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summarize

npx machina-cli add skill zebbern/icron/summarize --openclaw
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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

Source

git clone https://github.com/zebbern/icron/blob/main/icron/skills/summarize/SKILL.mdView on GitHub

Overview

Summarize or extract text and transcripts from URLs, podcasts, and local files. This fast CLI is a practical fallback when you need a quick transcription-like result for YouTube videos. It supports multiple providers and configurable models to fit your workflow.

How This Skill Works

You pass a URL, a local file path, or a YouTube link to the summarize CLI, which then generates a summary or transcript using a selected provider/model (default is google/gemini-3-flash-preview). API keys for providers (OpenAI, Anthropic, xAI, Google) are configured via environment variables, and powerful flags like --extract-only, --youtube, --length, and --json tailor the output.

When to Use It

  • You want a quick summary of a web page or article from a URL.
  • You need a summary of a local document (PDF, DOCX, etc.) on your machine.
  • You want a best-effort transcript for a YouTube video without installing yt-dlp.
  • You require a machine-readable output for automation (--json) or to control summary depth (--length).
  • You want to choose between different providers/models via API keys and --model.

Quick Start

  1. Step 1: Install or ensure the summarize binary is available (e.g., via brew: brew install summarize).
  2. Step 2: Run a basic summary with a URL or local file, e.g., summarize "https://example.com" --model google/gemini-3-flash-preview.
  3. Step 3: Optional: tailor output with --extract-only, --youtube auto, --length, or --json; manage API keys via environment variables.

Best Practices

  • Use --extract-only when you only need transcript text from a URL.
  • For YouTube, start with --youtube auto and supply APIFY_API_TOKEN if you have one.
  • Control depth with --length short|medium|long|xl|xxl or <chars> to keep results readable.
  • Store API keys in environment variables: OPENAI_API_KEY, ANTHROPIC_API_KEY, XAI_API_KEY, GEMINI_API_KEY.
  • Use --json for structured output to feed downstream systems.

Example Use Cases

  • 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
  • summarize "https://example.com" --extract-only
  • summarize "https://example.com" --json --length short

Frequently Asked Questions

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