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What is trend2video-pro?

2417467487-hub/trend2video-pro — explained in plain English

Analysis updated 2026-05-18

111PythonAudience · vibe coderSetup · moderate

In one sentence

Trend2Video Pro turns a trend topic or URL into a complete short-video package, including video, script, thumbnail, and quality scores, ready for manual review.

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What do people build with it?

USE CASE 1

Paste a GitHub, Product Hunt, or Hacker News link and generate a full short-video package for review.

USE CASE 2

Check a quality report scoring hook strength, clarity, and factual risk before posting a video.

USE CASE 3

Trigger video generation programmatically through the FastAPI server or a Chrome extension button.

What is it built with?

PythonStreamlitFastAPISQLite

How does it compare?

2417467487-hub/trend2video-procanwhite/microragexploitbench/exploitbench
Stars111112112
LanguagePythonPythonPython
Setup difficultymoderateeasyhard
Complexity4/5
Audiencevibe coderresearcherresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · moderate Time to first run · 30min

Runs locally with a Streamlit UI and SQLite storage, tests run in mock mode without API keys.

So what is it?

Trend2Video Pro is a local Python application that takes a trend topic or URL and produces a complete short video package ready for manual review and posting. You paste in a title or a link from GitHub, Product Hunt, Hacker News, or a news page, pick a target platform, and click one button. The tool runs an automated pipeline and saves a folder containing an MP4 video, a title, a description, hashtags, a thumbnail image, a subtitle file, and a quality report. The pipeline has several stages that run in sequence: the tool scores the trend for viral potential, builds a content strategy suited to your creator profile, writes a script, fact-checks the script for risky claims, generates a storyboard, renders the video, runs quality checks, and bundles everything into the output folder. Multiple AI agents handle different stages. The quality report assigns numeric scores for hook strength, clarity, information density, factual risk, and overall video quality, and flags low-scoring packages before you invest time reviewing them. The web interface is a Streamlit app focused narrowly on the creation workflow, showing a video preview, viral score, title, thumbnail, hashtags, description, subtitles, and download buttons. There is no analytics section or raw log output in the UI. The tool also exposes a FastAPI server with endpoints for scoring, generation, and topic management, so it can be triggered programmatically. A Chrome extension adds a Generate Video button directly on GitHub, Product Hunt, and Hacker News pages by connecting to the local API. Creator profiles and trend history are stored in a local SQLite database. The command-line interface lets you generate from a saved topic ID or update the topic pool. A benchmark script evaluates hook score, viral accuracy, script quality, and publish readiness. Tests run in mock mode and do not require any API keys.

Copy-paste prompts

Prompt 1
Run Trend2Video Pro on a Hacker News link and generate a short video package for review.
Prompt 2
Use Trend2Video Pro's CLI to regenerate a video from a saved topic ID.
Prompt 3
Explain how Trend2Video Pro's multi-agent pipeline scores viral potential and checks quality.
Prompt 4
Set up Trend2Video Pro's Chrome extension so I can generate videos directly from GitHub pages.

Frequently asked questions

What is trend2video-pro?

Trend2Video Pro turns a trend topic or URL into a complete short-video package, including video, script, thumbnail, and quality scores, ready for manual review.

What language is trend2video-pro written in?

Mainly Python. The stack also includes Python, Streamlit, FastAPI.

How hard is trend2video-pro to set up?

Setup difficulty is rated moderate, with roughly 30min to a first successful run.

Who is trend2video-pro for?

Mainly vibe coder.

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