Referee2
scunning1975/MixtapeTools
Systematic audit and review by Referee 2. An agent skill from scunning1975/MixtapeTools.
Submission pipeline — journal targeting, replication package, audit, and final gate.
Install Submit
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill submit -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills submit --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/16-hsantanna88-clo-author/dot-claude/skills/submit .claude/skills/submit && 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 "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .claude/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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/16-hsantanna88-clo-author/dot-claude/skills/submitType 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 submit -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills submit --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/16-hsantanna88-clo-author/dot-claude/skills/submit .agents/skills/submit && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .agents/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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 submit -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills submit --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/16-hsantanna88-clo-author/dot-claude/skills/submit .cursor/skills/submit && 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 "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .cursor/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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/16-hsantanna88-clo-author/dot-claude/skills/submit--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 submit -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills submit --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/16-hsantanna88-clo-author/dot-claude/skills/submit .gemini/skills/submit && 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 "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .gemini/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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 submitInstalls 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 submit -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/16-hsantanna88-clo-author/dot-claude/skills/submit .github/skills/submit && 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 "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .github/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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 submit -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 submit --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/16-hsantanna88-clo-author/dot-claude/skills/submit .opencode/skills/submit && 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 "submit" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/16-hsantanna88-clo-author/dot-claude/skills/submit into .opencode/skills/submit/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "submit", 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
submit- GitHub stars
- 4.5k
- Token cost
- ~591 tokens
- SKILL.md length
- 251 words
- Files
- 1
- Skills in repo
- 369
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Submission pipeline — journal targeting, replication package, audit, and final gate.
- Works in 10 steps: Master script exists and runs → All tables reproduce → All figures reproduce → …
- Tasks that involve Econometrics and empirical research
- SKILL.md covers Modes and Principles
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Submit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Submission pipeline — journal targeting, replication package, audit, and final gate. Replaces /submit, /target-journal, /audit-replication, /data-deposit.
Its SKILL.md is about 590 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 Econometrics and empirical research and Database administration. 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 Econometrics and empirical research
- Tasks that involve Database administration
Example prompts
- “/submit”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Bash, Task
Workflow steps
10 steps, taken from the first numbered list in SKILL.md.
- Master script exists and runs
- All tables reproduce
- All figures reproduce
- README complete
- Data documentation present
- Numbered script order
- Dependencies listed
- Runtime documented
- Output paths match paper references
- No hardcoded paths
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:
ReadGrepGlobWriteBashTask
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
Submit loads about 591 tokens when it runs. Until then it costs about 40 tokens; SKILL.md has 251 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: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Read, Grep, Glob, Write, Bash, Task
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 251 words (~591 tokens).
“Submission pipeline with four modes covering journal selection through final verification.”
- name
- submit
- allowed-tools
- Read, Grep, Glob, Write, Bash, Task
- argument-hint
- [mode: target | package | audit | final] [journal name (optional)]
Files
Just SKILL.md in skills/16-hsantanna88-clo-author/dot-claude/skills/submit of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Submit 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 |
|---|---|---|---|---|---|---|
| Submit this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~591 | Automated safety check: Notes | Custom licence | |
| Referee2scunning1975/MixtapeTools | 469 | 2 repos | ~2.4k | Automated safety check: Pass | None | |
| Ectheory Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~983 | Automated safety check: Pass | None | |
| Joe Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~986 | Automated safety check: Pass | None | |
| Qe Replication And Data Policyfranklee16/academic-research-skills | 223 | 1 repos | ~1.2k | Automated safety check: Pass | None | |
| Eer Replication Packagebrycewang-stanford/Awesome-Journal-Skills | 1.2k | — | ~1.2k | Automated safety check: Pass | MIT |
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Related
Categories
Questions about Submit
What does Submit do?
Submission pipeline — journal targeting, replication package, audit, and final gate. Submit is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Submission pipeline — journal targeting, replication package, audit, and final gate.
When should I use Submit?
Submit fits situations like: tasks that involve Econometrics and empirical research; tasks that involve Database administration.
How do I install Submit in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill submit -a claude-code`. Or copy the skill folder (skills/16-hsantanna88-clo-author/dot-claude/skills/submit in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/submit in your project. Claude Code loads it when a task matches its description.
How do I install Submit in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill submit -a codex`. Or copy the skill folder (skills/16-hsantanna88-clo-author/dot-claude/skills/submit in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/submit in your project. Codex loads it when a task matches its description.
Can I use Submit 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 submit -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/submit, .gemini/skills/submit, .github/skills/submit and .opencode/skills/submit in your project.
What does Submit need to run?
SKILL.md names no scripts, command-line tools or credentials: Submit is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Bash, Task.
Does Submit 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 Submit safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. Review the folder before installing.
What licence does Submit use?
Submit 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 Submit use?
About 591 tokens (SKILL.md is roughly 2.4k 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 Submit?
Skills that share tags, products or a category with Submit: Referee2 (scunning1975/MixtapeTools, 469 stars), Ectheory Replication And Data Policy (franklee16/academic-research-skills, 223 stars), Joe Replication And Data Policy (franklee16/academic-research-skills, 223 stars) and Qe Replication And Data Policy (franklee16/academic-research-skills, 223 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Submit?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,517 GitHub stars. The repository holds 369 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.