Comm Lit Review Claude Single
AI4Scientist/nano-scientist
Communications-domain literature review with Claude-style knowledge-base-first retrieval.
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.
$ npx skills add ZimoLiao/scholaraio --skill citation-check -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ZimoLiao/scholaraio citation-check --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/citation-check .claude/skills/citation-check && 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 "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .claude/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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/citation-checkType 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 citation-check -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ZimoLiao/scholaraio citation-check --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/citation-check .agents/skills/citation-check && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .agents/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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 citation-check -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ZimoLiao/scholaraio citation-check --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/citation-check .cursor/skills/citation-check && 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 "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .cursor/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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/citation-check--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 citation-check -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ZimoLiao/scholaraio citation-check --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/citation-check .gemini/skills/citation-check && 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 "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .gemini/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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 citation-checkInstalls 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 citation-check -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/citation-check .github/skills/citation-check && 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 "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .github/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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 citation-check -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 citation-check --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/citation-check .opencode/skills/citation-check && 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 "citation-check" agent skill from https://github.com/ZimoLiao/scholaraio/tree/main/.claude/skills/citation-check into .opencode/skills/citation-check/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "citation-check", 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.
citation-checkA 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.
Citation Check is an agent skill from ZimoLiao/scholaraio. Use 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.
Its SKILL.md is about 450 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 Research & Science, covering Citation management and Knowledge bases. The repository describes itself as: Scholar All-In-One: A research infrastructure for AI agents. The licence is MIT.
Read from SKILL.md and the folder at commit 777628b. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Citation Check loads about 454 tokens when it runs. Until then it costs about 46 tokens; SKILL.md has 95 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.
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.
The full file from ZimoLiao/scholaraio at commit 777628b, republished under its MIT licence (© ZimoLiao). 95 words, ~454 tokens.
.claude/skills/citation-check/SKILL.md (or your agent's skills folder).检查文本中的引用是否真实、准确,防止 AI 幻觉引用和元数据错误。
重要背景:AI 生成的学术文本中约 40% 的引用可能是幻觉(编造的论文、张冠李戴、元数据拼凑)。即使是人类写的文本也常有年份/期刊名错误。本 skill 的目标是在投稿前消灭所有引用问题。
# 检查文件中的引用
scholaraio citation-check <file>
# 在工作区范围内验证
scholaraio citation-check <file> --ws <workspace-name>
# 从 stdin 读取
cat draft.md | scholaraio citation-checkCLI 自动提取 author-year 格式的引用(Author (Year)、(Author, Year)、Author & Author (Year)、Author et al. (Year) 等),在本地知识库中搜索匹配,输出每条引用的验证状态:
| 状态 | 含义 |
|---|---|
| VERIFIED | 本地库有唯一匹配,作者+年份一致 |
| AMBIGUOUS | 本地库有多条匹配,需人工确认 |
| NOT_IN_LIBRARY | 本地库中无此论文 |
对于 AMBIGUOUS 和 NOT_IN_LIBRARY 的结果,可进一步执行手动深度验证(见下文)。
用户提供待检查的文本(粘贴、文件路径、或指定 workspace 中的草稿文件)。 如有 workspace,优先在工作区范围内验证。
CLI 完成初步筛查后,对问题引用执行更细致的检查:
scholaraio search-author "<Author>" --limit 5
scholaraio usearch "<关键词 from title>" --limit 5在本地库中找到匹配论文后,核对:作者名、年份、标题、期刊是否一致。
如果本地库有匹配,读取 meta.json 中的 DOI 和详细元数据交叉比对。 如果本地库无匹配,提醒用户——该引用不在工作区/知识库中。
对于关键引用(支撑核心论点的),加载 L2-L3 检查:
scholaraio show <paper-id> --layer 3验证:文本中对该论文的描述是否与论文实际内容一致?是否存在过度解读或断章取义?
用户说:"帮我检查这段文字里的引用是否正确"
→ 先运行 scholaraio citation-check <file>,再对问题引用逐条深入验证
用户说:"检查 workspace/my-paper/introduction.md 里的引用"
→ 运行 scholaraio citation-check workspace/my-paper/introduction.md --ws my-paper
© ZimoLiao, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in .claude/skills/citation-check of ZimoLiao/scholaraio.
Open the folder on GitHubat commit 777628b
Citation Check 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 |
|---|---|---|---|---|---|---|
| Citation Check this skillZimoLiao/scholaraio | 577 | — | ~454 | Automated safety check: Pass | MIT | |
| Comm Lit Review Claude SingleAI4Scientist/nano-scientist | 128 | 4 repos | ~2.2k | Automated safety check: Notes | None | |
| Kb Answertechwolf-ai/ai-first-toolkit | 132 | — | ~1.5k | Automated safety check: Pass | MIT | |
| Obsidian Literature Workflowbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~976 | Automated safety check: Pass | Custom licence | |
| Maintain Codex Wikiaiskillstore/marketplace | 433 | 1 repos | ~2k | Automated safety check: Notes | None | |
| Knowledge Base Searchaipoch/medical-research-skills | 1.9k | — | ~1.6k | Automated safety check: Pass | MIT |
AI4Scientist/nano-scientist
Communications-domain literature review with Claude-style knowledge-base-first retrieval.
techwolf-ai/ai-first-toolkit
Answer questions using your project's knowledge base with evidence-backed citations.
brycewang-stanford/Auto-Empirical-Research-Skills
A skill your agent uses when the user keeps paper notes inside an Obsidian project knowledge base and wants filesystem-first literature review, explicit agent-first Zotero ingestion, Papers/ plus…
aiskillstore/marketplace
Maintain a review-first Markdown knowledge base for Codex practices with source provenance, engineering capture, citation-aware queries, explicit archive and promotion, and deterministic linting.
aipoch/medical-research-skills
Search and locate relevant content within a local knowledge base (files, indices, or PageIndex).
gmickel/gno
Search local documents, files, notes, and knowledge bases. An agent skill from gmickel/gno.
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…
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…
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.
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…
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…
ZimoLiao/scholaraio
A skill your agent uses when the user wants to survey a journal or field, fetch papers from OpenAlex, cluster topics, build exploration embeddings, or search named explore libraries under…
Categories
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. Citation Check is an agent skill from ZimoLiao/scholaraio. Use 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.
Citation Check fits situations like: the user wants to verify citations in AI-generated; human-written text against the local knowledge base and catch hallucinated; missing references.
Run `npx skills add ZimoLiao/scholaraio --skill citation-check -a claude-code`. Or copy the skill folder (.claude/skills/citation-check in ZimoLiao/scholaraio) into .claude/skills/citation-check in your project. Claude Code loads it when a task matches its description.
Run `npx skills add ZimoLiao/scholaraio --skill citation-check -a codex`. Or copy the skill folder (.claude/skills/citation-check in ZimoLiao/scholaraio) into .agents/skills/citation-check in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add ZimoLiao/scholaraio --skill citation-check -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/citation-check, .gemini/skills/citation-check, .github/skills/citation-check and .opencode/skills/citation-check in your project.
SKILL.md names no scripts, command-line tools or credentials: Citation Check is instructions for the agent only.
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.
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.
Citation Check is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 454 tokens (SKILL.md is roughly 1.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Citation Check: Comm Lit Review Claude Single (AI4Scientist/nano-scientist, 128 stars), Kb Answer (techwolf-ai/ai-first-toolkit, 132 stars), Obsidian Literature Workflow (brycewang-stanford/Auto-Empirical-Research-Skills, 4.6k stars) and Maintain Codex Wiki (aiskillstore/marketplace, 433 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
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.