Agent skill

Paper Summarizer

by ymx10086 in ymx10086/ResearchClaw

Summarize a paper at brief, standard, or detailed depth. An agent skill from ymx10086/ResearchClaw.

Custom licenceAuto-check passedResearch & Science

Install Paper Summarizer

skills CLI
$ npx skills add ymx10086/ResearchClaw --skill paper-summarizer -a claude-code

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

GitHub CLI
$ gh skill install ymx10086/ResearchClaw paper-summarizer --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/ymx10086/ResearchClaw.git skills-src && mkdir -p .claude/skills && cp -r skills-src/src/researchclaw/agents/skills/paper_summarizer .claude/skills/paper-summarizer && 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-summarizer
GitHub stars
312
Token cost
~158 tokens
SKILL.md length
57 words
Files
2
Skills in repo
15
Repo updated
First seen
Licence
Custom licence

At a glance

Summarize a paper at brief, standard, or detailed depth. An agent skill from ymx10086/ResearchClaw.

  • The user wants a fast summary of a PDF
  • SKILL.md covers Tools and Guidance
  • Runs Python scripts from its folder
  • Tasks that involve Academic paper search

What it does

Paper Summarizer is an agent skill from ymx10086/ResearchClaw. Summarize a paper at brief, standard, or detailed depth. Use when the user wants a fast summary of a PDF, URL, or arXiv paper.

Its SKILL.md is about 160 tokens, which your agent loads only when the skill is triggered. The skill folder holds 1 other file (for example `__init__.py`).

It sits in Research & Science, covering Academic paper search. It works with arXiv. The repository describes itself as: ResearchClaw is a personal AI assistant built for research: fast to set up, easy to run locally or in the cloud, and ready to integrate with the chat apps you already use. With…

When your agent uses it

  • The user wants a fast summary of a PDF
  • Tasks that involve Academic paper search

Example prompts

  • “/paper-summarizer”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 1baaa92. 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

    Ships script files (Python), which the agent can run.

    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 Summarizer loads about 158 tokens when it runs. Until then it costs about 36 tokens; SKILL.md has 57 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~36
When it runs · the whole SKILL.md, loaded when a task matches
~158

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 57 words (~158 tokens).

“Use this skill when the user wants a concise or structured summary of a research paper.”

— opening of SKILL.md by ymx10086, Custom licence
name
paper-summarizer
emoji
🧾
triggers
summarize paper, paper summary, tl;dr paper

Read the full SKILL.md on GitHub

Files

SKILL.md and 1 other file in src/researchclaw/agents/skills/paper_summarizer of ymx10086/ResearchClaw.

  • SKILL.md
  • __init__.py

Open the folder on GitHubat commit 1baaa92

Compare with similar skills

Paper Summarizer 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 Summarizer compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Paper Summarizer this skillymx10086/ResearchClaw312—~158Automated safety check: PassCustom licence
Read arXiv Paperkarpathy/nanochat59k1 repos~494Automated safety check: PassMIT
Literature Reviewneflibata-feng/MyArxiv-Agent12620 repos~5.9kAutomated safety check: NotesMIT
Openalex Databaseneflibata-feng/MyArxiv-Agent12612 repos~3kAutomated safety check: PassCustom licence
Citation ManagementK-Dense-AI/claude-scientific-writer2.4k2 repos~3.9kAutomated safety check: NotesMIT
Citation Managementneflibata-feng/MyArxiv-Agent12619 repos~8.1kAutomated safety check: NotesMIT

Similar skills

  • Read arXiv Paper

    karpathy/nanochat

    Fetches the TeX source of an arXiv paper from its URL, reads it and writes a markdown summary tied to the nanochat project.

    59k GitHub starsUsed in 1 repo~494 tokens
    Research & ScienceAuto-check passed
  • Literature Review

    neflibata-feng/MyArxiv-Agent

    Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.).

    126 GitHub starsUsed in 20 repos~5.9k tokens
    Research & ScienceAuto-check: notes
  • Openalex Database

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    Query and analyze scholarly literature using the OpenAlex database.

