Referee2
scunning1975/MixtapeTools
Systematic audit and review by Referee 2. An agent skill from scunning1975/MixtapeTools.
Agent skill
Slide Excellence
by brycewang-stanford in brycewang-stanford/Auto-Empirical-Research-Skills
Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance).
Install Slide Excellence
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill slide-excellence -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills slide-excellence --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/slide-excellence .claude/skills/slide-excellence && 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 "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .claude/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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/slide-excellenceType 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 slide-excellence -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills slide-excellence --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/slide-excellence .agents/skills/slide-excellence && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .agents/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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 slide-excellence -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills slide-excellence --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/slide-excellence .cursor/skills/slide-excellence && 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 "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .cursor/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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/slide-excellence--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 slide-excellence -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills slide-excellence --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/slide-excellence .gemini/skills/slide-excellence && 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 "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .gemini/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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 slide-excellenceInstalls 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 slide-excellence -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/slide-excellence .github/skills/slide-excellence && 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 "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .github/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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 slide-excellence -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 slide-excellence --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/slide-excellence .opencode/skills/slide-excellence && 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 "slide-excellence" agent skill from https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills/tree/main/skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence into .opencode/skills/slide-excellence/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slide-excellence", 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
slide-excellence- GitHub stars
- 4.6k
- Token cost
- ~750 tokens
- SKILL.md length
- 223 words
- Files
- 1
- Skills in repo
- 383
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance).
- Works in 3 steps: Identify the File → Run Review Agents in Parallel → Synthesize Combined Summary
- Comprehensive quality check before milestones
- SKILL.md covers Steps and Quality Score Rubric
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Slide Excellence is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance). Use for comprehensive quality check before milestones.
Its SKILL.md is about 750 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 Slides and decks, Econometrics and empirical research and Copy editing and proofreading. 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
- Comprehensive quality check before milestones
- Tasks that involve Slides and decks
- Tasks that involve Econometrics and empirical research
Example prompts
- “/slide-excellence”
Requirements
- Pre-approved tools (allowed-tools): Read, Grep, Glob, Write, Task
Workflow steps
3 steps, taken from the step headings in SKILL.md.
- Identify the File
- Run Review Agents in Parallel
- Synthesize Combined Summary
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:
ReadGrepGlobWriteTask
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
Slide Excellence loads about 750 tokens when it runs. Until then it costs about 54 tokens; SKILL.md has 223 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 223 words (~750 tokens).
“Run a comprehensive multi-dimensional review of research presentation slides. Multiple agents analyze the file independently, then results are synthesized.”
- name
- slide-excellence
- allowed-tools
- Read, Grep, Glob, Write, Task
- argument-hint
- [TEX filename]
- context
- fork
Files
Just SKILL.md in skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence of brycewang-stanford/Auto-Empirical-Research-Skills.
Open the folder on GitHubat commit 9fa87d8
Compare with similar skills
Slide Excellence 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 |
|---|---|---|---|---|---|---|
| Slide Excellence this skillbrycewang-stanford/Auto-Empirical-Research-Skills | 4.6k | — | ~750 | Automated safety check: Pass | Custom licence | |
| Referee2scunning1975/MixtapeTools | 474 | 2 repos | ~2.4k | Automated safety check: Pass | None | |
| BeamerNoi1r/beamer-skill | 364 | — | ~13k | Automated safety check: Notes | MIT | |
| Research Paper Writing CoachXiaomiMiMo/MiMo-Code | 14k | — | ~1.7k | Automated safety check: Pass | MIT | |
| Slide Excellencepedrohcgs/claude-code-my-workflow | 1.7k | — | ~3.3k | Automated safety check: Notes | MIT | |
| Nature Polishingaiskillstore/marketplace | 433 | 1 repos | ~1.3k | Automated safety check: Pass | None |
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做机构级研究报告与学术论文——行业报告、白皮书、年度调研、数据洞察、arXiv论文，也含16:9咨询deck型报告（一页一结论）。定结构、写发现、建图表视觉系统。规范提炼自2026年顶级机构报告实测。单篇文章、纯演示PPT不适用（走design/slides）。
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Related
Questions about Slide Excellence
What does Slide Excellence do?
Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance). Slide Excellence is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Multi-agent review for research presentation slides in the sewage-house-prices project (visual, econometric fidelity, proofreading, substance).
When should I use Slide Excellence?
Slide Excellence fits situations like: comprehensive quality check before milestones; tasks that involve Slides and decks; tasks that involve Econometrics and empirical research.
How do I install Slide Excellence in Claude Code?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill slide-excellence -a claude-code`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence in brycewang-stanford/Auto-Empirical-Research-Skills) into .claude/skills/slide-excellence in your project. Claude Code loads it when a task matches its description.
How do I install Slide Excellence in Codex?
Run `npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill slide-excellence -a codex`. Or copy the skill folder (skills/41-sticerd-eee-sewage-econometrics-check/skills/slide-excellence in brycewang-stanford/Auto-Empirical-Research-Skills) into .agents/skills/slide-excellence in your project. Codex loads it when a task matches its description.
Can I use Slide Excellence 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 slide-excellence -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/slide-excellence, .gemini/skills/slide-excellence, .github/skills/slide-excellence and .opencode/skills/slide-excellence in your project.
What does Slide Excellence need to run?
SKILL.md names no scripts, command-line tools or credentials: Slide Excellence is instructions for the agent only. Its frontmatter pre-approves these tools: Read, Grep, Glob, Write, Task.
Does Slide Excellence 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 Slide Excellence 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 Slide Excellence use?
Slide Excellence 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 Slide Excellence use?
About 750 tokens (SKILL.md is roughly 3k 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 Slide Excellence?
Skills that share tags, products or a category with Slide Excellence: Referee2 (scunning1975/MixtapeTools, 474 stars), Beamer (Noi1r/beamer-skill, 364 stars), Research Paper Writing Coach (XiaomiMiMo/MiMo-Code, 14k stars) and Slide Excellence (pedrohcgs/claude-code-my-workflow, 1.7k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Slide Excellence?
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.