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/summarize

Summarize or extract text/transcripts from URLs, podcasts, YouTube videos, and local files using the summarize CLI. Use when asked to summarize a link, article, video, or file, or to transcribe a YouTube video.

From plugin
swarmclaw
70911 skills

Claude Code

$ npx -y skills add swarmclawai/swarmclaw --skill summarize --agent claude-code

SKILL.md

summarize.SKILL.md
name: summarize
description: Summarize or extract text/transcripts from URLs, podcasts, YouTube videos, and local files using the summarize CLI. Use when asked to summarize a link, article, video, or file, or to transcribe a YouTube video.
metadata:
  {
    "openclaw":
      {
        "emoji": "🧾",
        "requires": { "bins": ["summarize"] },
        "install":
          [
            {
              "id": "brew",
              "kind": "brew",
              "formula": "steipete/tap/summarize",
              "bins": ["summarize"],
              "label": "Install summarize (brew)",
            },
          ],
      },
  }

Summarize

Fast CLI to summarize URLs, local files, and YouTube links.

Quick Start

summarize "https://example.com" --model google/gemini-3-flash-preview
summarize "/path/to/file.pdf" --model google/gemini-3-flash-preview
summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto

YouTube: Summary vs Transcript

Best-effort transcript extraction (URLs only):

summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto --extract-only

If the user asked for a transcript but it's very long, return a tight summary first, then ask which section or time range to expand.

Model + Keys

Set the API key for your chosen provider:

  • OpenAI: `OPENAI_API_KEY`
  • Anthropic: `ANTHROPIC_API_KEY`
  • xAI: `XAI_API_KEY`
  • Google: `GEMINI_API_KEY` (aliases: `GOOGLE_GENERATIVE_AI_API_KEY`, `GOOGLE_API_KEY`)

Default model is `google/gemini-3-flash-preview` if none is set.

Useful Flags

  • `--length short|medium|long|xl|xxl|<chars>` — control summary length
  • `--max-output-tokens <count>` — hard token limit
  • `--extract-only` — extract raw text without summarizing (URLs only)
  • `--json` — machine-readable output
  • `--firecrawl auto|off|always` — fallback extraction for blocked sites
  • `--youtube auto` — Apify fallback if `APIFY_API_TOKEN` is set

Config

Optional config file: `~/.summarize/config.json`

{ "model": "openai/gpt-5.2" }

Optional services:

  • `FIRECRAWL_API_KEY` for blocked sites
  • `APIFY_API_TOKEN` for YouTube fallback
Read more
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Questions about summarize.

Which coding agents can use summarize?
summarize installs in Claude Code, Codex, Cursor, Gemini CLI, GitHub Copilot, OpenCode and Windsurf with the skills CLI, using each agent's flag shown on this page. Flowy's auto-invocation, which fires a skill when your prompt matches, runs in Claude Code only.