    126 GitHub starsUsed in 12 repos~3k tokens
    Research & ScienceAuto-check passed
  • Citation Management

    K-Dense-AI/claude-scientific-writer

    Finds papers in OpenAlex, PubMed and Google Scholar, turns DOIs, PMIDs and arXiv IDs into clean BibTeX, and validates citations for a manuscript or thesis.

    2.4k GitHub starsUsed in 2 repos~3.9k tokens
    Research & ScienceAuto-check: notes
  • Citation Management

    neflibata-feng/MyArxiv-Agent

    Comprehensive citation management for academic research. An agent skill from neflibata-feng/MyArxiv-Agent.

    126 GitHub starsUsed in 19 repos~8.1k tokens
    Research & ScienceAuto-check: notes
  • Searches arXiv across many papers on one topic, extracts each paper's methodology and findings in parallel, and synthesizes a cited literature review.

    84k GitHub starsUsed in 2 repos~4.3k tokens
    Research & ScienceAuto-check passed

More from ymx10086/ResearchClaw

All 15 skills in this repo
  • News

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    312 GitHub starsUsed in 2 repos~611 tokens
    Auto-check passed
  • Himalaya

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  • Dingtalk Channel Connect

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  • PPTX

    ymx10086/ResearchClaw

    Create, edit, and analyze PowerPoint presentations — research talks, conference presentations, lecture slides, and poster summaries.

    312 GitHub stars~2.3k tokensUpdated 6 mo ago
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  • Browser Visible

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    Launch a visible (headed) Chromium browser for interactive research tasks, demos, or debugging.

    312 GitHub stars~340 tokensUpdated 6 mo ago
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  • Cron

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    Create and manage scheduled tasks that run automatically — periodic literature checks, data collection, report generation, and recurring notifications.

    312 GitHub stars~451 tokensUpdated 6 mo ago
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Works with

Questions about Paper Summarizer

What does Paper Summarizer do?

Summarize a paper at brief, standard, or detailed depth. An agent skill from ymx10086/ResearchClaw. Paper Summarizer is an agent skill from ymx10086/ResearchClaw. Summarize a paper at brief, standard, or detailed depth.

When should I use Paper Summarizer?

Paper Summarizer fits situations like: the user wants a fast summary of a PDF; tasks that involve Academic paper search.

How do I install Paper Summarizer in Claude Code?

Run `npx skills add ymx10086/ResearchClaw --skill paper-summarizer -a claude-code`. Or copy the skill folder (src/researchclaw/agents/skills/paper_summarizer in ymx10086/ResearchClaw) into .claude/skills/paper-summarizer in your project. Claude Code loads it when a task matches its description.

How do I install Paper Summarizer in Codex?

Run `npx skills add ymx10086/ResearchClaw --skill paper-summarizer -a codex`. Or copy the skill folder (src/researchclaw/agents/skills/paper_summarizer in ymx10086/ResearchClaw) into .agents/skills/paper-summarizer in your project. Codex loads it when a task matches its description.

Can I use Paper Summarizer 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 ymx10086/ResearchClaw --skill paper-summarizer -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-summarizer, .gemini/skills/paper-summarizer, .github/skills/paper-summarizer and .opencode/skills/paper-summarizer in your project.

What does Paper Summarizer need to run?

Going by SKILL.md and its folder, Paper Summarizer needs Python for the scripts in its folder. Our summary lists: Python 3.

Does Paper Summarizer 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 Summarizer 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 Paper Summarizer use?

Paper Summarizer 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 Paper Summarizer use?

About 158 tokens (SKILL.md is roughly 632 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 Summarizer?

Skills that share tags, products or a category with Paper Summarizer: Read arXiv Paper (karpathy/nanochat, 59k stars), Literature Review (neflibata-feng/MyArxiv-Agent, 126 stars), Openalex Database (neflibata-feng/MyArxiv-Agent, 126 stars) and Citation Management (K-Dense-AI/claude-scientific-writer, 2.4k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Paper Summarizer?

ymx10086 (a GitHub user) maintains it in ymx10086/ResearchClaw, which has 312 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on April 4, 2026.

Source: ymx10086/ResearchClaw on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.