PA

paper-audit-claims

Evaluates the scientific rigor of claims, arguments, and causal chains in project docs.

Install

mkdir -p .claude/skills/paper-audit-claims && curl -L -o skill.zip "https://agentskills.codes/api/skills/download/13268" && unzip -o skill.zip -d .claude/skills/paper-audit-claims && rm skill.zip

Installs to .claude/skills/paper-audit-claims

Activation

This is the description your AI agent reads to decide when to run this skill — the better it matches your request, the more reliably it fires.

Audit claims, causal chains, and conclusions in the manuscript or project design docs for scientific rigor. Use when the user asks to check claims, verify arguments, test causal chains, check for overclaiming, or before finalizing any section that makes empirical or causal assertions.
285 chars✓ has a “when” triggerlonger than Claude Code's old 250-char listing cap (fine on current versions)
Advanced

Key capabilities

  • Audit claims for scientific rigor
  • Verify arguments in manuscripts
  • Test causal chains in design documents
  • Check for overclaiming
  • Evaluate support for assertions
  • Flag writing-quality signals

How it works

The skill audits claims, causal chains, and conclusions in documents for scientific rigor, identifying overclaiming and evaluating whether arguments are supported by available evidence and mechanisms.

Inputs & outputs

You give it
Manuscript or project design documents with empirical or causal assertions
You get back
Audited claims with location, conditions for truth, support level, and suggested revisions

When to use paper-audit-claims

  • Auditing scientific claims
  • Verifying causal chains
  • Checking for overclaiming

About this skill

paper-audit-claims: claim audit for the decentralized-curation manuscript

When to use

Trigger when the user asks to audit claims, check for overclaims, verify causal chains, test assertions, or evaluate whether an argument is supported by the evidence and mechanisms actually available. Also trigger as a pre-merge check on any prose change that adds or strengthens a causal claim.

Delegate methodology to

claude-scientific-writer:scientific-critical-thinking for the claim-extraction and evidence-sufficiency workflow.

Project-specific targets

  • Causal claims about incentive alignment and mechanism-as-proof reasoning in paper.qmd.
  • Uniqueness / sufficiency claims in projects/*/design.md and projects/*/blueprint.md.
  • Red-team robustness claims: cross-check against context/attack-and-defense-log.md, which tracks integrated attacks and defenses.

Project Design Principles to uphold

  • NoNeedForGovernance > Good Governance > Bad Governance > No Governance. Flag designs that justify added governance without ruling out the simpler "no governance needed" case.
  • Do not decompose quality further than your mechanisms can distinguish. Two mechanisms (challenge-based accuracy, coherence-based relevance) mean two dimensions. A third dimension without a third mechanism is noise. (Corollary of Wang and Strong's "decompose quality before you mechanize it.")

Writing-quality signals to flag

  • "Proves" when "suggests" is warranted.
  • Universal claims from limited examples.
  • Unfalsifiable assertions.
  • Mechanism-as-proof claims: describing design as if design proves correct behavior.
  • Appeals to absence of evidence.

Output shape

For each claim: (1) the claim verbatim with location; (2) what would need to hold for it to be true; (3) whether support is strong / mixed / weak / absent; (4) suggested revision or evidence needed.

Limitations

  • The skill focuses on claims about incentive alignment and mechanism-as-proof reasoning in `paper.qmd`.
  • The skill focuses on uniqueness / sufficiency claims in `projects/*/design.md` and `projects/*/blueprint.md`.
  • The skill cross-checks reliable claims against `context/attack-and-defense-log.md`.

How it compares

This skill provides a structured audit for scientific rigor, unlike a general review of document content.

Compared to similar skills

paper-audit-claims side by side with the closest alternatives in the catalog.

SkillInstallsUpdatedSafetyDifficulty
paper-audit-claims (this skill)03moNo flagsAdvanced
citation-management237moReviewBeginner
microsoft-docs104moReviewBeginner
peer-review117moReviewAdvanced

Try saying

Example prompts that trigger this skill in your AI assistant.

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