Systematic Review Screener
Imbad0202/academic-research-skills
Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.
Build evidence-aware bilingual literature reviews and interactive dashboards from a local Zotero library or a new topic search.
$ npx skills add xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install xuezheng627/zotero-literature-visualizer zotero-literature-visualizer --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/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/zotero-literature-visualizer .claude/skills/zotero-literature-visualizer && 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 "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .claude/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizerType 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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install xuezheng627/zotero-literature-visualizer zotero-literature-visualizer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .agents/skills && cp -r skills-src/zotero-literature-visualizer .agents/skills/zotero-literature-visualizer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .agents/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install xuezheng627/zotero-literature-visualizer zotero-literature-visualizer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/zotero-literature-visualizer .cursor/skills/zotero-literature-visualizer && 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 "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .cursor/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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/xuezheng627/zotero-literature-visualizer.git --path zotero-literature-visualizer--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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install xuezheng627/zotero-literature-visualizer zotero-literature-visualizer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/zotero-literature-visualizer .gemini/skills/zotero-literature-visualizer && 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 "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .gemini/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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 xuezheng627/zotero-literature-visualizer zotero-literature-visualizerInstalls 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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .github/skills && cp -r skills-src/zotero-literature-visualizer .github/skills/zotero-literature-visualizer && 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 "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .github/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install xuezheng627/zotero-literature-visualizer zotero-literature-visualizer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/xuezheng627/zotero-literature-visualizer.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/zotero-literature-visualizer .opencode/skills/zotero-literature-visualizer && 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 "zotero-literature-visualizer" agent skill from https://github.com/xuezheng627/zotero-literature-visualizer/tree/main/zotero-literature-visualizer into .opencode/skills/zotero-literature-visualizer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "zotero-literature-visualizer", 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.
zotero-literature-visualizerBuild evidence-aware bilingual literature reviews and interactive dashboards from a local Zotero library or a new topic search.
Zotero Literature Visualizer is an agent skill from xuezheng627/zotero-literature-visualizer. Build evidence-aware bilingual literature reviews and interactive dashboards from a local Zotero library or a new topic search. Use for Zotero PDF analysis, paper classification, bilingual research cards, journal-quality verification, citation networks, reading-state dashboards, or Zotero write-back.
Its SKILL.md is about 2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 29 other files, including scripts and reference files (for example `PRIVACY.md`, `README.md` and `agents/openai.yaml`).
It sits in Research & Science, covering Citation management and Translation. It works with Zotero. The repository describes itself as: 面向 Codex 的 Zotero 文献整理与可视化 skill:支持文献检索、全文下载流程、Zotero PDF 直读、自动分类总结,并生成中英文交互式文献 dashboard。 English Description A Codex skill for Zotero-based literature organization and… The licence is MIT.
7 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit cc698cd. 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.
Ships 1 file in scripts/, which the agent can run.
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 these keys or tokens, usually read from environment variables:
ZOTERO_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Zotero Literature Visualizer loads about 2k tokens when it runs, and up to ~7.7k if it reads all its reference files. Until then it costs about 83 tokens; SKILL.md has 777 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); the scripts in this folder are not scanned.
The full file from xuezheng627/zotero-literature-visualizer at commit cc698cd, republished under its MIT licence (© xuezheng627). 777 words, ~2,012 tokens.
.claude/skills/zotero-literature-visualizer/SKILL.md (or your agent's skills folder). This skill also uses 24 other files; get the full folder from GitHub.Turn either a local Zotero library or a research topic into a reproducible literature workspace containing normalized metadata, evidence-aware paper notes, a bilingual synthesis, and an offline interactive dashboard.
