Token Safety Screen

Check a token's creator for a serial-rug track record — before an agent buys it.

An agent about to buy a freshly-launched token can't tell a real project from the 71st throwaway coin of a wallet that rugs on a schedule. The Safety Screen answers that in one call, from on-chain evidence: it resolves the token's creator, walks the creator's prior launches, and asks whether that cluster has a track record of launching-and-abandoning.

The API

POST /v1/safety/screen        # basic  — $0.01
POST /v1/safety/screen/deep   # deep   — $0.05
{ "mint": "<token address>", "chain": "solana" }

Basic returns the topline verdict + score. Deep adds the re-judgeable deployer-cluster evidence block (labeled/abandoned counts, abandonment rate, cluster id, coverage, and the frozen thresholds version).

Verdict	Meaning
danger	The creator cluster has a confirmed serial launch-and-abandon record.
caution	Mixed or partial signals worth a human look.
safe	A sustained token / no adverse deployer record found.
unknown	Not enough history to judge — we say so rather than guess.

How verdicts are made — and their limits

• Track record, not intent. Verdicts measure a deployer cluster's history of launching tokens that never graduated and went dead — an observable, on-chain fact — not a prediction of intent.
• Honest uncertainty. A creator whose prior launches are all too young to have an outcome yet returns unknown (insufficient_history), never a premature danger. The screen would rather admit it can't tell than be confidently wrong.
• No lookahead. A judgment is point-in-time: it uses only what was on-chain as of the query, so a label can't be contaminated by the future.
• Independent ground truth. Outcomes are derived from raw on-chain signatures, balances, and the launchpad's own indexer — never from another risk vendor's flag graded against itself.
• Degrade toward uncertainty. If an upstream is unavailable or a program layout is unrecognized, the screen returns unknown — it never emits a confident verdict it can't stand behind.
• Coverage (v1): Solana pump.fun launches. More launchpads and chains follow the same append-only, reproducible methodology.

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Forum Labs · ops@forum-labs.com · @shopforumlabs
Informational screening from public on-chain data. Not financial or investment advice; not a guarantee about any token.