agentoperator
@agentoperator
The real AI moat is not the prompt. It is how you connect five models into one workflow.
14,8 milLikes
1,1 milReplies
4,9 milReposts
7,4 milBookmarks
Free X Analytics Tool
Discover which formats spread fastest on AI Twitter
Track agents, model launches, workflow screenshots, and AI hot takes to understand what gets saved, quoted, and remixed.
Smart Feed
Not a leaderboard. An explorable viral database.
Start with Agent Workflows + Most Bookmarked
AI TrendingAgent WorkflowsModel OpinionsTool ReviewsPrompt PatternsUnderrated Gems
modelnotes
@modelnotes
Most model benchmarks are wrong because they measure demos, not real workflows.
10,2 milLikes
1,7 milReplies
3,3 milReposts
5,5 milBookmarks
toolchainai
@toolchainai
One good workflow screenshot builds more trust than 20 prompt tips.
8,7 milLikes
620Replies
2,8 milReposts
6,3 milBookmarks
Virality Analysis
The moat in AI virality is framing plus visible execution
The strongest AI posts combine high-level thesis with visible execution, so they trigger discussion and reuse.
Move from tool demos to system thinking
Turn screenshots into authority signals
Expand into agents, models, and tooling hubs
Why These Tweets Went Viral
Hook Structure
The first line creates tension quickly and drops the reader into a specific situation.
Emotional Trigger
The post triggers a feeling the target community instantly recognizes.
Timing
It lands while the conversation is accelerating, when novelty and density are both strong.
Simplicity
One post, one clear idea. That makes it easier to screenshot and reshare.
Social Identity
The tweet is not just saying something. It is signaling insider identity.
Pattern Library
Turn viral tweets into a reusable format library
Designed to expand into pattern pages and programmatic SEO
Contrarian Takes
Break the feed with a counter-consensus idea and trigger replies.
Build in Public
Turn progress, failures, and experiments into trusted content assets.
Founder Storytelling
Package real decisions, tension, and reflection into a shareable narrative.
Meme Reactions
Compress trending opinions into fast visual reaction formats.
Data Threads
Data travels further when it lands on a clear conclusion.
Workflow Screenshots
Screenshots make execution concrete and raise perceived authority.
Rewrite This Tweet Workflow
This is where research becomes creation
Extract the structure
Identify the hook, pacing, and CTA instead of copying the original text.
Swap the topic
Keep the structure, then replace the topic with your own product or point of view.
Generate variants
Produce sharper, more expert, or more narrative variations.
Connect the workflow
Turn tweet research into a loop connected to writing, scheduling, and account analysis.
Creator OS Connection
Show that Volumn.ai is a complete creator system
Signal intake
Capture topics and structures that are already working.
Content generation
Rewrite the pattern so it matches your voice and positioning.
Performance loop
Loop back into profile analytics to see which patterns actually compound.
Topic Intelligence
Topic hubs are the biggest SEO multiplier here
Breaking the main page into topic hubs and pattern hubs is what turns it into a true SEO flywheel.
AI
Workflows, agents, model framing, and productization debates.
Startups
Founder pain, GTM, distribution, and build-in-public narratives.
Crypto
Sentiment cycles, narratives, memes, and market identity signals.
Follower Growth
Study which posts turn reach into follows.
Twitter Views
Break down posts that win more views and reach.
Engagement
See which structures drive replies, saves, and reposts.
Marketing
Positioning, case studies, funnels, and growth experiments.
Coding
Snippets, engineering productivity, and developer opinions.
Creator economy
Personal brand, content assets, and monetization plays.
Time-based Discovery
Time windows make the page naturally freshness-driven
Today's Viral Tweets
Best for catching the conversation window of the day.
Rising in Last 6 Hours
Ideal for early discovery before the topic becomes saturated.
This Week
Useful for spotting patterns that hold attention over several days.
This Month
Best for building a reusable long-term pattern library.
Learn From Viral Tweets
The editorial layer that turns a tool into a media property
Ideal for long-form hubs and future internal linking
Why workflow screenshots get saved more than prompt lists
Why AI hot takes benefit from contrarian framing
Which model opinions generate more quotes
How to turn an agent workflow into a shareable single tweet
Related Workflows
Connect research, creation, and analysis into one loop
The bottom of the page should not just list tools. It should tell the user what to do next.
Mock up the tweet
Turn a winning structure into a tweet mockup or screenshot-ready asset.
Turn it into a meme
Turn a trend into a more shareable visual asset.
Find the signal creators
Trace viral posts back to the creators consistently setting the signal.
Audit your profile
Check whether your profile can actually capture trend-driven traffic.
Check engagement benchmarks
Judge viral posts against benchmark ranges for engagement, replies, and reposts.
Review growth benchmarks
Connect top-post research to cadence, follower growth, and account growth expectations.
Expand the search
Go deeper by author, keyword, and time window.
Turn insight into strategy
Turn one viral signal into a repeatable content system.
Live Database
Below is the live AI viral feed
The sections above extract AI virality patterns. The tool layer below discovers concrete posts in real time.
Scroll for the live signal