ThreadsAgent
LiveAI agent for Meta Threads that scans viral competitor content, generates original posts in a trained voice, and publishes via real-browser automation. Two live accounts (AI-tech + Dating niches).
Problem
Threads has no official posting API for non-enterprise accounts. Manual posting burns hours daily, and most “AI content tools” produce monotone slop — all posts end up sounding the same (“$X saved, here’s how…”).
Solution
A multi-agent system that mimics a human content workflow:
- Scanner — crawls competitor accounts, extracts viral patterns and hooks
- Analyst — clusters what works by content type, time of day, format
- Generator — produces 5 distinct layers of posts (not just “value bombs”) so the feed reads human
- Poster — Patchright browser automation drives a real Threads session, types like a person, handles multi-factor flows
- Content diversity layer — hard rule against the “$X saved” monotone pattern
All orchestrated via agent loops with memory persisted in SQLite.
Stack
Python agents, Patchright for stealth browser automation, SQLite for state and competitor analytics, Claude API for generation. No Meta API dependency.
Why this matters
Real-world automation problem — scraping + generation + posting + avoiding detection + content quality control. Ships on platforms that don’t want you to automate them, which is most of them.