Nature Paper Card
Yuan1z0825/nature-skills
Builds a structured deep-reading card for one scientific paper, covering methods, how experiments support claims, limitations and research ideas, with a script to prepare the source.
A skill your agent uses when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow.
Install Paperprism Orchestrator
$ npx skills add XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install XueruiSu/Paper-PRISM paperprism-orchestrator --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/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .claude/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .claude/skills/paperprism-orchestrator && 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 "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .claude/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestratorType 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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install XueruiSu/Paper-PRISM paperprism-orchestrator --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .agents/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .agents/skills/paperprism-orchestrator && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .agents/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install XueruiSu/Paper-PRISM paperprism-orchestrator --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .cursor/skills/paperprism-orchestrator && 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 "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .cursor/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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/XueruiSu/Paper-PRISM.git --path codex_skills/paperprism-orchestrator--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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install XueruiSu/Paper-PRISM paperprism-orchestrator --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .gemini/skills/paperprism-orchestrator && 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 "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .gemini/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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 XueruiSu/Paper-PRISM paperprism-orchestratorInstalls 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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .github/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .github/skills/paperprism-orchestrator && 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 "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .github/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install XueruiSu/Paper-PRISM paperprism-orchestrator --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/XueruiSu/Paper-PRISM.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/codex_skills/paperprism-orchestrator .opencode/skills/paperprism-orchestrator && 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 "paperprism-orchestrator" agent skill from https://github.com/XueruiSu/Paper-PRISM/tree/main/codex_skills/paperprism-orchestrator into .opencode/skills/paperprism-orchestrator/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "paperprism-orchestrator", 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
paperprism-orchestrator- GitHub stars
- 109
- Token cost
- ~1.2k tokens
- SKILL.md length
- 547 words
- Files
- 1
- Skills in repo
- 11
- Repo updated
- First seen
- Licence
- None found
At a glance
A skill your agent uses when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow.
- Works in 10 steps: Understand what the user provided: idea,… → Create or update the readable working… → Enforce the mandatory writing entry path → …
- The user wants to turn a research idea
- SKILL.md covers Role, Workflow, Rules and Expected Outputs
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Paperprism Orchestrator is an agent skill from XueruiSu/Paper-PRISM. Use when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow.
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 Literature review and Hypothesis generation.
When your agent uses it
- The user wants to turn a research idea
- Experiment results
- Draft into a paper through the Codex-native PaperPRISM workflow
Example prompts
- “/paperprism-orchestrator”
Workflow steps
10 steps, taken from the first numbered list in SKILL.md.
- Understand what the user provided: idea, draft, experimental result, related work notes, LaTeX, review comments, or mixed conversation.
- Create or update the readable working objects needed for the task
- Enforce the mandatory writing entry path
- Route to the smallest relevant skill
- Validate agent outputs against the contract
- Run the Codex-native agent runtime for delegated work
- Require every agent output to include
- If the output fails review, create an Issue Report and retry with the same agent until max_retry; unresolved issues must remain in…
- Ask at most three high-value questions when information is missing.
- Keep paper.tex and paper.pdf as the final deliverables.
What it can do on your machine
Read from SKILL.md and the folder at commit 13e134f. 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.
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
Paperprism Orchestrator loads about 1.2k tokens when it runs. Until then it costs about 44 tokens; SKILL.md has 547 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 547 words (~1,187 tokens).
“Use this skill to coordinate PaperPRISM through Codex conversation. Read ../_shared/paperprism_codex_native.md before acting.”
- name
- paperprism-orchestrator
Files
Just SKILL.md in codex_skills/paperprism-orchestrator of XueruiSu/Paper-PRISM.
Open the folder on GitHubat commit 13e134f
Compare with similar skills
Paperprism Orchestrator 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 |
|---|---|---|---|---|---|---|
| Paperprism Orchestrator this skillXueruiSu/Paper-PRISM | 109 | — | ~1.2k | Automated safety check: Pass | None | |
| Nature Paper CardYuan1z0825/nature-skills | 47k | 2 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Research SurveyEvoScientist/EvoSkills | 478 | 3 repos | ~2.5k | Automated safety check: Pass | Apache-2.0 | |
| Research Proposalluwill/research-skills | 862 | — | ~4.5k | Automated safety check: Notes | None | |
| Paper NavigatorEvoScientist/EvoSkills | 478 | — | ~6.3k | Automated safety check: Notes | Apache-2.0 | |
| Research PlatformZS520L/HanakoPro | 103 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 |
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Related
Categories
Questions about Paperprism Orchestrator
What does Paperprism Orchestrator do?
A skill your agent uses when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow. Paperprism Orchestrator is an agent skill from XueruiSu/Paper-PRISM. Use when the user wants to turn a research idea, experiment results, related works, or draft into a paper through the Codex-native PaperPRISM workflow.
When should I use Paperprism Orchestrator?
Paperprism Orchestrator fits situations like: the user wants to turn a research idea; experiment results; draft into a paper through the Codex-native PaperPRISM workflow.
How do I install Paperprism Orchestrator in Claude Code?
Run `npx skills add XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a claude-code`. Or copy the skill folder (codex_skills/paperprism-orchestrator in XueruiSu/Paper-PRISM) into .claude/skills/paperprism-orchestrator in your project. Claude Code loads it when a task matches its description.
How do I install Paperprism Orchestrator in Codex?
Run `npx skills add XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a codex`. Or copy the skill folder (codex_skills/paperprism-orchestrator in XueruiSu/Paper-PRISM) into .agents/skills/paperprism-orchestrator in your project. Codex loads it when a task matches its description.
Can I use Paperprism Orchestrator 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 XueruiSu/Paper-PRISM --skill paperprism-orchestrator -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paperprism-orchestrator, .gemini/skills/paperprism-orchestrator, .github/skills/paperprism-orchestrator and .opencode/skills/paperprism-orchestrator in your project.
What does Paperprism Orchestrator need to run?
SKILL.md names no scripts, command-line tools or credentials: Paperprism Orchestrator is instructions for the agent only.
Does Paperprism Orchestrator 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 Paperprism Orchestrator 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 Paperprism Orchestrator use?
No licence was found for Paperprism Orchestrator or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Paperprism Orchestrator use?
About 1.2k tokens (SKILL.md is roughly 4.7k 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 Paperprism Orchestrator?
Skills that share tags, products or a category with Paperprism Orchestrator: Nature Paper Card (Yuan1z0825/nature-skills, 47k stars), Research Survey (EvoScientist/EvoSkills, 478 stars), Research Proposal (luwill/research-skills, 862 stars) and Paper Navigator (EvoScientist/EvoSkills, 478 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Paperprism Orchestrator?
XueruiSu (a GitHub user) maintains it in XueruiSu/Paper-PRISM, which has 109 GitHub stars. The repository holds 11 skills in this directory. The repository was last updated on July 11, 2026.
Source: XueruiSu/Paper-PRISM on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.