X (Twitter) algorithm rules & viral strategies for AI agents. Boost engagement, avoid reach death. Works with Cursor, Claude, ChatGPT, Copilot. Vibe-coding ready.
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Documentation
X Algorithm Mastery
Everything you need to know about the X (Twitter) algorithm. Based on X's open-source code, viral post analysis, and real engagement data.
TL;DR - The Golden Rules
1. First 2 hours are critical — replies/engagement in this window determine reach
2. No external links in main post — X penalizes links that take users off-platform
3. Media > Text — videos get 10x engagement, images get 2-3x
4. Reply to EVERYTHING — replies are weighted higher than likes/retweets
5. Post when audience is awake — 8 AM - 2 PM weekdays optimal
6. Controversy drives engagement — but pick battles wisely
7. Threads outperform single tweets — for long-form content
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How the Algorithm Works
The 4-Step Process
1. Candidate Sourcing: Pulls ~1,500 tweets from accounts you follow (~50%) and similar accounts
2. Ranking: ML model scores likelihood you'll reply (highest), retweet, like, or report (negative)
3. Filtering: Removes blocked/muted, balances in/out-network, limits single author
4. Serving: Final mix with ads, 5B times/day, ~1.5 seconds
Engagement Weight Hierarchy
| Action | Weight |
|--------|--------|
| Replies | Highest |
| Retweets | High |
| Quote Tweets | High (2x regular posts) |
| Likes | Medium |
| Bookmarks | Medium |
| Views | Low |
| Reports | Negative (kills reach) |
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Ranking Signals
1. Recency
- -Fresh content prioritized
- -Peak visibility: first 2-3 hours
2. Engagement Velocity
- -Speed matters more than total
- -100 likes in 30 min > 500 likes over 24 hours
3. Account Credibility
- -Verified (Premium) gets boost
- -Follower-to-following ratio matters
- -History of bans/strikes hurts
4. Content Type
- -Video: 10x engagement
- -Images: 2-3x engagement
- -Polls: Drives replies
- -Threads: Higher total engagement
5. Link Presence
- -Links = REACH PENALTY
- -Put links in replies, not main post
- -Quote tweeting a link > direct link
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What Kills Your Reach
Instant Death
- -❌ External links in main post
- -❌ Getting reported/blocked
- -❌ Posting same content repeatedly
- -❌ Too many hashtags (>2)
Slow Death
- -❌ Posting inconsistently
- -❌ Not replying to comments
- -❌ Off-topic from your niche
- -❌ Corporate/formal tone
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Posting Best Practices
Frequency
| Goal | Posts/Day |
|------|-----------|
| Minimum | 2-3 |
| Growth | 5-10 |
| Maximum | 15-30 |
Timing (audience timezone)
- -Best: 8 AM - 2 PM weekdays
- -Good: 4 PM - 6 PM weekdays
- -Worst: 11 PM - 7 AM
The No-Link Strategy
❌ Bad: "Check out my article [link]"
✅ Good: "Here's what I learned (thread 🧵)"
→ Link in reply or final thread post
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Getting Replies (Most Important)
- -Ask questions — open-ended or controversial
- -Hot takes — polarizing opinions get "actually..." replies
- -Fill in the blank — "The best movie ever is ___"
- -Predictions — people love to disagree
- -Personal stories — "This happened to me..."
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X Article Best Practices
Hook Patterns That Work
Insecurity/FOMO:> "everyone's talking about X... and you're sitting there wondering if you missed the window"
Big Opportunity:> "this is the biggest opportunity of our lifetime"
RIP Pattern:> "RIP [profession]. This AI tool will [action] in seconds."
Article Structure
1. HOOK (insecurity or opportunity)
2. WHAT IT IS (with social proof)
3. WHY MOST WON'T DO IT (address objections)
4. THE [X]-MINUTE GUIDE (step-by-step)
5. YOUR FIRST [N] WINS (immediate value)
6. THE COST (value comparison)
7. THE WINDOW (urgency)
8. CTA
Style Tips
- -Clear H2 section headers
- -Bullet lists for scanability
- -Bold key phrases
- -Time estimates for each step
- -Copy-paste commands/prompts
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Quick Checklist
Before posting:
- -[ ] Under 280 chars? (If not, thread it)
- -[ ] First line hooks attention?
- -[ ] Reason to reply? (Question, hot take)
- -[ ] Good time to post?
- -[ ] No external links? (Move to reply)
- -[ ] Fits your niche?
- -[ ] Available to reply for 2 hours?
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Growth Hacks
Reply Guy Strategy
Turn on notifications for big accounts → be first with thoughtful reply → their audience discovers you
Thread Takeover
Find viral post in your area → quote tweet with "Let me explain why..." → add genuine value
Personality Posts
Every 5-10 posts, share something personal. Builds connection → higher engagement.
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Sources
- -X Algorithm GitHub (open source)
- -Hootsuite, Sprout Social, SocialBee guides
- -Analysis of viral articles (Damian Player, Alex Finn, Dan Koe)
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Installation
clawdhub install NextFrontierBuilds/x-algorithm
Built by [@NextXFrontier](https://x.com/NextXFrontier)
Launch an agent with X Algorithm on Termo.