summarize

Summarize URLs, transcripts, YouTube links, and local files into condensed output.

22|3|Updated Apr 22, 2026
One-click install
npx skills add https://github.com/MadeAgents/TopoClaw --skill summarize-madeagents
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: summarize
Source: https://github.com/MadeAgents/TopoClaw/tree/main/TopoClaw/topoclaw/skills/summarize
Command: npx skills add https://github.com/MadeAgents/TopoClaw --skill summarize-madeagents

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the problem of spending too much time reading long articles, transcripts, and local documents by producing a concise summary you can use immediately.

Core Features & Use Cases

  • URL and file summarization: Summarizes web pages, local files, and transcript-like content in a fast, CLI-first flow.
  • YouTube-focused best-effort extraction: Provides a transcript-oriented output when given YouTube/video links, with best-effort transcript extraction behavior.
  • Extraction and fallback modes: Supports extract-only URL summarization and can use Firecrawl or an Apify-based YouTube fallback when configured.

Use case: When you need to understand a news article or a long video quickly, run a one-command summary and use it to decide what to do next without reading everything.

Quick Start

Run summarize on the URL you care about (for example: summarize "https://example.com" --model google/gemini-3-flash-preview) to get an instant summary.

Frequently Asked Questions about summarize

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I summarize long articles and YouTube videos quickly?

You can summarize long articles and YouTube videos by passing their links to a CLI tool that extracts content and generates a condensed output. This approach supports best-effort transcript extraction for quick understanding without manual reading.

Can I extract YouTube transcripts without watching the entire video?

Yes, you can extract YouTube transcripts using best-effort extraction directly from the video URL. The tool processes the link via CLI and optionally uses an Apify fallback to ensure you get a readable text summary without watching the video.

Does the summarization tool support JSON output mode?

Yes, the summarization tool supports JSON output mode alongside extract-only and standard text formats. This enables you to return structured data from URLs and local files, allowing direct integration of the summarized content into other applications.

What's the best way to summarize local files and web pages in one workflow?

The best way to summarize local files and web pages in one workflow is using a CLI-first summarization tool. It accepts both URLs and local file paths, applying a configurable LLM provider model to generate consistent, condensed outputs across different content sources.

Do I need Firecrawl or Apify API tokens for URL analysis?

You do not need Firecrawl or Apify API tokens for basic URL analysis, but they are required for optional fallback extraction paths. Configuring these tokens enables advanced content digestion and YouTube transcript extraction when direct extraction methods are unavailable.

When should I use extract-only mode instead of full summarization?

You should use extract-only mode instead of full summarization when you need the raw text content of a web page without LLM processing. This mode bypasses the summarization step, providing the extracted document content directly for custom analysis or storage.