TikTok Viral Factory

Multi-Agent AI System that generates, produces, and publishes TikTok Shop Affiliate videos — fully automated.
_{7 AI Agents · LangGraph · Kling AI · ElevenLabs · MCP Protocol}

---

What is this?

A fully autonomous AI workforce that runs 7 specialized agents working together to:

1. Research trending TikTok Shop products in Beauty & Personal Care
2. Plan viral content strategies based on TikTok algorithm signals
3. Write hook-optimized scripts with karaoke-style word timestamps
4. Generate product hero shots using Kling AI (cinematic, not AI slop)
5. Compose full videos with ElevenLabs voiceover, stock footage, text overlays, SFX
6. Optimize SEO (hashtags, captions, posting time)
7. Publish to TikTok via Content Posting API

You provide the API keys. It does everything else.

Input:  TikTok Shop product URL
Output: Ready-to-post 15-60s TikTok video + optimized caption + hashtags

[!NOTE] This is not a "type your prompt, get a video" wrapper. This is a multi-agent system with real market research, content strategy, deduplication, cost tracking, and TikTok compliance built in.

---

Why this exists

Problem	Solution
Creating TikTok content manually = 2-4 hours/video	100 videos/month, fully automated
AI-generated videos get flagged as "AI slop" and throttled	Mixed pipeline: stock footage + AI hero shots + text overlays = human-feeling
Most AI video tools produce generic, soulless content	7 specialized agents — each one does ONE thing well
TikTok Shop Affiliate is lucrative but hard to scale	Beauty & Personal Care niche = #1 GMV category, 15-25% commission
GPU requirements block most developers	Cloud APIs (Kling, ElevenLabs) — runs on any laptop

---

Architecture

                        YOU (CLI)
                            │
                ┌───────────▼───────────┐
                │   SUPERVISOR          │
                │   (Marketing Director)│
                │   Routes + monitors   │
                └───────────┬───────────┘
                            │
         ┌──────────────────┼──────────────────┐
         │                  │                  │
         ▼                  ▼                  ▼
    RESEARCH          STRATEGY           ANALYTICS
    Market Intel      Content Plan       Performance
         │                  │
         │           ┌──────┴──────┐
         │           ▼             ▼
         │      SCRIPT         SEO AGENT
         │      WRITER         (Hashtags,
         │                     Captions)
         │           │
         └───────────▼
                PRODUCER
             (Video Engine)
             Kling AI + Stock +
             ElevenLabs + FFmpeg
                   │
                   ▼
               PUBLISHER
            (Upload to TikTok)

    ┌────────────────────────────────┐
    │        MCP BRIDGE              │
    │   Client ↔ Server              │
    │   Connect external tools       │
    │   Expose agents as MCP tools   │
    └────────────────────────────────┘

7 Agents

Agent	Role	Tools
Supervisor	Marketing Director — routes tasks, monitors quality	LLM + Router
Research	Trending products, competitor analysis, market intel	LLM + TikTok Research
Strategy	Content calendar, hook library, posting schedule	LLM + Trend DB
Script Writer	15-60s scripts with word timestamps, hook optimization	LLM
SEO	Hashtags, captions, posting time, TikTok algorithm signals	LLM
Producer	Video generation — Kling AI + stock footage + ElevenLabs TTS + FFmpeg	Kling, Pixabay, Pexels, ElevenLabs, FFmpeg
Publisher	Upload to TikTok, or export package for manual upload	TikTok API
Analytics	Track views, engagement, revenue, optimize strategy	LLM + Analytics DB

---

Video Pipeline (Mixed Approach)

The key insight: pure AI-generated videos get throttled by TikTok. Our mixed approach feels human:

Stock Footage (60%)          AI Product Shots (20%)      Overlays (20%)
─────────────────────────    ────────────────────────    ─────────────────────
Pixabay/Pexels               Kling AI 2.5 Turbo Pro      FFmpeg
"woman applying cream"       "serum bottle, slow-mo      Text overlays
"close-up skincare routine"   cinematic, 9:16"           Subtitles (karaoke)
"glowing skin result"        $0.07/sec via fal.ai       SFX (whoosh, ding)

Video Output Example

[0-3s]   HOOK:   Stock footage + bold text overlay + whoosh SFX
[3-8s]   PROBLEM: Stock footage + voiceover "Punya masalah kulit kusam?"
[8-18s]  PRODUCT: Kling AI hero shot + ingredient callouts + voiceover
[18-25s] PROOF:   Stock "glowing skin" + voiceover "Coba ini..."
[25-30s] CTA:    Text overlay "Link di bio!" + product image + sparkle SFX

