README.md

metadata

title: AIQuoteClipGenerator
emoji: 🎬
colorFrom: purple
colorTo: pink
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
license: apache-2.0
short_description: AI-powered tool that automatically generates quote video
tags:
  - mcp-in-action-track-productivity

🎬 AI Quote Clip Generator

Autonomous MCP Agent • Trend-Aware Quote Studio • Multimodal Generation
Track 2: MCP in Action – Productivity

AI Quote Clip Generator is an MCP-powered autonomous system that creates aesthetic, trend-aware quote videos for TikTok, Instagram Reels, and Shorts.
It combines Gemini + OpenAI + ElevenLabs + Modal + Pexels into a single intelligent pipeline that plans, generates, narrates, and renders short-form content automatically.

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🔮 Live Demo

▶️ Click here to watch the demo video

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🚀 What It Does

With a single click, the system:

• Generates non-repetitive Gemini-powered quotes
• Applies a persona style (Coach, Philosopher, Poet, Mentor)
• Uses trend-aware insight fusion for modern themes
• Creates voice-over explanations (OpenAI → ElevenLabs)
• Retrieves cinematic vertical footage from Pexels
• Renders 7–20 second videos using Modal
• Saves all clips to a persistent gallery
• Shows a full agent activity log

This makes the app a full AI-powered short-form content studio.

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🧠 Why This Fits MCP Track 2 – Productivity

• Uses a smolagents CodeAgent orchestrating multi-step workflows
• Multiple tools are invoked as MCP-style functions
• Executes LLM → video search → voice synthesis → rendering → caption generation
• Incorporates a mini-RAG trend engine for contextual relevance
• Demonstrates a high-value productivity workflow that automates real creative work
• Fully multimodal: text → audio → video → metadata generation

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🛠️ MCP Tools Used

Tool	Description
generate_quote_tool	Produces unique, trend-aware quotes (Gemini primary)
search_pexels_video_tool	Retrieves aesthetic Pexels footage
create_quote_video_tool	Sends rendering jobs to Modal
(internal) generate_voice_commentary	Voice-over commentary via OpenAI + ElevenLabs

All tools are orchestrated by an autonomous MCP-style agent chain.

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📊 Agent Pipeline Overview

1. Build context → niche + persona + trend label
2. Generate quote (Gemini primary, OpenAI fallback)
3. Create voice-over commentary
4. Retrieve video footage (Pexels)
5. Render final video (Modal)
6. Save in gallery + display caption/hashtags

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🧩 Core Components

1. Autonomous MCP Agent Pipeline

Multi-step reasoning pipeline orchestrated with smolagents.

2. Gemini-Enhanced Quote Generator

Unique, non-repetitive quote generation with per-niche memory.

3. Trend-Aware Mini-RAG Engine

Fuses curated trend insights (Soft Life, Discipline Era, Glow-Up, etc.) into the content.

4. ElevenLabs Voice Studio

Creates natural voice-over narrations for short-form content.

5. Modal Render Engine

Fast cloud video rendering synced to narration length.

6. Pexels Multimodal Search Tool

Fetches cinematic vertical videos matched to niche/persona/trend.

7. Dynamic Aesthetic Text Layouts

Three design presets inspired by high-performing TikTok formats.

8. Persistent Video Gallery

Full history of generated clips stored in the app.

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🔗 Submission Post

• LinkedIn
• Twitter

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🧑‍💻 Author

Meheret Egzerab

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📝 License

apache-2.0