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audit-paper-code-skill - Audit scientific paper claims against code

Audits scientific paper claims against authoritative Python repositories with traceable evidence and an interactive HTML report.

Tags

Updated: 2026-09-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Discover paper-code pairs
  • Pin paper and commit
  • Extract and freeze claims
  • Inventory repositories statically
  • Trace code evidence
  • Assess scientific coverage
  • Verify reproducibility consistency
  • Generate HTML audit reports

Inputs

  • Paper or PDF
  • Repository URL or local path
  • Paper title or identifier
  • Repository commit

Outputs

  • Source discovery record
  • Repository inventory
  • Frozen claim set
  • Evidence coverage ledgers
  • Interactive HTML report
  • Hashed audit manifest

Requirements

  • Repository read access
  • Paper or PDF access
  • User authorization for code execution
  • Isolated execution environment

Source

  • Spec: SKILL.md

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scientific auditing
paper-code consistency
Python repositories
reproducibility
static analysis
evidence tracing
Discover paper-code pairs
Pin paper and commit
Extract and freeze claims
Inventory repositories statically
Paper or PDF
Repository URL or local path
Paper title or identifier
Source discovery record
Repository inventory
Frozen claim set