---

Tech Stack

Layer	Technology	Why
Framework	LangGraph	Supervisor pattern, native streaming, persistence
LLM	OpenAI-compatible API	Works with any provider (OpenAI, Groq, Together, local)
AI Video	Kling 2.5 Turbo Pro (fal.ai)	Best e-commerce product shots, $0.07/sec
Stock Footage	Pixabay + Pexels	FREE, HD, 100+ req/min
Voice	ElevenLabs eleven_multilingual_v2	Natural voice, Indonesian support, word timestamps
Video Engine	FFmpeg + moviepy	Text overlays, composition, SFX, subtitles
Image Tools	rembg	Background removal for product photos
Protocol	MCP (Model Context Protocol)	Connect to any MCP server, expose agents as tools
Config	Pydantic Settings	Type-safe, .env driven

---

Cost Breakdown (100 videos/month)

Service	Cost	Notes
Kling AI	~$35/mo	5 sec product shots × 100 videos
ElevenLabs	~$10/mo	30s voiceover × 100 videos
LLM API	~$5/mo	OpenAI-compatible, varies by provider
Stock Footage	FREE	Pixabay + Pexels
Total	~$50/month

---

Quick Start

Prerequisites

• Python 3.11+
• FFmpeg installed (apt install ffmpeg / brew install ffmpeg)
• API keys: OpenAI-compatible LLM, fal.ai (Kling), ElevenLabs, Pixabay, Pexels

1. Clone & Install

git clone https://github.com/vanszs/tiktok-viral-factory.git
cd tiktok-viral-factory
pip install -r requirements.txt

2. Configure

cp .env.example .env
# Edit .env with your API keys

3. Run

# Generate a single video from a TikTok Shop product
python -m workflows.faceless --product-url "https://shop.tiktok.com/..."

# Batch generate from product list
python -m workflows.batch --input products.json --count 10

# Clip pipeline (transform existing content)
python -m workflows.clipping --source video.mp4

# Start MCP server (expose agents as tools)
python -m mcp_bridge.server

# Connect to external MCP tools
python -m mcp_bridge.client --config mcp_servers.json

4. Output

output/
├── video_20240115_143022.mp4     # Final video (1080x1920, 9:16)
├── video_20240115_143022.srt     # Subtitle file
├── metadata.json                  # Product data, SEO, timestamps
└── thumbnail.jpg                  # Auto-generated thumbnail

---

Project Structure

tiktok-viral-factory/
├── agents/              # 7 LangGraph agent nodes
├── config/
│   ├── prompts/         # System prompts for each agent
│   └── settings.py      # Pydantic settings (60+ config fields)
├── mcp_bridge/
│   ├── client.py        # Connect to external MCP servers
│   └── server.py        # Expose agents as MCP tools
├── models/
│   └── schemas.py       # 22 Pydantic models (state, products, videos)
├── tools/               # Image search, Kling, TTS, FFmpeg, SEO
├── utils/
│   └── llm.py           # OpenAI-compatible LLM factory
├── workflows/           # 3 pipelines: faceless, clipping, batch
├── fonts/               # Custom .ttf for text overlays
├── sfx/                 # Sound effects (whoosh, ding, sparkle)
├── output/              # Generated videos + metadata
├── plan.md              # Full 1200-line implementation plan
└── .env.example         # All config fields documented

---

Key Features

• Anti-AI-Slop: Mixed pipeline (stock + AI hero shots + overlays) avoids TikTok's AI content throttling
• Content Deduplication: Hash-based tracking prevents generating duplicate content across runs
• Cost Tracking: Real-time budget monitoring per video and monthly cap ($50 default)
• Kling AI Fallback: If AI video fails, automatically falls back to static product image with FFmpeg zoom + sparkle
• Smart Stock Search: Searches vertical first → smart crop → letterbox → pan&scan for any orientation
• Word-Level Subtitles: ElevenLabs timestamps enable karaoke-style subtitle sync
• MCP Protocol: Full MCP Bridge — connect to any tool ecosystem, expose your agents to other systems
• Multi-LLM: Works with OpenAI, Groq, Together AI, Ollama, or any OpenAI-compatible API

---

Roadmap

• Architecture & PRD (1200+ lines)
• Data models (22 Pydantic schemas)
• Configuration system (60+ typed settings)
• MCP Bridge (Client + Server)
• Tools layer (Kling, ElevenLabs, Pixabay, FFmpeg)
• 7 Agents implementation
• 3 Video pipelines (faceless, clipping, batch)
• TikTok Content Posting API integration
• Analytics dashboard
• Batch mode (100 videos/month)
• Multi-niche support (beyond Beauty & Personal Care)

---

Contributing

PRs welcome! Areas where help is most needed:

• More niches: Extend beyond Beauty & Personal Care
• More stock sources: Additional free stock footage APIs
• Better prompts: Improve agent system prompts with real-world results
• UI: Simple web dashboard for monitoring

---

License

MIT — do whatever you want with it. If you make money from it, that's the point.

---

If this helps you build your TikTok empire, drop a star.

_{Built with caffeine and LangGraph in Indonesia}