Powerpoint Slides
Noi1r/powerpoint-skill
Create visually rich PowerPoint (.pptx) presentations from academic papers, research notes, or any content the user wants in slide format.
Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides.
Install Slides Polish
$ npx skills add AI4Scientist/nano-scientist --skill slides-polish -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AI4Scientist/nano-scientist slides-polish --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/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/slides-polish .claude/skills/slides-polish && 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 "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .claude/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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/AI4Scientist/nano-scientist/tree/main/skills/slides-polishType 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 AI4Scientist/nano-scientist --skill slides-polish -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AI4Scientist/nano-scientist slides-polish --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/slides-polish .agents/skills/slides-polish && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .agents/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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 AI4Scientist/nano-scientist --skill slides-polish -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AI4Scientist/nano-scientist slides-polish --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/slides-polish .cursor/skills/slides-polish && 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 "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .cursor/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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/AI4Scientist/nano-scientist.git --path skills/slides-polish--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 AI4Scientist/nano-scientist --skill slides-polish -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AI4Scientist/nano-scientist slides-polish --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/slides-polish .gemini/skills/slides-polish && 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 "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .gemini/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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 AI4Scientist/nano-scientist slides-polishInstalls 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 AI4Scientist/nano-scientist --skill slides-polish -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/slides-polish .github/skills/slides-polish && 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 "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .github/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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 AI4Scientist/nano-scientist --skill slides-polish -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AI4Scientist/nano-scientist slides-polish --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AI4Scientist/nano-scientist.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/slides-polish .opencode/skills/slides-polish && 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 "slides-polish" agent skill from https://github.com/AI4Scientist/nano-scientist/tree/main/skills/slides-polish into .opencode/skills/slides-polish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "slides-polish", 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
slides-polish- GitHub stars
- 128
- Used in
- 2 other repos
- Token cost
- ~7k tokens
- SKILL.md length
- 2,852 words
- Files
- 1
- Skills in repo
- 74
- Repo updated
- First seen
- Licence
- None found
At a glance
Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides.
- Works in 6 steps: Inventory, Inspect, Triage → Per-Page Review + Fix Loop → Beamer-Side Polish (if Beamer source… → …
- Phrases: polish slides
- SKILL.md covers What This Skill Is — and Is NOT, Constants, Prerequisites and Inputs, plus 10 more sections
- Calls pdftoppm, python3 and codex
What it does
Slides Polish is an agent skill from AI4Scientist/nano-scientist. Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides. Use AFTER /paper-slides (or any externally generated PPTX/Beamer) when the deck looks 'mostly OK' but the user wants a final pass that aligns visual weight with a reference, bumps PPTX fonts to projector-readable size, kills italic style leaks, fixes text-frame overflow, and catches per-slide layout drift. Trigger phrases: "polish slides", "slides 排版不对", "PPTX 字体太小", "和 Beamer 比一下", "per-page review", "和 codex 一页一页过".
Its SKILL.md is about 7k 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, LaTeX and PowerPoint presentations. It works with Microsoft PowerPoint, python-pptx and OpenAI. The repository describes itself as: An autonomous research agent that turns a topic into a peer-reviewed technical report.
When your agent uses it
- Phrases: polish slides
- Per-page review
Example prompts
- “mostly OK”
- “polish slides”
- “slides 排版不对”
- “/slides-polish”
Requirements
- Python 3
- Pre-approved tools (allowed-tools): Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
Workflow steps
6 steps, taken from the step headings in SKILL.md.
- Inventory, Inspect, Triage
- Per-Page Review + Fix Loop
- Beamer-Side Polish (if Beamer source present)
- PPTX-Side Polish
- Verification + Re-Triage
- Changelog
What it can do on your machine
Read from SKILL.md and the folder at commit 7132192. 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:
Bash(*)ReadWriteEditGrepGlobAgentmcp__codex__codex
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
pdftoppmpython3codexpipsoffice
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.
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
Slides Polish loads about 7k tokens when it runs. Until then it costs about 130 tokens; SKILL.md has 2,852 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: Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
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 2,852 words (~7,012 tokens).
