Agent skill

Paper Claim Audit

by appleweiping in appleweiping/WEIPING_WIKI

Final pre-submission audit verifying every claim in the paper is backed by valid evidence.

MITAuto-check passed

Install Paper Claim Audit

skills CLI
$ npx skills add appleweiping/WEIPING_WIKI --skill paper-claim-audit -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install appleweiping/WEIPING_WIKI paper-claim-audit --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/appleweiping/WEIPING_WIKI.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/aris/skills/paper-claim-audit .claude/skills/paper-claim-audit && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
paper-claim-audit
GitHub stars
119
Token cost
~911 tokens
SKILL.md length
367 words
Files
1
Skills in repo
51
Repo updated
First seen
Licence
MIT

At a glance

Final pre-submission audit verifying every claim in the paper is backed by valid evidence.

  • Works in 5 steps: Claim Extraction → Evidence Verification → Overclaim Detection → …
  • User says paper-claim-audit
  • SKILL.md covers Decision Gate, Phase 1 — Claim Extraction, Phase 2 — Evidence Verification and Phase 3 — Overclaim Detection, plus 4 more sections
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Paper Claim Audit is an agent skill from appleweiping/WEIPING_WIKI. Final pre-submission audit verifying every claim in the paper is backed by valid evidence. The last gate before submission. Use when user says "paper-claim-audit", "论文声明审核", "final audit", "pre-submission check", or as the final ARIS step before submission.

Its SKILL.md is about 910 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

The repository describes itself as: knowledge base managed with an LLM workflow. The licence is MIT.

When your agent uses it

  • User says paper-claim-audit
  • Pre-submission check
  • As the final ARIS step before submission

Example prompts

  • “paper-claim-audit”
  • “论文声明审核”
  • “final audit”
  • “/paper-claim-audit”

Workflow steps

5 steps, taken from the step headings in SKILL.md.

  1. Claim Extraction
  2. Evidence Verification
  3. Overclaim Detection
  4. Consistency Check
  5. Final Verdict

What it can do on your machine

Read from SKILL.md and the folder at commit 76fdc42. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are markdown).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Paper Claim Audit loads about 911 tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 367 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~69
When it runs · the whole SKILL.md, loaded when a task matches
~911

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from appleweiping/WEIPING_WIKI at commit 76fdc42, republished under its MIT licence (© appleweiping). 367 words, ~911 tokens.

Download SKILL.mdSave it as .claude/skills/paper-claim-audit/SKILL.md (or your agent's skills folder).
name
paper-claim-audit
description
Final pre-submission audit verifying every claim in the paper is backed by valid evidence. The last gate before submission. Use when user says "paper-claim-audit", "论文声明审核", "final audit", "pre-submission check", or as the final ARIS step before submission.

Paper Claim Audit

The final gate. Every sentence that asserts something must have evidence. This is the difference between a paper that survives review and one that gets desk-rejected.

Decision Gate

Before running:

  • Paper is complete (all sections written)
  • Auto-review-loop passed (all scores ≥7)
  • Citation audit passed
  • paper/CLAIM_MAP.md exists

Phase 1 — Claim Extraction

Read the entire paper and extract every claim:

#ClaimSectionTypeEvidenceLabel
1"Our method outperforms X by Y%"ResultsEmpiricalTable 2paper_result
2"This is the first work to..."IntroNoveltyLiterature surveyverified
3"The complexity is O(n)"MethodTheoreticalProof in appendixproven

Claim types: Empirical, Theoretical, Novelty, Motivation, Assumption

Phase 2 — Evidence Verification

For each claim:

Empirical claims
  • Number matches the actual result (check raw data)
  • Statistical significance confirmed (p < 0.05)
  • Seeds ≥ 20 for paper_result label
  • Comparison is fair (same conditions)
Novelty claims ("first to...", "novel...")
  • Literature search confirms no prior work does exactly this
  • Claim is scoped correctly (not overclaiming)
Theoretical claims
  • Proof is complete and correct
  • Assumptions are stated explicitly
  • Edge cases addressed
Motivation claims ("X is important because...")
  • Supported by citation or widely accepted fact
  • Not overclaiming importance

Phase 3 — Overclaim Detection

Common overclaims to flag:

  • "significantly outperforms" without statistical test
  • "state-of-the-art" without comparing ALL recent methods
  • "first" without exhaustive literature search
  • Generalizing from one dataset to "all" scenarios
  • Causal language ("causes", "leads to") from correlational evidence

For each overclaim: suggest a hedged alternative.

