Field guide
Short posts on the bot shapes that show up in launch week.
BlogLaunches & governance
Spot the shill net before the vote
The same behavioural patterns — reply farms, amplifiers, recycled personas — show up hard around token launches, listing campaigns, and DAO votes.
Crypto Twitter (and Bluesky mirrors) still runs on manufactured momentum. BotShark has no crypto-specific detector and no wallet linkage — it applies the same explainable behavioural scoring you get everywhere else, which is often enough to spot automated volume around a launch.
Where it helps
Pre-launch and listing hype threads
Governance vote canvassing
Incident response after a raid or smear
Community mod queues drowning in lookalike accounts
What to look for
Grift funnels, template reply spammers, amplifiers, and coordinated campaigns are the usual suspects. Batch the loudest handles, sort by tier, then verify on-chain or with your own intel — BotShark will not see wallets for you.
Keep neutrality in mind: we score behaviour, not whether a token is “good.”
How scoring works
Explainable rules you can show a community without hand-waving.
How it worksExtension
Inline scores while you moderate or research on X.
Extension