Literature Review
neflibata-feng/MyArxiv-Agent
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App.
Install Paper Autoraters
$ npx skills add Ar9av/PaperOrchestra --skill paper-autoraters -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Ar9av/PaperOrchestra paper-autoraters --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/Ar9av/PaperOrchestra.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/paper-autoraters .claude/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .claude/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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/Ar9av/PaperOrchestra/tree/main/skills/paper-autoratersType 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 Ar9av/PaperOrchestra --skill paper-autoraters -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Ar9av/PaperOrchestra paper-autoraters --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/paper-autoraters .agents/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .agents/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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 Ar9av/PaperOrchestra --skill paper-autoraters -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Ar9av/PaperOrchestra paper-autoraters --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/paper-autoraters .cursor/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .cursor/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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/Ar9av/PaperOrchestra.git --path skills/paper-autoraters--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 Ar9av/PaperOrchestra --skill paper-autoraters -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Ar9av/PaperOrchestra paper-autoraters --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/paper-autoraters .gemini/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .gemini/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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 Ar9av/PaperOrchestra paper-autoratersInstalls 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 Ar9av/PaperOrchestra --skill paper-autoraters -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/paper-autoraters .github/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .github/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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 Ar9av/PaperOrchestra --skill paper-autoraters -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Ar9av/PaperOrchestra paper-autoraters --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Ar9av/PaperOrchestra.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/paper-autoraters .opencode/skills/paper-autoraters && 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-autoraters" agent skill from https://github.com/Ar9av/PaperOrchestra/tree/main/skills/paper-autoraters into .opencode/skills/paper-autoraters/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paper-autoraters", 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-autoraters- GitHub stars
- 679
- Used in
- 1 other repo
- Token cost
- ~1.6k tokens
- SKILL.md length
- 670 words
- Files
- 6 (incl. scripts, references)
- Skills in repo
- 9
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App.
- Works in 2 steps: Partition the reference lists into P0 / P1 → Resolve references to entity IDs and…
- The user asks to score this paper draft
- SKILL.md covers The four autoraters, Workflow and Resources
- Runs Python scripts from its folder; calls python
What it does
Paper Autoraters is an agent skill from Ar9av/PaperOrchestra. Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. F.3) — Citation F1 (P0/P1 partition + Precision/Recall/F1), Literature Review Quality (6-axis 0-100 with anti-inflation rules), SxS Overall Paper Quality (side-by-side), and SxS Literature Review Quality (side-by-side). TRIGGER when the user asks to "score this paper draft", "evaluate against the benchmark", "compare two papers", or "run the autoraters".
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 7 other files, including scripts and reference files (for example `references/citation-f1-prompt.md`, `references/litreview-quality-prompt.md` and `references/sxs-litreview-prompt.md`).
It sits in Research & Science, covering Literature review, Academic paper search and Citation management. It works with arXiv and Semantic Scholar. The repository describes itself as: An automated AI research-paper writer based off Google's PaperOrchestra paper's implementation through a skills - benchmark + autoraters using any coding agent (Claude Code…
When your agent uses it
- The user asks to score this paper draft
- Evaluate against the benchmark
- Compare two papers
- Run the autoraters
Example prompts
- “score this paper draft”
- “evaluate against the benchmark”
- “compare two papers”
- “/paper-autoraters”
Requirements
- Python 3
Workflow steps
2 steps, taken from the step headings in SKILL.md.
- Partition the reference lists into P0 / P1
- Resolve references to entity IDs and compute F1
What it can do on your machine
Read from SKILL.md and the folder at commit 36c3cc4. 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
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python
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 Autoraters loads about 1.6k tokens when it runs, and up to ~5.8k if it reads all its reference files. Until then it costs about 114 tokens; SKILL.md has 670 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); the scripts in this folder 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 670 words (~1,637 tokens).
“Faithful implementation of the four LLM-as-judge autoraters used in PaperOrchestra (Song et al., 2026, arXiv:2604.05018, §5 and App. F.3).”
- name
- paper-autoraters
Files
SKILL.md and 5 other files (scripts, references) in skills/paper-autoraters of Ar9av/PaperOrchestra.
