genpark-shortform-hook-retention-scorer-skill

genpark-shortform-hook-retention-scorer-skill is a deterministic, zero-dependency Python skill engineered for autonomous shortform video editing, audio silence pacing, generative canvas tiling, and viral hook optimization.

Executive Capability: First-3-second shortform video hook retention scorer (Submagic / Opus Clip)

• 🐍 Zero External pip Dependencies: Runs instantaneously on standard Python 3.9+ with zero environment bloat.
• 🔌 Native Model Context Protocol (MCP): Seamlessly integrates into Claude Desktop, Cursor IDE, CapCut bot automations, and viral video agent pipelines.
• 🎯 Deterministic & Reliable: 100% predictable input/output contracts with full JSON Schema validation.
• 🚀 Low Latency: Sub-millisecond execution overhead tailored for high-concurrency batch media processing.

graph LR
    User([🎬 Video Creator / Media Swarm]) -->|Audio/Video Telemetry & Transcript| MCP[⚡ MCP Server / Protocol]
    MCP --> Client[🛠️ Media Processing Kernel]
    Client --> Engine[🧠 Pacing & Reframing Pipeline]
    Engine --> Cuts[✂️ Precise Cut-Lists & Telemetry Dossier]
    Cuts --> User

python example_usage.py

from client import ShortformHookRetentionScorerClient

client = ShortformHookRetentionScorerClient()
result = client.score_video_hook()
print(result)

Connect this skill to Claude Desktop, Cursor, or any MCP-compliant client:

{
  "mcpServers": {
    "genpark-shortform-hook-retention-scorer-skill": {
      "command": "python",
      "args": ["/path/to/genpark-shortform-hook-retention-scorer-skill/mcp_server.py"]
    }
  }
}

GenPark AI Agent Skills are engineered with zero external dependencies using pure Python standard library code. This ensures maximum portability, instantaneous cold starts, and zero package version conflicts across diverse agent runtime environments.

Explore the comprehensive directory of 1,200+ open-source, production-ready AI Agent skills at the GenPark AI MCP Hub and learn more about multimedia AI tools at GenPark AI.

Run python mcp_server.py --test to verify MCP protocol discovery and tool schema negotiation.