Literature Review Agent
Ar9av/PaperOrchestra
Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Structured literature search and synthesis for the sewage-house-prices project.
Install Lit Review
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills lit-review --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/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .claude/skills/lit-review && 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 "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .claude/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-reviewType 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills lit-review --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .agents/skills/lit-review && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .agents/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills lit-review --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .cursor/skills/lit-review && 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 "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .cursor/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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/brycewang-stanford/Auto-Empirical-Research-Skills.git --path skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review--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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills lit-review --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .gemini/skills/lit-review && 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 "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .gemini/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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 brycewang-stanford/Auto-Empirical-Research-Skills lit-reviewInstalls 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .github/skills/lit-review && 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 "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .github/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills lit-review --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review .opencode/skills/lit-review && 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 "lit-review" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review into .opencode/skills/lit-review/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "lit-review", 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
lit-review- GitHub stars
- 4.6k
- Token cost
- ~1.2k tokens
- SKILL.md length
- 353 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Structured literature search and synthesis for the sewage-house-prices project.
- Works in 5 steps: Context Gathering → Search Protocol → Assess and Annotate → …
- Tasks that involve Citation management
- SKILL.md covers Project-Specific Context and Workflow
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Lit Review is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Structured literature search and synthesis for the sewage-house-prices project. Searches top-5 journals, field journals (JEEM, JUE, JREFE, EE), NBER/SSRN, and citation chains. Produces annotated bibliography with proximity scores, gap identification, and BibTeX entries. This skill should be used when asked to "review the literature", "find papers on X", or "lit review".
Its SKILL.md is about 1.2k 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, Literature review and Academic paper search. It works with LaTeX. The repository describes itself as: 🔬 A curated collection of 23,000+ agent skills for empirical research across 8 social science disciplines. | 精选 23,000+ AI Agent 技能库，覆盖8大社会科学学科的实证研究。CoPaper.AI…
When your agent uses it
- Tasks that involve Citation management
- Tasks that involve Literature review
- Tasks that involve Academic paper search
Example prompts
- “review the literature”
- “find papers on X”
- “lit review”
- “/lit-review”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, WebSearch, WebFetch, Agent
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Context Gathering
- Search Protocol
- Assess and Annotate
- Identify Gaps
- Present Results
What it can do on your machine
Read from SKILL.md and the folder at commit 9fa87d8. 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:
ReadGrepGlobWriteWebSearchWebFetchAgent
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
Lit Review loads about 1.2k tokens when it runs. Until then it costs about 96 tokens; SKILL.md has 353 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 353 words (~1,198 tokens).
“Conduct a structured literature search and synthesis for the sewage-house-prices project.”
- name
- lit-review
- allowed-tools
- Read, Grep, Glob, Write, WebSearch, WebFetch, Agent
- argument-hint
- [topic, paper title, or research question]
Files
Just SKILL.md in skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Lit Review 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 |
|---|---|---|---|---|---|---|
| Lit Review this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~1.2k | Automated safety check: Pass | Custom licence | |
| Literature Review AgentAr9av/PaperOrchestra | 679 | 1 repos | ~5.2k | Automated safety check: Pass | Custom licence | |
| Arxiv MCP Serverblazickjp/arxiv-mcp-server | 3.2k | — | ~353 | Automated safety check: Pass | Apache-2.0 | |
| Arxiv Paper Writerappautomaton/latex-arxiv-SKILL | 458 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Arxiv Paper Writeryunshenwuchuxun/latex-paper-skills | 267 | — | ~3.2k | Automated safety check: Pass | MIT | |
| Literature ReviewNorman-bury/research-writing-skill | 3.4k | — | ~2.2k | Automated safety check: Notes | MIT |
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Related
Works with
Categories
Questions about Lit Review
What does Lit Review do?
Structured literature search and synthesis for the sewage-house-prices project. Lit Review is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Structured literature search and synthesis for the sewage-house-prices project.
When should I use Lit Review?
Lit Review fits situations like: tasks that involve Citation management; tasks that involve Literature review; tasks that involve Academic paper search.
How do I install Lit Review in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a claude-code`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/lit-review in your project. Claude Code loads it when a task matches its description.
How do I install Lit Review in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a codex`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/lit-review in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/lit-review in your project. Codex loads it when a task matches its description.
Can I use Lit Review 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 brycewang-stanford/Auto-Empirical-Research-Skills --skill lit-review -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/lit-review, .gemini/skills/lit-review, .github/skills/lit-review and .opencode/skills/lit-review in your project.
What does Lit Review need to run?
SKILL.md names no scripts, command-line tools or credentials: Lit Review is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, WebSearch, WebFetch, Agent.
Does Lit Review 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 Lit Review 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 Lit Review use?
Lit Review has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Lit Review use?
About 1.2k tokens (SKILL.md is roughly 4.8k 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 Lit Review?
Skills that share tags, products or a category with Lit Review: Literature Review Agent (Ar9av/PaperOrchestra, 679 stars), Arxiv MCP Server (blazickjp/arxiv-mcp-server, 3.2k stars), Arxiv Paper Writer (appautomaton/latex-arxiv-SKILL, 458 stars) and Arxiv Paper Writer (yunshenwuchuxun/latex-paper-skills, 267 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Lit Review?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,556 GitHub stars. The repository holds 383 skills in this directory. The repository was last updated on October 5, 2026.
Source: brycewang-stanford/Auto-Empirical-Research-Skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.