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/summarize

Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).

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claude-forge
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Claude Code

$ npx -y skills add sangrokjung/claude-forge --skill summarize --agent claude-code

SKILL.md

summarize.SKILL.md
name: summarize
description: Summarize or extract text/transcripts from URLs, podcasts, and local files (great fallback for “transcribe this YouTube/video”).
homepage: https://summarize.sh
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.

When to use (trigger phrases)

Use this skill immediately when the user asks any of:

  • “use summarize.sh”
  • “what’s this link/video about?”
  • “summarize this URL/article”
  • “transcribe this YouTube/video” (best-effort transcript extraction; no `yt-dlp` needed)

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 (URLs only):

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

If the user asked for a transcript but it’s huge, return a tight summary first, then ask which section/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>`
  • `--max-output-tokens <count>`
  • `--extract-only` (URLs only)
  • `--json` (machine readable)
  • `--firecrawl auto|off|always` (fallback extraction)
  • `--youtube auto` (Apify fallback if `APIFY_API_TOKEN` 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
@sangrokjung
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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.