Multi-agent slide review (visual, pedagogy, proofreading). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

Custom licenceAuto-check passedDocuments & Office

Install Slide Excellence

skills CLI
$ npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill slide-excellence -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install brycewang-stanford/Auto-Empirical-Research-Skills slide-excellence --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/12-pedrohcgs-claude-code-my-workflow/dot-claude/skills/slide-excellence .claude/skills/slide-excellence && rm -rf skills-src

Use ~/.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/

Facts

Skill name
slide-excellence
GitHub stars
4.6k
Token cost
~564 tokens
SKILL.md length
167 words
Files
1
Skills in repo
383
Repo updated
First seen
Licence
Custom licence

At a glance

Multi-agent slide review (visual, pedagogy, proofreading). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills.

  • 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 slide review (visual, pedagogy, proofreading). Use for comprehensive quality check before milestones.

Its SKILL.md is about 560 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 Documents & Office, covering Slides and decks, Copy editing and proofreading and Project management. 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 Copy editing and proofreading

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.

  1. Identify the File
  2. Run Review Agents in Parallel
  3. 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:

    • Read
    • Grep
    • Glob
    • Write
    • Task

    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 564 tokens when it runs. Until then it costs about 33 tokens; SKILL.md has 167 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~33
When it runs · the whole SKILL.md, loaded when a task matches
~564

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 167 words (~564 tokens).

“Run a comprehensive multi-dimensional review of lecture slides. Multiple agents analyze the file independently, then results are synthesized.”

— opening of SKILL.md by brycewang-stanford, Custom licence
name
slide-excellence
allowed-tools
Read, Grep, Glob, Write, Task
argument-hint
[QMD or TEX filename]
context
fork

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/12-pedrohcgs-claude-code-my-workflow/dot-claude/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.

Slide Excellence compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Slide Excellence this skillbrycewang-stanford/Auto-Empirical-Research-Skills4.6k—~564Automated safety check: PassCustom licence
Slide Excellencepedrohcgs/claude-code-my-workflow1.7k—~3.3kAutomated safety check: NotesMIT
BeamerNoi1r/beamer-skill364—~13kAutomated safety check: NotesMIT
Ppt Generationpeintune/runjam228—~7.1kAutomated safety check: PassMIT
Codeck Reviewhiyeshu/codeck198—~3.1kAutomated safety check: PassMIT
Visual Auditpedrohcgs/claude-code-my-workflow1.7k—~651Automated safety check: NotesMIT

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Questions about Slide Excellence

What does Slide Excellence do?

Multi-agent slide review (visual, pedagogy, proofreading). An agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Slide Excellence is an agent skill from brycewang-stanford/Auto-Empirical-Research-Skills. Multi-agent slide review (visual, pedagogy, proofreading).

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 Copy editing and proofreading.

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/12-pedrohcgs-claude-code-my-workflow/dot-claude/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/12-pedrohcgs-claude-code-my-workflow/dot-claude/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 564 tokens (SKILL.md is roughly 2.3k 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: Slide Excellence (pedrohcgs/claude-code-my-workflow, 1.7k stars), Beamer (Noi1r/beamer-skill, 364 stars), Ppt Generation (peintune/runjam, 228 stars) and Codeck Review (hiyeshu/codeck, 198 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.