Question2report
refraction-ray/xalpha
Turn a natural-language financial question into a polished, self-contained HTML report.
A skill your agent uses when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
Install Audit
$ npx skills add ZimoLiao/scholaraio --skill audit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ZimoLiao/scholaraio 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/ZimoLiao/scholaraio.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/audit .claude/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .claude/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/ZimoLiao/scholaraio/tree/main/.claude/skills/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 ZimoLiao/scholaraio --skill audit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ZimoLiao/scholaraio audit --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/audit .agents/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .agents/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 ZimoLiao/scholaraio --skill audit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ZimoLiao/scholaraio audit --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/audit .cursor/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .cursor/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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/ZimoLiao/scholaraio.git --path .claude/skills/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 ZimoLiao/scholaraio --skill audit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ZimoLiao/scholaraio audit --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/audit .gemini/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .gemini/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 ZimoLiao/scholaraio 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 ZimoLiao/scholaraio --skill audit -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/audit .github/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .github/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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 ZimoLiao/scholaraio --skill 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 ZimoLiao/scholaraio audit --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ZimoLiao/scholaraio.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/audit .opencode/skills/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 "audit" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/audit into .opencode/skills/audit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "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
audit- GitHub stars
- 577
- Token cost
- ~415 tokens
- SKILL.md length
- 99 words
- Files
- 1
- Skills in repo
- 43
- Repo updated
- First seen
- Licence
- MIT
At a glance
A skill your agent uses when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
- The user wants to check paper-library data quality
- SKILL.md covers 阶段一：规则化检查, 阶段二：LLM 深度诊断（title_mismatch 专项）, 阶段三：修复 and 检查规则, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Diagnose missing metadata
What it does
Audit is an agent skill from ZimoLiao/scholaraio. Use when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
Its SKILL.md is about 420 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Data cleaning. The repository describes itself as: Scholar All-In-One: A research infrastructure for AI agents. The licence is MIT.
When your agent uses it
- The user wants to check paper-library data quality
- Diagnose missing metadata
- Filename issues
- Title mismatches
Example prompts
- “/audit”
What it can do on your machine
Read from SKILL.md and the folder at commit 777628b. 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 bash).
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
Audit loads about 415 tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 99 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 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 ZimoLiao/scholaraio at commit 777628b, republished under its MIT licence (© ZimoLiao). 99 words, ~415 tokens.
Download SKILL.mdSave it as
.claude/skills/audit/SKILL.md (or your agent's skills folder).- name
- audit
- description
- Use when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
论文审计
检查已入库论文的数据质量。分阶段：规则化检查（自动）+ LLM 深度诊断（对可疑项）+ 自动修复。
阶段一：规则化检查
scholaraio audit [--severity error|warning|info]问题按严重程度分类：
- 错误：缺少标题、缺少 MD 文件、JSON 解析失败、DOI 重复
- 警告：缺少 DOI/摘要/年份/作者/期刊、MD 过短、标题不一致、文件名年份不匹配
- 提示：文件名不符合规范格式
阶段二：LLM 深度诊断（title_mismatch 专项）
对每篇 title_mismatch 论文，用 Read 工具读取 meta.json 和 paper.md（前 80 行），提取最像标题的候选（不只看首个 H1），判断：
- MD 正文的实际主题/标题是否与 JSON 元数据一致
- 无害（封面/前言页、MinerU 标题识别问题）vs 真正的内容错配
阶段三：修复
对确认的错配，使用 repair 命令：
# 先 dry-run 预览
scholaraio repair "<paper-id>" --title "正确标题" [--author "一作"] [--year YYYY] [--doi "10.xxx/..."] --dry-run
# 确认后执行
scholaraio repair "<paper-id>" --title "正确标题" [--author "一作"] [--year YYYY] [--doi "10.xxx/..."] [--no-api]
# 修复后重建索引
scholaraio pipeline reindex检查规则
| 规则 | 级别 | 说明 |
|---|---|---|
missing_title | error | 缺少标题 |
missing_md | error | JSON 无对应 MD 文件 |
duplicate_doi | error | DOI 重复 |
missing_doi | warning | 缺少 DOI（document / patent 等非论文类型通常不报） |
missing_abstract | warning | 缺少摘要 |
title_mismatch | warning | JSON 标题与 MD 前 80 行里的标题候选不一致 |
nonstandard_filename | info | 文件名不符合规范格式 |
补充判断口径：
paper_type为空时，仍按普通论文保守检查missing_doi/missing_journaldissertation、document、technical-report、lecture-notes等非 article 类型，优先警惕封面/前言页导致的title_mismatch误报
示例
用户说："帮我检查一下论文库有没有问题" → 执行阶段一规则化检查
用户说："深度检查" → 执行阶段一 + 阶段二（LLM 逐篇诊断 title_mismatch）
用户说："修复那些错配的论文" → 执行阶段三
© ZimoLiao, 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/audit of ZimoLiao/scholaraio.
