paper-audit

Warn

Audited by Runlayer on Mar 13, 2026

Risk Level: MEDIUM
Scan Summary
Max Score
75%
Files
31
Flagged
5
Chunks
44
Flagged Files (5)
paper-audit/scripts/audit.pyMEDIUM
75.2%

Tool passed security scan

Resource Abuse

paper-audit/scripts/scholar_eval.pyLOW
70.6%

Tool passed security scan

Risky tool definition detected

Description: int: """CLI entry point.""" parser = argparse.ArgumentParser( description="ScholarEval 8-Dimension Assessment Framework", formatter_class=argparse.RawDescriptionHelpFormatter, epilog=""" Examples: python scholar_eval.py --audit-json audit_result.json python scholar_eval.py --audit-json audit_result.json --llm-json llm_scores.json python scholar_eval.py --audit-json audit_result.json --json """, ) parser.add_argument( "--audit-json", required=True, help="Path to audit result JSON (li

paper-audit/scripts/report_generator.pyLOW
65.4%

Tool passed security scan

paper-audit/examples/review_example.mdLOW
62.4%

Tool passed security scan

paper-audit/agents/synthesis_agent.mdLOW
51.7%

Tool passed security scan

Passed Files (26)Click to expand
paper-audit/SKILL.mdOK
49.5%

Tool passed security scan

paper-audit/scripts/check_citations.pyOK
47.3%

Tool passed security scan

paper-audit/references/editorial_decision_standards.mdOK
41.8%

Tool passed security scan

paper-audit/agents/openai.yamlOK
32.5%

Tool passed security scan

paper-audit/scripts/check_references.pyOK
31.1%

Tool passed security scan

paper-audit/references/QUICK_REFERENCE.mdOK
21.6%

Tool passed security scan

paper-audit/agents/methodology_reviewer_agent.mdOK
18.3%

Tool passed security scan

paper-audit/examples/gate_example.mdOK
18.3%

Tool passed security scan

paper-audit/examples/self_check_example.mdOK
17.5%

Tool passed security scan

paper-audit/scripts/parsers.pyOK
15.4%

Tool passed security scan

paper-audit/references/POLISH_GUIDE.mdOK
15.3%

Tool passed security scan

paper-audit/references/quality_rubrics.mdOK
13.8%

Tool passed security scan

paper-audit/references/CHECKLIST.mdOK
11.2%

Tool passed security scan

paper-audit/scripts/detect_language.pyOK
8.7%

Tool passed security scan

paper-audit/templates/audit_report_template.mdOK
8.3%

Tool passed security scan

paper-audit/scripts/pdf_parser.pyOK
8.1%

Tool passed security scan

paper-audit/references/SCHOLAR_EVAL_GUIDE.mdOK
7.6%

Tool passed security scan

paper-audit/evals/evals.jsonOK
7.4%

Tool passed security scan

paper-audit/references/REVIEW_CRITERIA.mdOK
6.6%

Tool passed security scan

paper-audit/references/AUDIT_GUIDE.mdOK
6.4%

Tool passed security scan

paper-audit/scripts/visual_check.pyOK
6.4%

Tool passed security scan

paper-audit/references/FORBIDDEN_TERMS.mdOK
6.1%

Tool passed security scan

paper-audit/templates/revision_roadmap_template.mdOK
5.3%

Tool passed security scan

paper-audit/agents/critical_reviewer_agent.mdOK
4.6%

Tool passed security scan

paper-audit/agents/domain_reviewer_agent.mdOK
4.2%

Tool passed security scan

paper-audit/templates/review_report_template.mdOK
1.9%

Tool passed security scan

Audit Metadata
Max File Score
75%
Classification
KNOWN_SERVER_ALL_UNKNOWN
Files Scanned
31
Files Flagged
5
Chunks Analyzed
44
Analyzed
Mar 13, 2026, 11:14 PM
Security Audit — runlayer — paper-audit