Agent skill

Summarize

by FoundDream in FoundDream/miniclawd

Summarize web articles, documents, or any content into concise key points.

No licenceAuto-check passedWriting & Content

Install Summarize

skills CLI
$ npx skills add FoundDream/miniclawd --skill summarize -a claude-code

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

GitHub CLI
$ gh skill install FoundDream/miniclawd summarize --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/FoundDream/miniclawd.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/summarize .claude/skills/summarize && 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
summarize
GitHub stars
138
Token cost
~386 tokens
SKILL.md length
135 words
Files
1
Skills in repo
3
Repo updated
First seen
Licence
None found

At a glance

Summarize web articles, documents, or any content into concise key points.

  • Works in 2 steps: Use web_fetch tool to get the content → Extract and summarize the key points
  • Tasks that involve Summarization
  • SKILL.md covers Summarizing URLs, Summarizing Files, Summary Formats and Language Handling, plus 1 more section
  • Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md

What it does

Summarize is an agent skill from FoundDream/miniclawd. Summarize web articles, documents, or any content into concise key points.

Its SKILL.md is about 390 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 Writing & Content, covering Summarization. The repository describes itself as: 🦞 A lightweight openclaw build with TypeScript.

When your agent uses it

  • Tasks that involve Summarization

Example prompts

  • “/summarize”

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. Use web_fetch tool to get the content
  2. Extract and summarize the key points

What it can do on your machine

Read from SKILL.md and the folder at commit 2d65665. 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

    No scripts in the folder and no shell commands in SKILL.md.

    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

Summarize loads about 386 tokens when it runs. Until then it costs about 21 tokens; SKILL.md has 135 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~21
When it runs · the whole SKILL.md, loaded when a task matches
~386

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

Without a licence we can't republish the file, so here is its outline and opening line. It has 135 words (~386 tokens).

“Summarize content from URLs, files, or text into digestible formats.”

— opening of SKILL.md by FoundDream
name
summarize

Read the full SKILL.md on GitHub

Files

Just SKILL.md in skills/summarize of FoundDream/miniclawd.

Open the folder on GitHubat commit 2d65665

Compare with similar skills

Summarize 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.

Summarize compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Summarize this skillFoundDream/miniclawd138—~386Automated safety check: PassNone
News Aggregator Skillcclank/news-aggregator-skill1.3k—~2.1kAutomated safety check: PassNone
Vss Search ArchiveNVIDIA-AI-Blueprints/video-search-and-summarization1.9k—~3.6kAutomated safety check: PassApache-2.0
AI Daily Newsgeekjourneyx/ai-daily-skill235—~2.3kAutomated safety check: PassNone
AnalyzeriBigQiang/feedgrab613—~1kAutomated safety check: PassMIT
Reportmicrosoft/data-formulator18k—~1.5kAutomated safety check: PassMIT

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  • Vss Search Archive

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  • AI Daily News

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Questions about Summarize

What does Summarize do?

Summarize web articles, documents, or any content into concise key points. Summarize is an agent skill from FoundDream/miniclawd. Summarize web articles, documents, or any content into concise key points.

When should I use Summarize?

Summarize fits situations like: tasks that involve Summarization.

How do I install Summarize in Claude Code?

Run `npx skills add FoundDream/miniclawd --skill summarize -a claude-code`. Or copy the skill folder (skills/summarize in FoundDream/miniclawd) into .claude/skills/summarize in your project. Claude Code loads it when a task matches its description.

How do I install Summarize in Codex?

Run `npx skills add FoundDream/miniclawd --skill summarize -a codex`. Or copy the skill folder (skills/summarize in FoundDream/miniclawd) into .agents/skills/summarize in your project. Codex loads it when a task matches its description.

Can I use Summarize 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 FoundDream/miniclawd --skill summarize -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/summarize, .gemini/skills/summarize, .github/skills/summarize and .opencode/skills/summarize in your project.

What does Summarize need to run?

SKILL.md names no scripts, command-line tools or credentials: Summarize is instructions for the agent only.

Does Summarize 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 Summarize 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 Summarize use?

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

How many tokens does Summarize use?

About 386 tokens (SKILL.md is roughly 1.5k 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 Summarize?

Skills that share tags, products or a category with Summarize: News Aggregator Skill (cclank/news-aggregator-skill, 1.3k stars), Vss Search Archive (NVIDIA-AI-Blueprints/video-search-and-summarization, 1.9k stars), AI Daily News (geekjourneyx/ai-daily-skill, 235 stars) and Analyzer (iBigQiang/feedgrab, 613 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Summarize?

FoundDream (a GitHub user) maintains it in FoundDream/miniclawd, which has 138 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on February 11, 2026.

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