---
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**](https://drive.google.com/file/d/1K0n9wPZrDK1sqmkwE3pQ9L5M3quJ0Kr0/view?usp=sharing)


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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](https://www.linkedin.com/posts/meheret-egzerab_aiquoteclipgenerator-a-hugging-face-space-activity-7400417365919739904-Qaqs?utm_source=share&utm_medium=member_desktop&rcm=ACoAAA7IO14BtgExjFdt6PfmyucbU4vHHgnjfZA)
 - [Twitter](https://x.com/meheret55/status/1994647063208870059?s=20)

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### 🧑‍💻 Author  
**Meheret Egzerab**

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### 📝 License  
apache-2.0