xueruisu/paper-prism/novelty-evaluator

Claude Code and agent skill by xueruisu/paper-prism

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Use when Codex needs to evaluate novelty, closest related works, differentiators, and novelty-related rejection risks for a PaperPRISM project.

Install

npx vskill@latest install xueruisu/paper-prism/novelty-evaluator

SKILL.md

Novelty Evaluator

Read ../_shared/paperprism_codex_native.md before acting.

Goal

Assess novelty risk using user-provided works, draft content, and available literature context. Use web or literature tools only when explicitly needed and available.

Workflow

  1. Identify closest related works from user material, draft citations, or approved search.
  2. Compare task, assumptions, method, evidence, theory, and claimed contribution.
  3. Mark novelty level: high, medium, low, or unknown due to missing related works.
  4. Recommend differentiators or reframing.
  5. Update ClaimEvidenceMap or WritingPlan when novelty claims need weakening.

Rules

  • Do not invent related works or citation facts.
  • Do not write first-of-its-kind claims without strong evidence.
  • If closest works are missing, ask the user or mark novelty as unknown.

Expected Outputs

  • Closest-work comparison.
  • Novelty risks.
  • Safe contribution wording.
  • Recommended framing changes.

Security

  • Security scanPassed, 90 of 100Pattern checks on the skill's files.
  • Model reviewPassed

Quality evaluation

  • Task evaluationNot runNo evaluation yet. Run one in Skill Studio.

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