence
PASS86
https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop
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 wanshuiyin/Auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop
Repository
88
https://github.com/wanshuiyin/Auto-claude-code-research-in-sleep/tree/main/skills/auto-paper-improvement-loop
License
86
MIT
Maintenance
88
2mo since push
AI review
55
The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.
README/SKILL.md completeness
94
Usable description available
Dependency risk
46
command execution surface, credential or environment access
Install command safety
92
standard package or runtime install path
Permission surface
18
secrets or environment access, shell or command execution
Stars/forks activity
97
16K stars, 1.4K forks; issue activity unavailable in current metadata
Adoption
88
16K GitHub stars
Warnings
- Dependency or permission surface needs review
- Permission surface may require sandboxing
- The skill references a specific model 'gpt-5.6-sol' which may not be available or may be a placeholder; this could cause runtime failures if the model is not accessible.
- The argument hint uses an em dash (—) instead of double hyphen (--) for options like 'style-ref' and 'edit-whitelist', which could lead to parsing errors in some environments.
- The skill relies on external MCP tools (mcp__codex__codex) that may not be installed or configured, potentially limiting portability.
- Permission surface needs review: secrets or environment access, shell or command execution
- Dependency/runtime risk: command execution surface, credential or environment access
- Permission surface: secrets or environment access, shell or command execution
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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