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Viral Shorts

License: MIT Python 3.11+

MCP-powered YouTube Shorts discovery tool for finding viral videos using natural language in Claude Desktop

中文文档

Features

  • 🔥 Discover trending Shorts

  • 📊 Analyze viral potential

  • 🎯 Track trending topics

  • 🔍 Find niche trends

  • 📝 Summarize video stories

Tech Stack: YouTube Data API v3 • VPH (Views Per Hour) • Engagement Rate • MCP Protocol


Quick Start

Prerequisites

  • Python 3.11+ (optional, uvx auto-manages)

  • YouTube Data API Key

  • Claude Desktop or MCP client

1. Get YouTube API Key

  1. Visit Google Cloud Console

  2. Create a new project

  3. Enable YouTube Data API v3

  4. Create API Key

  5. (Recommended) Restrict key to YouTube Data API v3 only

2. Configure Claude Desktop

Edit Claude Desktop config:

Windows: %APPDATA%\Claude\claude_desktop_config.json
macOS: ~/Library/Application Support/Claude/claude_desktop_config.json

Add:

{
  "mcpServers": {
    "viral-shorts": {
      "command": "uvx",
      "args": ["--from", "youtube-shorts-viral-agent", "shorts-server"],
      "env": {
        "YOUTUBE_API_KEY": "your-api-key-here"
      }
    }
  }
}

Note:

  • Replace your-api-key-here with your actual API key

  • uvx auto-downloads from PyPI

  • No manual installation needed

3. Start Using

  1. Restart Claude Desktop completely

  2. Use natural language:

Find trending AI Shorts from the last 24 hours

Usage Examples

Show me viral AI Shorts from the last 24 hours

Returns Markdown table with:

  • Title, Channel, Views, VPH, Engagement Rate, Viral Score, Age

Example 2: Analyze Video

Analyze this video's potential: https://www.youtube.com/shorts/abc123

Example 3: Find Topics

What's trending in tech category?

Example 4: Custom Parameters

Find programming Shorts from last 12 hours with 500k+ views

Claude auto-extracts:

  • Keyword: "programming"

  • Time range: 12 hours

  • Min views: 500,000


Available Tools

1. get_youtube_shorts_trends

Discover trending YouTube Shorts.

Parameters:

  • keyword (string): Search keyword, empty for global trends

  • hours_ago (int): Time range in hours, default 24

  • max_results (int): Result count, default 10

  • min_views (int): Min view threshold, default 100,000

  • search_by_tag (boolean): Search by exact tag match, default false

2. analyze_video_potential

Deep analysis of a single video.

Parameters:

  • video_url (string): YouTube Shorts URL

3. get_trending_topics

Find trending topics.

Parameters:

  • category (string): tech/entertainment/education/gaming/all

  • hours_ago (int): Time range, default 24

4. summarize_video_story

Extract video story and core content.

Parameters:

  • video_url (string): YouTube Shorts URL

5. discover_niche_trends

Find niche viral trends within a topic.

Parameters:

  • main_topic (string): Main keyword (e.g., "AI", "tutorial")

  • hours_ago (int): Time range, default 24

  • min_videos (int): Min videos per niche, default 3

  • top_niches (int): Top N niches to return, default 10


Core Metrics

VPH (Views Per Hour)

  • Formula: Total Views ÷ Hours Since Published

  • Meaning: Growth velocity

  • Thresholds:

    • ≥ 10,000: 🔥 Super viral

    • ≥ 5,000: ⭐ High potential

    • ≥ 1,000: ✨ Potential

Engagement Rate

  • Formula: (Likes + Comments) ÷ Views × 100

  • Meaning: Content quality

  • Thresholds:

    • 10%: Excellent

    • 5%: Good

    • 2%: Average

Viral Score

  • Formula: VPH × Time Weight × (1 + Engagement Boost)

  • Meaning: Comprehensive ranking score

  • Features:

    • Newer videos weighted higher

    • High engagement significantly boosts score


API Quota Management

YouTube Data API v3 Quota

  • Default: 10,000 units/day

  • Reset: Daily at Pacific Time midnight

Cost Breakdown

Operation

Cost

Description

search.list

100 units

Search videos

videos.list

1 unit

Get video details

channels.list

1 unit

Get channel info

Best Practices

  • Keep max_results ≤ 10 per search

  • Limit to ~50 calls/day

  • Use min_views to filter results

  • Use view count for overall popularity

  • Use VPH for fast-growing new videos


Project Structure

viral-shorts/
├── .env.example            # MCP config example
├── .gitignore              # Git ignore rules
├── LICENSE                 # MIT License
├── README.md               # English documentation
├── README.zh.md            # Chinese documentation
├── MCP_EXPLAINED.md        # MCP protocol explained
├── pyproject.toml          # PyPI config
├── uv.lock                 # Dependency lock
├── src/
│   ├── server.py           # MCP Server (annotated)
│   ├── youtube/
│   │   ├── client.py       # YouTube API client
│   │   └── analyzer.py     # Viral analysis
│   ├── models/
│   │   └── video.py        # Data models
│   └── utils/
│       └── config.py       # Config (env vars)
└── tests/
    └── test_youtube.py     # Unit tests

FAQ

Q: "YOUTUBE_API_KEY not set" error

  1. Check claude_desktop_config.json has env.YOUTUBE_API_KEY set

  2. Ensure no extra spaces or quotes in API key

  3. Fully restart Claude Desktop

Q: "API quota exhausted" error

  1. Wait for quota reset (Pacific Time midnight)

  2. Request quota increase in Google Cloud Console

  3. Reduce search frequency or lower max_results

Q: Claude can't find tools

  1. Verify claude_desktop_config.json format is correct

  2. Fully restart Claude Desktop

  3. Check Claude Desktop logs for errors

Q: No search results

  1. Expand time range (e.g., 12h → 24h)

  2. Use broader keywords

  3. Lower min_views threshold


Tech Stack

  • Python: 3.11+

  • MCP: FastMCP 2.13.1+

  • API: google-api-python-client 2.187.0+

  • Validation: Pydantic 2.12.4+


License

MIT License - see LICENSE



Start discovering viral videos with natural language! 🚀

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