Show full SKILL.md (131 more words)Show less

Phase 4 — Consistency Check

  1. Abstract vs Results: Do numbers in abstract match tables?
  2. Introduction claims vs Experiments: Does every intro claim have experimental support?
  3. Method description vs Code: Does the paper describe what the code actually does?
  4. Figure captions vs Text: Consistent terminology and numbers?

Phase 5 — Final Verdict

markdown
# Paper Claim Audit Report
Date: YYYY-MM-DD

## Verdict: READY FOR SUBMISSION / NEEDS REVISION

## Claim Summary
- Total claims: X
- Fully supported: Y
- Overclaims found: Z
- Unsupported claims: W

## Critical Issues (must fix before submission)
1. ...

## Overclaims (must hedge or remove)
1. Claim: "..." → Suggested: "..."

## Consistency Errors
1. ...

Handoff

  • Output: paper/CLAIM_AUDIT.md
  • If READY: Paper can be submitted
  • If NEEDS REVISION: Fix issues, re-run this audit
  • Update memory/facts/<project>-status.md with submission readiness

Hard Rules

  • EVERY empirical claim must trace to a specific table/figure with paper_result label
  • No "significantly" without a significance test
  • No "state-of-the-art" without comprehensive comparison
  • No "first" without documented literature search
  • Numbers in abstract MUST match numbers in tables (exact, not rounded differently)
  • This audit must be done by a different agent than the paper writer

© appleweiping, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in .claude/skills/aris/skills/paper-claim-audit of appleweiping/WEIPING_WIKI.

Open the folder on GitHubat commit 76fdc42

Compare with similar skills

Paper Claim Audit next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Paper Claim Audit compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Claim Audit this skillappleweiping/WEIPING_WIKI119—~911Automated safety check: PassMIT
Dos Verify Done Claimssickn33/agentic-awesome-skills47k1 repos~2.1kAutomated safety check: PassMIT
Verify ClaimsLeoYeAI/openclaw-master-skills2.2k—~4.9kAutomated safety check: PassMIT
Claimsruvnet/ruflo74k1 repos~1.1kAutomated safety check: PassMIT
Verify Thiscursor/plugins11k2 repos~693Automated safety check: PassNone
Verifyasgeirtj/system_prompts_leaks69k—~3kAutomated safety check: PassCC0-1.0

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Questions about Paper Claim Audit

What does Paper Claim Audit do?

Final pre-submission audit verifying every claim in the paper is backed by valid evidence. Paper Claim Audit is an agent skill from appleweiping/WEIPING_WIKI. Final pre-submission audit verifying every claim in the paper is backed by valid evidence.

When should I use Paper Claim Audit?

Paper Claim Audit fits situations like: user says paper-claim-audit; pre-submission check; as the final ARIS step before submission.

How do I install Paper Claim Audit in Claude Code?

Run `npx skills add appleweiping/WEIPING_WIKI --skill paper-claim-audit -a claude-code`. Or copy the skill folder (.claude/skills/aris/skills/paper-claim-audit in appleweiping/WEIPING_WIKI) into .claude/skills/paper-claim-audit in your project. Claude Code loads it when a task matches its description.

How do I install Paper Claim Audit in Codex?

Run `npx skills add appleweiping/WEIPING_WIKI --skill paper-claim-audit -a codex`. Or copy the skill folder (.claude/skills/aris/skills/paper-claim-audit in appleweiping/WEIPING_WIKI) into .agents/skills/paper-claim-audit in your project. Codex loads it when a task matches its description.

Can I use Paper Claim Audit in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add appleweiping/WEIPING_WIKI --skill paper-claim-audit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paper-claim-audit, .gemini/skills/paper-claim-audit, .github/skills/paper-claim-audit and .opencode/skills/paper-claim-audit in your project.

What does Paper Claim Audit need to run?

SKILL.md names no scripts, command-line tools or credentials: Paper Claim Audit is instructions for the agent only.

Does Paper Claim Audit access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Paper Claim Audit safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Paper Claim Audit use?

Paper Claim Audit is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Paper Claim Audit use?

About 911 tokens (SKILL.md is roughly 3.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Paper Claim Audit?

Skills that share tags, products or a category with Paper Claim Audit: Dos Verify Done Claims (sickn33/agentic-awesome-skills, 47k stars), Verify Claims (LeoYeAI/openclaw-master-skills, 2.2k stars), Claims (ruvnet/ruflo, 74k stars) and Verify This (cursor/plugins, 11k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Claim Audit?

appleweiping (a GitHub user) maintains it in appleweiping/WEIPING_WIKI, which has 119 GitHub stars. The repository holds 51 skills in this directory. The repository was last updated on August 26, 2026.

Source: appleweiping/WEIPING_WIKI on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.