Bundled scripts perform deterministic collection, Zotero snapshot reading, metadata normalization, dashboard rendering, citation-network enrichment, and optional Zotero API writes. The agent remains responsible for scholarly judgment: relevance screening, evidence verification, full-text interpretation, taxonomy design, and paper-specific bilingual summaries.
| User intent | Workflow | Read first |
|---|---|---|
| Analyze an existing Zotero library | Local Zotero mode | references/zotero-workflows.md |
| Add papers, tags, notes, or reading state to Zotero | Zotero API/write-back mode | references/zotero-workflows.md |
| Search and review a new topic | Discovery mode | references/discovery-workflow.md |
| Verify Impact Factor or CAS partition claims | Quality evidence | references/quality-and-evidence.md |
| Build or refine the interactive dashboard | Dashboard mode | references/dashboard-workflow.md and references/dashboard-spec.md |
Do not combine modes automatically. In particular, do not apply the discovery workflow's journal or date defaults to a user's existing Zotero library unless requested.
examples/demo-review as synthetic demonstration data only.zotero.sqlite directly.ZOTERO_API_KEY or a user-supplied file outside the skill directory. Never print or commit them.full_text, abstract_only, and metadata_only evidence states.Use a run directory outside the skill, normally <workspace>/literature-reviews/<topic-slug>/.
Expected core files:
metadata/papers.json and metadata/papers.csv: normalized paper records.texts/: extracted PDF text when locally available.review-bilingual.md: Chinese-English synthesis grounded in the available evidence.relationship-map.md: theme-method relationships and research gaps.dashboard-spec.json: editable bilingual taxonomy and paper-card semantics.<dashboard-name>.html: offline interactive dashboard.Optional files include metadata/citation-network.json, metadata/journal-if-evidence.csv, metadata/papers-to-zotero.json, update-digest.md, and Zotero write-back logs.
Each card should be paper-specific and bilingual. Include only claims supported by the available evidence:
Do not mechanically translate the English abstract into every field. With a PDF, inspect the abstract, methods, results, discussion, and conclusion; with abstract-only evidence, use cautious language such as “the abstract reports”.
Resolve <python> to a real Python 3.10+ interpreter and <skill-dir> to this skill directory.
& '<python>' '<skill-dir>\scripts\systematic_literature_review.py' zotero-import `
--output-dir '<workspace>\literature-reviews\zotero-library' `
--topic 'My Zotero Library' `
--dashboard-name 'zotero-literature-dashboard'Omit --limit for a final full-library run. Use --zotero-dir only when auto-discovery or ZOTERO_DATA_DIR does not locate the library.
& '<python>' '<skill-dir>\scripts\systematic_literature_review.py' init-config `
--topic '<topic>' --years 1 --min-if 5 `
--output '<run-dir>\review-config.json'
& '<python>' '<skill-dir>\scripts\systematic_literature_review.py' collect `
--config '<run-dir>\review-config.json' `
--output-dir '<run-dir>' --max-results 120Verify journal evidence before finalizing. See references/discovery-workflow.md.
& '<python>' '<skill-dir>\scripts\build_literature_dashboard.py' init-spec `
--papers '<run-dir>\metadata\papers.json' `
--output '<run-dir>\dashboard-spec.json'
& '<python>' '<skill-dir>\scripts\build_literature_dashboard.py' build `
--papers '<run-dir>\metadata\papers.json' `
--spec '<run-dir>\dashboard-spec.json' `
--output-dir '<run-dir>' --dashboard-name 'literature-dashboard'Use --inline for a single-file dashboard. Large libraries automatically use the scalable layout.
Before reporting completion:
scripts/systematic_literature_review.py: topic discovery, Zotero snapshot import, metadata normalization, queues, and exports.scripts/build_literature_dashboard.py: dashboard spec creation and rendering.scripts/large_library_dashboard.py: scalable layout for large libraries.scripts/dashboard_common.py: shared dashboard UI, bilingual controls, reading state, stars, notes, and exports.scripts/citation_network.py: OpenAlex-based in-collection citation enrichment.scripts/zotero_api_import.py: Zotero Web API import and dashboard write-back.scripts/zotero_link_items.py: local DOI/title matching to Zotero item keys.scripts/quick_validate.py: offline portability and smoke validation.references/reporting-template.md: final reporting structure.examples/demo-review/: synthetic sample data; never cite it as real research.& '<python>' '<skill-dir>\scripts\quick_validate.py' '<skill-dir>'Run this before creating a release archive.
© xuezheng627, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 24 other files (scripts, references) in zotero-literature-visualizer of xuezheng627/zotero-literature-visualizer.