Open the folder on GitHubat commit 777628b
Compare with similar skills
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 |
|---|---|---|---|---|---|---|
| Audit this skillZimoLiao/scholaraio | 577 | — | ~415 | Automated safety check: Pass | MIT | |
| Question2reportrefraction-ray/xalpha | 2.7k | — | ~3.2k | Automated safety check: Pass | MIT | |
| Dingo VerifyMigoXLab/dingo | 757 | — | ~741 | Automated safety check: Notes | Apache-2.0 | |
| Data Validationplatonai/Browser4 | 1.2k | — | ~896 | Automated safety check: Pass | Apache-2.0 | |
| Pandas ProJeffallan/claude-skills | 12k | 1 repos | ~1.5k | Automated safety check: Pass | MIT | |
| Issues DeduplicationJetBrains/ideavim | 10k | — | ~1.3k | Automated safety check: Pass | MIT |
Similar skills
Dingo Verify
MigoXLab/dingo
A skill your agent uses when the user wants to fact-check an article or verify factual claims in a document.
Data Validation
platonai/Browser4
Validates data against common and custom rules (required fields, formats, ranges).
Pandas Pro
Jeffallan/claude-skills
Handles pandas DataFrame work: cleaning, merging, groupby aggregation, pivots, time-series resampling and memory tuning, with checks on dtypes, shapes and nulls.
- Official
Issues Deduplication
JetBrains/ideavim
Handles deduplication of YouTrack issues. An agent skill from JetBrains/ideavim.
Openbb Data Fetcher
monarchjuno/vibe-investing
Fetch financial, market, economic, fundamental, news, options, crypto, ETF, index, and macro data through the OpenBB Python interface instead of the OpenBB MCP server.
More from ZimoLiao/scholaraio
All 43 skills in this repoDocument
ZimoLiao/scholaraio
A skill your agent uses when the user wants to create or inspect DOCX, PPTX, or XLSX files, generate a downloadable Office deliverable, or verify its structure and layout warnings with scholaraio…
Academic Writing
ZimoLiao/scholaraio
A skill your agent uses when the user needs help choosing or organizing an academic-writing workflow by deliverable, stage, or format, including review articles, guided reading, paper sections, PPT…
Arxiv
ZimoLiao/scholaraio
A skill your agent uses when the user wants to browse arXiv preprints, search arXiv directly, fetch a PDF by arXiv ID or URL, or send a preprint into the ScholarAIO ingest pipeline.
Bioinformatics
ZimoLiao/scholaraio
A skill your agent uses when working on bioinformatics workflows such as alignment, variant calling, phylogenetics, or protein-structure analysis, especially across BLAST, minimap2, samtools…
Citation Check
ZimoLiao/scholaraio
A skill your agent uses when the user wants to verify citations in AI-generated or human-written text against the local knowledge base and catch hallucinated, wrong, or missing references.
Draw
ZimoLiao/scholaraio
A skill your agent uses when the user wants diagrams, flowcharts, architecture visuals, data relationships, timelines, concept maps, Mermaid, Graphviz, drawio, or polished paper figures generated…
Related
Categories
Questions about Audit
What does Audit do?
A skill your agent uses when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems. Audit is an agent skill from ZimoLiao/scholaraio. Use when the user wants to check paper-library data quality, diagnose missing metadata, filename issues, DOI duplicates, title mismatches, or repairable metadata problems.
When should I use Audit?
Audit fits situations like: the user wants to check paper-library data quality; diagnose missing metadata; filename issues; title mismatches.
How do I install Audit in Claude Code?
Run `npx skills add ZimoLiao/scholaraio --skill audit -a claude-code`. Or copy the skill folder (.claude/skills/audit in ZimoLiao/scholaraio) into .claude/skills/audit in your project. Claude Code loads it when a task matches its description.
How do I install Audit in Codex?
Run `npx skills add ZimoLiao/scholaraio --skill audit -a codex`. Or copy the skill folder (.claude/skills/audit in ZimoLiao/scholaraio) into .agents/skills/audit in your project. Codex loads it when a task matches its description.
Can I use 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 ZimoLiao/scholaraio --skill 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/audit, .gemini/skills/audit, .github/skills/audit and .opencode/skills/audit in your project.
What does Audit need to run?
SKILL.md names no scripts, command-line tools or credentials: Audit is instructions for the agent only.
Does 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 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 Audit use?
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 Audit use?
About 415 tokens (SKILL.md is roughly 1.7k 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 Audit?
Skills that share tags, products or a category with Audit: Question2report (refraction-ray/xalpha, 2.7k stars), Dingo Verify (MigoXLab/dingo, 757 stars), Data Validation (platonai/Browser4, 1.2k stars) and Pandas Pro (Jeffallan/claude-skills, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Audit?
ZimoLiao (a GitHub user) maintains it in ZimoLiao/scholaraio, which has 577 GitHub stars. The repository holds 43 skills in this directory. The repository was last updated on September 25, 2026.
Source: ZimoLiao/scholaraio on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.