agent-video-studio

agent-video-studio (avs)

Multi-agent system that turns a content brief + source TikTok URLs into a publish-ready YouTube compilation video. 16:9, blurred background, centered vertical source, hard cuts, original audio preserved. Built for AI agents (Claude, Cursor, Cline, GLM, GPT) that need to produce a final video autonomously.

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Quickstart

pip install agent-video-studio
avd agent-setup   # one-time bootstrap (installs ffmpeg + XHS-Downloader)

# Create urls.txt with one TikTok URL per line
echo "https://www.tiktok.com/@anyuser/video/1234567890" > urls.txt

avs run "Best of Ahyeon September TikTok" --urls-file urls.txt
# → ./output/final.mp4 (1920x1080, H.264, faststart, ready for YouTube upload)

For the full agent usage guide:

avs agent-instructions

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What it does

Given:

• A content brief (e.g. "Best of Ahyeon September TikTok")
• A URLs file (one TikTok URL per line)
• Optional: a reference video for style analysis

The system produces a final YouTube-ready MP4 with:

• 1920x1080 (16:9 Full HD)
• Source vertical videos centered, scaled to fit frame height
• Blurred background (the same video scaled + gaussian blurred + darkened)
• Hard cuts between clips
• Optional title overlay at top
• Original audio preserved
• H.264 CRF 18 (high quality), AAC 192kbps, faststart for web streaming

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Architecture (6 plain-Python agents, no LLM in runtime loop)

Brief + URLs.txt
  │
  ▼
Director ───┬── Researcher (bulk-downloads source clips via `avd batch`)
            ├── StyleAnalyst (analyzes reference OR uses documented template)
            ├── Editor (ffmpeg filter_complex: blurred bg + centered fg + concat)
            ├── Critic (verifies resolution / duration / audio / file size)
            └── Publisher (final high-quality H.264 encode with faststart)
  │
  ▼
final.mp4 (1920x1080, YouTube-ready)

If the Critic returns verdict="retry", the Director applies the suggestions and re-runs the Editor + Critic (max 1 retry).

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Commands

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Install

From PyPI (recommended)

pip install agent-video-studio
avd agent-setup   # one-time bootstrap

From source

git clone https://github.com/hamza140202/agent-video-studio
cd agent-video-studio
pip install -e .

System requirements

• Python 3.10+ (tested on 3.10, 3.11, 3.12, 3.13)
• ffmpeg / ffprobe (auto-installed by avd agent-setup)
• avd (agent-video-downloader) — installed as a dependency

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Configuration

None — avs is config-free. The style is determined by the StyleAnalyst (reference video if provided, documented template otherwise).

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Documentation

• README.md — this file (install + quickstart + commands)
• CLAUDE.md — project memory (read first if modifying)
• docs/research-blog.md — full research narrative (TBD)
• Run avs agent-instructions for the 8-step agent usage guide

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License

MIT. See LICENSE.

Repo

• GitHub: https://github.com/hamza140202/agent-video-studio
• PyPI: https://pypi.org/project/agent-video-studio/ (TBD)
• Author: ansaribilal1402