“Polish a generated slide deck — Beamer (.tex + .pdf) and/or PPTX — by running per-page Codex review against a reference visual and applying surgical fixes (font scaling, text-frame resize, callout-box style, em-dash spacing, anonymity placeholders, Chinese-font hints, italic style…”
- name
- slides-polish
- allowed-tools
- Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex
- argument-hint
- [slides-dir-or-pptx] — reference: <ref-pdf> [— style: generic | why-rf | neurips | icml | iclr | cvpr] [— effort: lite | balanced | max | beast] [— interactive]
Files
Just SKILL.md in skills/slides-polish of AI4Scientist/nano-scientist.
Open the folder on GitHubat commit 7132192
Used in 2 other repositories
We found 3 copies of this SKILL.md (exact, near-identical or edited) in other folders, from 2 other GitHub owners. This page covers the copy in AI4Scientist/nano-scientist, which our catalogue first saw on October 7, 2026.
Compare with similar skills
Slides Polish 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 |
|---|---|---|---|---|---|---|
| Slides Polish this skillAI4Scientist/nano-scientist | 128 | 2 repos | ~7k | Automated safety check: Notes | None | |
| Powerpoint SlidesNoi1r/powerpoint-skill | 124 | — | ~12k | Automated safety check: Notes | MIT | |
| PPTXrvdbreemen/OTGW-firmware | 207 | 34 repos | ~2.3k | Automated safety check: Pass | Proprietary | |
| PPTX Generatorpoco-ai/poco-claw | 1.4k | 4 repos | ~2k | Automated safety check: Pass | MIT | |
| PowerPoint Deck Builderpipeshub-ai/pipeshub-ai | 3.8k | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | |
| Ambiguity Reportlawve-ai/awesome-legal-skills | 847 | — | ~4.6k | Automated safety check: Pass | Apache-2.0 |
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Ambiguity Report
lawve-ai/awesome-legal-skills
Turn an interpretive-ambiguity audit of a legal text — contract, statute, regulation, or judicial opinion — into a polished deliverable.
Python PPTX Generator
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Generate complete Python scripts that build polished PowerPoint decks with python-pptx and real slide content.
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Related
Works with
Categories
Questions about Slides Polish
What does Slides Polish do?
Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides. Slides Polish is an agent skill from AI4Scientist/nano-scientist. Per-page Codex review + targeted python-pptx / Beamer fixes for academic talk slides.
When should I use Slides Polish?
Slides Polish fits situations like: phrases: polish slides; per-page review.
How do I install Slides Polish in Claude Code?
Run `npx skills add AI4Scientist/nano-scientist --skill slides-polish -a claude-code`. Or copy the skill folder (skills/slides-polish in AI4Scientist/nano-scientist) into .claude/skills/slides-polish in your project. Claude Code loads it when a task matches its description.
How do I install Slides Polish in Codex?
Run `npx skills add AI4Scientist/nano-scientist --skill slides-polish -a codex`. Or copy the skill folder (skills/slides-polish in AI4Scientist/nano-scientist) into .agents/skills/slides-polish in your project. Codex loads it when a task matches its description.
Can I use Slides Polish 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 AI4Scientist/nano-scientist --skill slides-polish -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/slides-polish, .gemini/skills/slides-polish, .github/skills/slides-polish and .opencode/skills/slides-polish in your project.
What does Slides Polish need to run?
Going by SKILL.md and its folder, Slides Polish needs the command-line tools its instructions call (pdftoppm, python3, codex, pip and soffice). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash(*), Read, Write, Edit, Grep, Glob, Agent, mcp__codex__codex.
Does Slides Polish access the network?
SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is Slides Polish 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 Slides Polish use?
No licence was found for Slides Polish or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Slides Polish use?
About 7k tokens (SKILL.md is roughly 28k 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 Slides Polish?
Skills that share tags, products or a category with Slides Polish: Powerpoint Slides (Noi1r/powerpoint-skill, 124 stars), PPTX (rvdbreemen/OTGW-firmware, 207 stars), PPTX Generator (poco-ai/poco-claw, 1.4k stars) and PowerPoint Deck Builder (pipeshub-ai/pipeshub-ai, 3.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Slides Polish?
AI4Scientist (a GitHub organization) maintains it in AI4Scientist/nano-scientist, which has 128 GitHub stars. The repository holds 74 skills in this directory. The repository was last updated on June 3, 2026.
Source: AI4Scientist/nano-scientist on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.