X Viral Topic

X Viral Topic

Use this skill to find X posts that significantly outperform the author's follower base.

Quick Start

Run the bundled script from this skill directory:

python3 scripts/search_x_viral_topic.py --topic "AI agent" --days 7 --max-followers 50000 --min-engagement 100 --limit 50 --format markdown

Required environment:

export TWITTERAPI_IO_KEY="..."

TWITTER_API_KEY is also accepted for compatibility with existing ai-trend-search workflows.

Workflow

1. Convert the user's niche into short query clusters. Prefer exact phrases and product/category terms.
2. Search twitterapi.io advanced search using both Top and Latest.
3. Keep broad authority-account search off by default; low-fan discovery should not be dominated by official or celebrity accounts.
4. Extract tweet metrics and author follower count.
5. Filter:
   • author_followers <= --max-followers
   • views >= --min-views or engagement >= --min-engagement
6. Rank by breakout evidence:
   • engagement per follower
   • views per follower
   • bookmarks per like when bookmarks are present
   • freshness inside the requested window
7. Return JSON for automation or Markdown for topic review.

Query Pattern

Use this shape unless the user gives a specific query:

("keyword one" OR "keyword two") lang:en since:YYYY-MM-DD -filter:replies min_faves:20

For Chinese niches, use both English product terms and Chinese terms when relevant. Keep each query short; many focused queries beat one huge query.

Output Contract

Each result must preserve source and author evidence:

{
  "platform": "x",
  "content_id": "",
  "url": "",
  "title": "",
  "author_id": "",
  "author_name": "",
  "author_handle": "",
  "follower_count": 0,
  "published_at": "",
  "view_count": 0,
  "like_count": 0,
  "comment_count": 0,
  "share_count": 0,
  "save_count": 0,
  "hot_score": 0,
  "breakout_score": 0,
  "evidence": []
}

Read references/scoring.md before changing thresholds or combining X results with other platforms.

Guardrails

• Do not treat a post as low-fan if the author follower count is missing unless the user explicitly allows unknown followers.
• The API can return empty or malformed responses for over-broad queries; narrow the topic and preserve source_status.
• Avoid scraping logged-in browser sessions for X unless the user explicitly asks. The script uses the API path.
• Use posts as topic signals and hooks; do not copy thread content wholesale.