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summarize — how to use summarize how to use summarize, summarize alternative, summarize setup guide, summarize vs transcript, what is summarize, summarize install, summarize CLI commands, summarize YouTube links, summarize local files

v1.0.0
GitHub

About this Skill

Perfect for Text Analysis Agents needing rapid content summarization capabilities for URLs, local files, and YouTube links. Summarize is a fast CLI tool that extracts key information from URLs, local files, and YouTube links using models like google/gemini-3-flash-preview.

Features

Summarizes URLs using the google/gemini-3-flash-preview model
Supports local file summarization via CLI commands
Extracts best-effort transcripts from YouTube links without yt-dlp
Utilizes the summarize.sh command for easy execution
Compatible with file formats like PDF

# Core Topics

UselessXu UselessXu
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Updated: 3/4/2026

Quality Score

Top 5%
57
Excellent
Based on code quality & docs
Installation
SYS Universal Install (Auto-Detect)
Cursor IDE Windsurf IDE VS Code IDE
> npx killer-skills add UselessXu/mino/summarize

Agent Capability Analysis

The summarize MCP Server by UselessXu is an open-source Categories.community integration for Claude and other AI agents, enabling seamless task automation and capability expansion. Optimized for how to use summarize, summarize alternative, summarize setup guide.

Ideal Agent Persona

Perfect for Text Analysis Agents needing rapid content summarization capabilities for URLs, local files, and YouTube links.

Core Value

Empowers agents to swiftly summarize online content using advanced models like google/gemini-3-flash-preview, handling various file formats and protocols, including CLI commands for efficient data processing.

Capabilities Granted for summarize MCP Server

Summarizing news articles from URLs for quick information extraction
Transcribing YouTube videos for text-based analysis without requiring yt-dlp
Analyzing local PDF files for key points and main ideas
Providing users with concise overviews of lengthy documents or videos

! Prerequisites & Limits

  • Requires specific model specifications like google/gemini-3-flash-preview
  • Dependent on CLI for operation
  • Best-effort transcript extraction for YouTube videos, quality may vary
Project
SKILL.md
1.6 KB
.cursorrules
1.2 KB
package.json
240 B
Ready
UTF-8

# Tags

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SKILL.md
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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

bash
1summarize "https://example.com" --model google/gemini-3-flash-preview 2summarize "/path/to/file.pdf" --model google/gemini-3-flash-preview 3summarize "https://youtu.be/dQw4w9WgXcQ" --youtube auto

YouTube: summary vs transcript

Best-effort transcript (URLs only):

bash
1summarize "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

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

Optional services:

  • FIRECRAWL_API_KEY for blocked sites
  • APIFY_API_TOKEN for YouTube fallback

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