- SKILL.md
- references/citation-f1-prompt.md
- references/litreview-quality-prompt.md
- references/sxs-litreview-prompt.md
- references/sxs-paper-quality-prompt.md
- scripts/compute_f1.py
Open the folder on GitHubat commit 36c3cc4
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 Ar9av/PaperOrchestra, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Paper Autoraters 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 Autoraters this skillAr9av/PaperOrchestra | 679 | 1 repos | ~1.6k | Automated safety check: Pass | Custom licence | |
| Literature Reviewneflibata-feng/MyArxiv-Agent | 126 | 20 repos | ~5.9k | Automated safety check: Notes | MIT | |
| Paper Research on arXivXiaomiMiMo/MiMo-Code | 14k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Deep Research Literature SurveyHKUSTDial/Supervisor-Skills | 8.8k | — | ~2.4k | Automated safety check: Pass | CC-BY-NC-SA-4.0 | |
| Literature ReviewK-Dense-AI/scientific-agent-skills | 48k | 1 repos | ~3.2k | Automated safety check: Notes | MIT | |
| Literature ReviewNorman-bury/research-writing-skill | 3.4k | — | ~2.2k | Automated safety check: Notes | MIT |
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Paper Research on arXiv
XiaomiMiMo/MiMo-Code
Searches arXiv, fetches metadata, generates BibTeX, downloads PDFs and finds citations and related papers using a bundled Python script.
Deep Research Literature Survey
HKUSTDial/Supervisor-Skills
Runs a survey-grade literature investigation: fixes the research questions, searches from adversarial angles, verifies citations and writes an evidence-first report.
Literature Review
K-Dense-AI/scientific-agent-skills
Runs systematic, scoping or narrative literature reviews across PubMed, arXiv, bioRxiv and Semantic Scholar, with citation checks and Markdown or PDF output.
Literature Review
Norman-bury/research-writing-skill
A skill your agent uses when writing literature review sections - guides searching, organizing, and synthesizing academic sources
Paper Navigator
AI4Scientist/nano-scientist
Find and read academic papers: disambiguate queries, discover papers (search, citation traversal, recommendations, arXiv monitoring, trending, GitHub search), evaluate (TLDR, citations, code, SOTA)…
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Step 3 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
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Step 1 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
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Orchestrate the full PaperOrchestra (Song et al., 2026, arXiv:2604.05018) five-agent pipeline to turn unstructured research materials (idea, experimental log, LaTeX template, conference guidelines…
Plotting Agent
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Step 2 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Section Writing Agent
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Step 4 of the PaperOrchestra pipeline (arXiv:2604.05018). An agent skill from Ar9av/PaperOrchestra.
Related
Works with
Categories
Questions about Paper Autoraters
What does Paper Autoraters do?
Run the four paper-quality autoraters from PaperOrchestra (arXiv:2604.05018, App. Paper Autoraters is an agent skill from Ar9av/PaperOrchestra.05018, App.
When should I use Paper Autoraters?
Paper Autoraters fits situations like: the user asks to score this paper draft; evaluate against the benchmark; compare two papers; run the autoraters.
How do I install Paper Autoraters in Claude Code?
Run `npx skills add Ar9av/PaperOrchestra --skill paper-autoraters -a claude-code`. Or copy the skill folder (skills/paper-autoraters in Ar9av/PaperOrchestra) into .claude/skills/paper-autoraters in your project. Claude Code loads it when a task matches its description.
How do I install Paper Autoraters in Codex?
Run `npx skills add Ar9av/PaperOrchestra --skill paper-autoraters -a codex`. Or copy the skill folder (skills/paper-autoraters in Ar9av/PaperOrchestra) into .agents/skills/paper-autoraters in your project. Codex loads it when a task matches its description.
Can I use Paper Autoraters 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 Ar9av/PaperOrchestra --skill paper-autoraters -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-autoraters, .gemini/skills/paper-autoraters, .github/skills/paper-autoraters and .opencode/skills/paper-autoraters in your project.
What does Paper Autoraters need to run?
Going by SKILL.md and its folder, Paper Autoraters needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
Does Paper Autoraters 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 Autoraters 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. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Paper Autoraters use?
Paper Autoraters 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 Paper Autoraters use?
About 1.6k tokens (SKILL.md is roughly 6.5k 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 4.1k tokens, read only when the agent opens those files.
What are the alternatives to Paper Autoraters?
Skills that share tags, products or a category with Paper Autoraters: Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Paper Research on arXiv (XiaomiMiMo/MiMo-Code, 14k stars), Deep Research Literature Survey (HKUSTDial/Supervisor-Skills, 8.8k stars) and Literature Review (K-Dense-AI/scientific-agent-skills, 48k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paper Autoraters?
Ar9av (a GitHub user) maintains it in Ar9av/PaperOrchestra, which has 679 GitHub stars. The repository holds 9 skills in this directory. The repository was last updated on September 21, 2026.
Source: Ar9av/PaperOrchestra on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.