Agent skill

Paper Talk

by AI4Scientist in AI4Scientist/nano-scientist

End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report.

No licenceAuto-check: notesDocuments & Office

Install Paper Talk

skills CLI
$ npx skills add AI4Scientist/nano-scientist --skill paper-talk -a claude-code

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

GitHub CLI
$ gh skill install AI4Scientist/nano-scientist paper-talk --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/AI4Scientist/nano-scientist.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/paper-talk .claude/skills/paper-talk && 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
paper-talk
GitHub stars
128
Used in
2 other repos
Token cost
~5.1k tokens
SKILL.md length
1,985 words
Files
1
Skills in repo
74
Repo updated
First seen
Licence
None found

At a glance

End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report.

  • Works in 7 steps: Setup → Slide Outline (Checkpoint) → Build Baseline Deck → …
  • Phrases: 做 talk
  • SKILL.md covers Assurance Ladder, Hard Invariants, Constants and Inputs, plus 7 more sections
  • Calls python3 and soffice

What it does

Paper Talk is an agent skill from AI4Scientist/nano-scientist. End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / VALSE / 投稿 talks). Trigger phrases: "做 talk", "做 PPT 全流程", "talk pipeline", "end-to-end slides", "做演讲", "conference talk full workflow". Use when the user wants the complete talk artifact, not just a slide deck.

Its SKILL.md is about 5.1k 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, PowerPoint presentations and LaTeX. It works with Microsoft PowerPoint. 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: 做 talk
  • End-to-end slides
  • Conference talk full workflow
  • The user wants the complete talk artifact

Example prompts

  • “做 talk”
  • “做 PPT 全流程”
  • “talk pipeline”
  • “/paper-talk”

Requirements

  • Python 3
  • Pre-approved tools (allowed-tools): Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, mcp__codex__codex

Workflow steps

7 steps, taken from the step headings in SKILL.md.

  1. Setup
  2. Slide Outline (Checkpoint)
  3. Build Baseline Deck
  4. Visual Polish (when assurance ≥ polished)
  5. Assurance Checks (when assurance == conference-ready)
  6. Final Export + Integrity
  7. Final Report

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(*)
    • Read
    • Write
    • Edit
    • Grep
    • Glob
    • Agent
    • Skill
    • mcp__codex__codex

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python3
    • soffice

    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

Paper Talk loads about 5.1k tokens when it runs. Until then it costs about 115 tokens; SKILL.md has 1,985 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~115
When it runs · the whole SKILL.md, loaded when a task matches
~5.1k

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, Skill, 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 1,985 words (~5,114 tokens).

“Workflow: from a completed paper to a conference-ready talk artifact — slide outline, Beamer source, editable PPTX, speaker notes, full talk script, polished visuals, and assurance checks.”

— opening of SKILL.md by AI4Scientist
name
paper-talk
allowed-tools
Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, mcp__codex__codex
argument-hint
[paper-dir] [— talk_type: oral | spotlight | poster-talk | invited] [— minutes: N] [— assurance: draft | polished | conference-ready] [— reference: <pdf>] […

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/paper-talk of AI4Scientist/nano-scientist.

Open the folder on GitHubat commit 7132192

Used in 2 other repositories

We found 5 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

Paper Talk 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.

Paper Talk compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Talk this skillAI4Scientist/nano-scientist1282 repos~5.1kAutomated safety check: NotesNone
BeamerNoi1r/beamer-skill364—~13kAutomated safety check: NotesMIT
Powerpoint SlidesNoi1r/powerpoint-skill124—~12kAutomated safety check: NotesMIT
Academic WritingZimoLiao/scholaraio577—~827Automated safety check: PassMIT
Explorable Deckclaesbackman/AI-research-feedback495—~2.9kAutomated safety check: PassMIT
Conference Talk Slides from PapersOrchestra-Research/AI-Research-SKILLs13k—~2.5kAutomated safety check: PassMIT

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Questions about Paper Talk

What does Paper Talk do?

End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Paper Talk is an agent skill from AI4Scientist/nano-scientist. End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report.

When should I use Paper Talk?

Paper Talk fits situations like: phrases: 做 talk; end-to-end slides; conference talk full workflow; the user wants the complete talk artifact.

How do I install Paper Talk in Claude Code?

Run `npx skills add AI4Scientist/nano-scientist --skill paper-talk -a claude-code`. Or copy the skill folder (skills/paper-talk in AI4Scientist/nano-scientist) into .claude/skills/paper-talk in your project. Claude Code loads it when a task matches its description.

How do I install Paper Talk in Codex?

Run `npx skills add AI4Scientist/nano-scientist --skill paper-talk -a codex`. Or copy the skill folder (skills/paper-talk in AI4Scientist/nano-scientist) into .agents/skills/paper-talk in your project. Codex loads it when a task matches its description.

Can I use Paper Talk 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 paper-talk -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/paper-talk, .gemini/skills/paper-talk, .github/skills/paper-talk and .opencode/skills/paper-talk in your project.

What does Paper Talk need to run?

Going by SKILL.md and its folder, Paper Talk needs the command-line tools its instructions call (python3 and soffice). Our summary lists: Python 3. Its frontmatter pre-approves these tools: Bash(*), Read, Write, Edit, Grep, Glob, Agent, Skill, mcp__codex__codex.

Does Paper Talk 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 Paper Talk 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 Paper Talk use?

No licence was found for Paper Talk or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Paper Talk use?

About 5.1k tokens (SKILL.md is roughly 20k 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 Paper Talk?

Skills that share tags, products or a category with Paper Talk: Beamer (Noi1r/beamer-skill, 364 stars), Powerpoint Slides (Noi1r/powerpoint-skill, 124 stars), Academic Writing (ZimoLiao/scholaraio, 577 stars) and Explorable Deck (claesbackman/AI-research-feedback, 495 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Talk?

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.