How We Score Link Reputation Across Millions of Messages

Emilis Klybas
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Almost every scam eventually asks a member to click something. That makes the link the single most useful signal we have. But a link is not automatically good or bad, so instead of a simple allow-and-block list, collony.ai gives every link a reputation score.
A link is a signal, not a verdict
Crude blocklists treat every unknown domain the same, which punishes new legitimate projects and misses fresh malicious ones. A reputation score is a spectrum. It lets us act with confidence on the obvious cases and apply extra scrutiny to the uncertain ones.
What goes into a reputation score
Domain age and how suddenly it started appearing.
Whether the domain has abused other communities before.
How many redirects sit between the link and its destination.
The hosting and infrastructure behind the domain.
Learning from every community
A domain that just started scamming one server is almost certainly about to scam the next. Because collony.ai sees patterns across many communities, a scam that appears somewhere for the first time is often already known everywhere else within minutes.
Reputation is memory. The network remembers what a single moderator never could.
Real time, on every message
All of this runs the moment a link is posted, not in a nightly batch. Whether it lands in a Discord moderation bot or a Telegram group, the score is ready before your members finish reading the message.
The result is protection that gets smarter every day, without your team writing a single new rule.