Open the folder on GitHubat commit cc698cd
Zotero Literature Visualizer 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 |
|---|---|---|---|---|---|---|
| Zotero Literature Visualizer this skillxuezheng627/zotero-literature-visualizer | 104 | — | ~2k | Automated safety check: Pass | MIT | |
| Systematic Review ScreenerImbad0202/academic-research-skills | 51k | — | ~8.4k | Automated safety check: Pass | Custom licence | |
| Citation Verification GuideGalaxy-Dawn/claude-scholar | 5.7k | 2 repos | ~1.9k | Automated safety check: Pass | MIT | |
| Cnki Exportcookjohn/cnki-skills | 983 | 2 repos | ~1.7k | Automated safety check: Pass | None | |
| Annotate Paper54yyyu/zotero-mcp | 5.3k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Zotero CLI54yyyu/zotero-mcp | 5.3k | — | ~2.3k | Automated safety check: Pass | MIT |
Imbad0202/academic-research-skills
Screens records for systematic, scoping and rapid reviews against fixed eligibility rules, using two blinded AI reviewers and a third adjudicator, with traceable PRISMA counts.
Galaxy-Dawn/claude-scholar
Reference guidance for checking every citation in academic writing against canonical sources such as DOI, arXiv, CrossRef and Semantic Scholar, to catch fake or wrong references.
cookjohn/cnki-skills
Export paper from CNKI and push to Zotero, or save as RIS file.
54yyyu/zotero-mcp
Read the open paper and write study annotations into its PDF with zotero-cli - a context box on the title, a four-part summary on the abstract, role-coded abstract highlights, one box per figure…
54yyyu/zotero-mcp
Reads and edits a Zotero library from the shell with zotero-cli: search by keyword or meaning, read PDF text, manage tags, notes and collections, and export bibliographies.
917Dhj/DeepPaperNote
Generate a high-quality deep-reading note for a single paper and write it into an Obsidian-style vault.
Works with
Categories
Build evidence-aware bilingual literature reviews and interactive dashboards from a local Zotero library or a new topic search. Zotero Literature Visualizer is an agent skill from xuezheng627/zotero-literature-visualizer. Build evidence-aware bilingual literature reviews and interactive dashboards from a local Zotero library or a new topic search.
Zotero Literature Visualizer fits situations like: zotero PDF analysis; paper classification; bilingual research cards; journal-quality verification.
Run `npx skills add xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a claude-code`. Or copy the skill folder (zotero-literature-visualizer in xuezheng627/zotero-literature-visualizer) into .claude/skills/zotero-literature-visualizer in your project. Claude Code loads it when a task matches its description.
Run `npx skills add xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a codex`. Or copy the skill folder (zotero-literature-visualizer in xuezheng627/zotero-literature-visualizer) into .agents/skills/zotero-literature-visualizer 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 xuezheng627/zotero-literature-visualizer --skill zotero-literature-visualizer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/zotero-literature-visualizer, .gemini/skills/zotero-literature-visualizer, .github/skills/zotero-literature-visualizer and .opencode/skills/zotero-literature-visualizer in your project.
Going by SKILL.md and its folder, Zotero Literature Visualizer needs credentials named ZOTERO_API_KEY. Our summary lists: Python 3; A credential in ZOTERO_API_KEY.
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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Zotero Literature Visualizer is published under the MIT licence (from the LICENSE file in the skill folder). It allows redistribution, so the full SKILL.md is shown on this page.
About 2k tokens (SKILL.md is roughly 8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.7k tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Zotero Literature Visualizer: Systematic Review Screener (Imbad0202/academic-research-skills, 51k stars), Citation Verification Guide (Galaxy-Dawn/claude-scholar, 5.7k stars), Cnki Export (cookjohn/cnki-skills, 983 stars) and Annotate Paper (54yyyu/zotero-mcp, 5.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
xuezheng627 (a GitHub user) maintains it in xuezheng627/zotero-literature-visualizer, which has 104 GitHub stars. The repository was last updated on August 26, 2026.
Source: xuezheng627/zotero-literature-visualizer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.