Paper Self Review
Galaxy-Dawn/claude-scholar
This skill should be used when the user asks to "review paper quality", "check paper completeness", "validate paper structure", "self-review before submission", "audit claims", "check overclaiming"…
Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation…
Install F5
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill f5 -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills f5 --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/25-HosungYou-Diverga/skills/f5 .claude/skills/f5 && 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 "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .claude/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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/25-HosungYou-Diverga/skills/f5Type 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 f5 -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills f5 --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/25-HosungYou-Diverga/skills/f5 .agents/skills/f5 && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .agents/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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 f5 -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills f5 --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/25-HosungYou-Diverga/skills/f5 .cursor/skills/f5 && 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 "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .cursor/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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/25-HosungYou-Diverga/skills/f5--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 f5 -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills f5 --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/25-HosungYou-Diverga/skills/f5 .gemini/skills/f5 && 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 "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .gemini/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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 f5Installs 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 f5 -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/25-HosungYou-Diverga/skills/f5 .github/skills/f5 && 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 "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .github/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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 f5 -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 f5 --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/25-HosungYou-Diverga/skills/f5 .opencode/skills/f5 && 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 "f5" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/25-HosungYou-Diverga/skills/f5 into .opencode/skills/f5/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "f5", 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
f5- GitHub stars
- 4.5k
- Token cost
- ~2.2k tokens
- SKILL.md length
- 269 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation…
- Works in 5 steps: Citation Integrity Check → Statistical Accuracy Check → Meaning Preservation Check → …
- : after G6 transformation
- SKILL.md covers Overview, Core Functions, Input Requirements and Output Format, plus 7 more sections
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
F5 is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation, before final export, for quality assurance Triggers: verify humanization, check transformation, validate changes
Its SKILL.md is about 2.2k 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 Testing & QA, covering Citation management and QA and bug reports. 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
- : after G6 transformation
- Before final export
- For quality assurance Triggers: verify humanization
- Check transformation
Example prompts
- “/f5”
Workflow steps
5 steps, taken from the step headings in SKILL.md.
- Citation Integrity Check
- Statistical Accuracy Check
- Meaning Preservation Check
- Writing Quality Improvement Check
- Academic Tone Check
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 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 (its code samples are yaml and 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
F5 loads about 2.2k tokens when it runs. Until then it costs about 77 tokens; SKILL.md has 269 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 269 words (~2,206 tokens).
“Agent ID: F5 Category: F - Quality VS Level: Low (Verification-focused) Tier: Support Icon: ✅ Model Tier: LOW (Haiku)”
- name
- f5
- version
- 12.0.1
Files
Just SKILL.md in skills/25-HosungYou-Diverga/skills/f5 of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
F5 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 |
|---|---|---|---|---|---|---|
| F5 this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.5k | — | ~2.2k | Automated safety check: Pass | Custom licence | |
| Paper Self ReviewGalaxy-Dawn/claude-scholar | 5.7k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Issue Repliesantoinecellerier/speaker-tuning-to-easyeffects | 143 | — | ~2k | Automated safety check: Pass | MIT | |
| Early Experience DataOSU-NLP-Group/EarlyExperience | 102 | — | ~4.1k | Automated safety check: Pass | MIT | |
| Reproducible Code Data SetupBingHanOfUESTC/open_agent_team | 106 | — | ~458 | Automated safety check: Pass | MIT | |
| Fact Checkingbradygaster/squad | 3.3k | — | ~503 | Automated safety check: Pass | MIT |
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antoinecellerier/speaker-tuning-to-easyeffects
Guides triaging GitHub issues and drafting or posting replies in this repo.
Early Experience Data
OSU-NLP-Group/EarlyExperience
A skill your agent uses whenever the user asks to generate, collect, inspect, or prepare early-experience training data (Implicit World Modeling or Self-Reflection, in the sense of arXiv:2510.08558)…
Reproducible Code Data Setup
BingHanOfUESTC/open_agent_team
A skill your agent uses when downloading repositories, preparing datasets, checking licenses, creating environments, running smoke tests, or preparing reproducible research code.
Fact Checking
bradygaster/squad
Review and validate claims using counter-hypothesis testing.
MCP Smoke Test
SepineTam/mcp-for-stata
Run a local smoke test for the Stata-MCP server. An agent skill from SepineTam/mcp-for-stata.
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Related
Categories
Questions about F5
What does F5 do?
Humanization Quality Verifier - Ensures transformation integrity and quality Validates that humanization preserves meaning, citations, and academic standards Use when: after G6 transformation…. F5 is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.
When should I use F5?
F5 fits situations like: : after G6 transformation; before final export; for quality assurance Triggers: verify humanization; check transformation.
How do I install F5 in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill f5 -a claude-code`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/f5 in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/f5 in your project. Claude Code loads it when a task matches its description.
How do I install F5 in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill f5 -a codex`. Or copy the skill folder (skills/25-HosungYou-Diverga/skills/f5 in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/f5 in your project. Codex loads it when a task matches its description.
Can I use F5 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 f5 -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/f5, .gemini/skills/f5, .github/skills/f5 and .opencode/skills/f5 in your project.
What does F5 need to run?
SKILL.md names no scripts, command-line tools or credentials: F5 is instructions for the agent only.
Does F5 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 F5 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 F5 use?
F5 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 F5 use?
About 2.2k tokens (SKILL.md is roughly 8.8k 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 F5?
Skills that share tags, products or a category with F5: Paper Self Review (Galaxy-Dawn/claude-scholar, 5.7k stars), Issue Replies (antoinecellerier/speaker-tuning-to-easyeffects, 143 stars), Early Experience Data (OSU-NLP-Group/EarlyExperience, 102 stars) and Reproducible Code Data Setup (BingHanOfUESTC/open_agent_team, 106 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains F5?
brycewang-stanford (a GitHub user) maintains it in brycewang-stanford/Auto-Empirical-Research-Skills, which has 4,542 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.