Claims
ruvnet/ruflo
Claims-based authorization for agents and operations. An agent skill from ruvnet/ruflo.
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.
No licenceAuto-check: notes
Install Paper Claim Audit
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AI4Scientist/nano-scientist paper-claim-audit --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/paper-claim-audit .claude/skills/paper-claim-audit && rm -rf skills-srcUse ~/.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/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .claude/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-auditType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AI4Scientist/nano-scientist paper-claim-audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/paper-claim-audit .agents/skills/paper-claim-audit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .agents/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AI4Scientist/nano-scientist paper-claim-audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/paper-claim-audit .cursor/skills/paper-claim-audit && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .cursor/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AI4Scientist/nano-scientist.git --path skills/paper-claim-audit--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AI4Scientist/nano-scientist paper-claim-audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/paper-claim-audit .gemini/skills/paper-claim-audit && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .gemini/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AI4Scientist/nano-scientist paper-claim-auditInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/paper-claim-audit .github/skills/paper-claim-audit && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .github/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AI4Scientist/nano-scientist paper-claim-audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/paper-claim-audit .opencode/skills/paper-claim-audit && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "paper-claim-audit" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/paper-claim-audit into .opencode/skills/paper-claim-audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-claim-audit", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
paper-claim-audit- GitHub stars
- 128
- Used in
- 1 other repo
- Token cost
- ~3.1k tokens
- SKILL.md length
- 755 words
- Files
- 1
- Skills in repo
- 74
- Repo updated
- First seen
- Licence
- None found
At a glance
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.
- Works in 4 steps: Collect Files (Executor — Claude) → Fresh Reviewer Audit (GPT-5.4 — NEW… → Write Report (Executor — Claude) → …
- User says 审查论文数据
- SKILL.md covers Why This Exists, How This Differs From Other…, Core Principle and Workflow, plus 5 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 AI4Scientist/nano-scientist. Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Uses a fresh cross-model reviewer with NO prior context to prevent confirmation bias. Use when user says "审查论文数据", "check paper claims", "verify numbers", "论文数字核对", or before submission to ensure paper-to-evidence fidelity.
Its SKILL.md is about 3.1k 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: An autonomous research agent that turns a topic into a peer-reviewed technical report.
When your agent uses it
- User says 审查论文数据
- Check paper claims
- Before submission to ensure paper-to-evidence fidelity
Example prompts
- “审查论文数据”
- “check paper claims”
- “verify numbers”
- “/paper-claim-audit”
Requirements
- Pre-approved tools (allowed-tools): Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Collect Files (Executor — Claude)
- Fresh Reviewer Audit (GPT-5.4 — NEW thread, no reply)
- Write Report (Executor — Claude)
- Print Summary
What it can do on your machine
Read from SKILL.md and the folder at commit 7132192. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
Bash(*)ReadWriteEditGrepGlobAgentmcp__codex__codex
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 and json).
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 3.1k tokens when it runs. Until then it costs about 88 tokens; SKILL.md has 755 words of instructions outside code blocks.
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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
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
Without a licence we can't republish the file, so here is its outline and opening line. It has 755 words (~3,109 tokens).
“Verify that every claim in the paper matches raw evidence for: $ARGUMENTS”
- name
- paper-claim-audit
- allowed-tools
- Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
- argument-hint
- paper-directory
Files
Just SKILL.md in skills/paper-claim-audit of AI4Scientist/nano-scientist.
Open the folder on GitHubat commit 7132192
Used in 1 other repository
We found 2 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 1 other GitHub owner. This page covers the copy in AI4Scientist/nano-scientist, which our catalogue first saw on October 7, 2026.
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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Paper Claim Audit this skillAI4Scientist/nano-scientist | 128 | 1 repos | ~3.1k | Automated safety check: Notes | None | |
| Claimsruvnet/ruflo | 74k | 1 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Paper Claim Auditwanshuiyin/Auto-claude-code-research-in-sleep | 17k | 1 repos | ~3.5k | Automated safety check: Notes | MIT | |
| Zero Trustsickn33/agentic-awesome-skills | 47k | 2 repos | ~3.2k | Automated safety check: Pass | MIT | |
| Gaia Architecture Comparisonruvnet/ruflo | 74k | — | ~1.3k | Automated safety check: Notes | MIT | |
| Cloudflare Zero Trustsickn33/agentic-awesome-skills | 47k | 2 repos | ~2.8k | Automated safety check: Warn | MIT |
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Questions about Paper Claim Audit
What does Paper Claim Audit do?
Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files. Paper Claim Audit is an agent skill from AI4Scientist/nano-scientist. Zero-context verification that every number, comparison, and scope claim in the paper matches raw result files.
When should I use Paper Claim Audit?
Paper Claim Audit fits situations like: user says 审查论文数据; check paper claims; before submission to ensure paper-to-evidence fidelity.
How do I install Paper Claim Audit in Claude Code?
Run `npx skills add AI4Scientist/nano-scientist --skill paper-claim-audit -a claude-code`. Or copy the skill folder (skills/paper-claim-audit in AI4Scientist/nano-scientist) 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 AI4Scientist/nano-scientist --skill paper-claim-audit -a codex`. Or copy the skill folder (skills/paper-claim-audit in AI4Scientist/nano-scientist) 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 AI4Scientist/nano-scientist --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. Its frontmatter pre-approves these tools: Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex.
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 notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Paper Claim Audit use?
No licence was found for Paper Claim Audit or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Paper Claim Audit use?
About 3.1k tokens (SKILL.md is roughly 12k 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: Claims (ruvnet/ruflo, 74k stars), Paper Claim Audit (wanshuiyin/Auto-claude-code-research-in-sleep, 17k stars), Zero Trust (sickn33/agentic-awesome-skills, 47k stars) and Gaia Architecture Comparison (ruvnet/ruflo, 74k 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?
AI4Scientist (a GitHub organization) maintains it in AI4Scientist/nano-scientist, which has 128 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on June 3, 2026.
Source: AI4Scientist/nano-scientist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.