AlgoLens

Chapter 5

The scoring engine

Every token on the board carries one number from 0 to 100. This chapter is what that number measures and how to read it — the four groups on the composition bar, the chips under “Why this score”, and the things the score deliberately does not claim.

5.1What the number is

The score is a confidence figure, not a forecast. It is recomputed from scratch on every scan out of the data available at that moment: how much the token is actually trading, whether its market is the right shape and size to trade at all, whether its move is backed by volume, and what the contract and the holder base look like.

It is comparable within a scan. Two cards in the same batch were measured against the same rules seconds apart, so a 78 and a 61 are a genuine ranking. Across days it means less: an 80 on a dead Tuesday and an 80 in a frenzy describe different markets, which is what the Market Pulse bar is there to tell you.

The rule set itself is not publishedAlgoLens does not publish the individual rules, weights and thresholds behind the number — they are the product, and a published rule set is one that gets farmed. What is documented is everything the interface shows you: what each figure means, what moved it, and how much weight to put on it. The card's own “Why this score” panel is the per-token version of that answer.

5.2The four groups on the composition bar

The bar under the score splits it into four coloured segments. They are the four questions the scanner asks, and their relative widths tell you what kind of card you are looking at.

SegmentThe question it answersWhat a wide segment means
MarketIs this tradeable at all — liquidity, market cap, age?A market with enough depth, and the right size to get in and out of.
FlowIs anyone actually trading it, and in which direction?Real turnover against the market cap, with buyers ahead of sellers.
MomentumIs it moving, and is the move backed by volume?The short and medium windows agree, and turnover supports the move.
PenaltyWhat is working against it?Concentrated supply, manufactured-looking volume, contract problems or bot-shaped tape. The score you are looking at is already net of it.

Two cards can reach the same score from opposite directions — one on turnover, one on a clean contract and a tidy chart. A high score with a visible red segment is not the same card as a high score with none, and the bar is the fastest way to see which one you have.

5.3Why this score

At full density every card carries a Why this score toggle. Expanding it lists what the scanner recognised on that token, in plain language, each with the value it actually saw. The counter beside Copy CA14 rules — is how many matched.

VOL/MC 1.4xBuys 318 vs sells 1871h +12.4%5m + 1h upLiquidity $61KMarket cap in rangeAge 4h 20mRenouncedLP 100% lockedTop 10 hold 38%Bundlers 22%Tax 0.0%
Chip toneMeaning
greenSomething the token has going for it.
yellowA caution — not disqualifying on its own, but it cost the token something.
redA real problem. This is what the Penalty segment is made of.
plainRecorded and worth seeing, but it did not move the number either way.

Reading the chips is almost always better than reading the number. They are the difference between “78” and “78, and the reason it is not higher is that ten wallets hold a third of the supply.”

5.4Reading a score in context

The number is never the whole card. Four things sit next to it, and all four matter:

  • The delta / against the previous scan. A card climbing to 78 and a card sliding to 78 are different situations.
  • The lane — the score decides it first, then the security verdict can hold a card back. See Chapter 2 and Chapter 6.
  • The risk strip — four tiles, and a red one ends the conversation whatever the score says. See Chapter 3.
  • The calibration line — on cards scoring 70+, how tracked calls in that score band have actually behaved. It is the only line on the card built from outcomes rather than from the current snapshot. See Chapter 8.

5.5What the score is not

  • Not a prediction, and not advice. It says the token matched a lot of what the scanner looks for at the moment it was measured. Nothing about what happens next.
  • Not live. It is a snapshot from the last scan. Between scans it is history, and the older the batch the less it is worth — the header tells you its age.
  • Not personal. Everyone on the same chains sees the same score from the same scan. Your filters change which cards you see, never what they score.
  • Not a security verdict. The contract check is a separate gate with its own three-way answer — Chapter 6.
  • Not complete on a brand-new token. Some checks need history that does not exist yet, and missing is never the same as clean.
A score is a filter, not a decisionThe board's job is to take everything trading right now and hand you the few worth looking at. The looking is still yours: open the chart before you act on any card, whatever it scored.

AlgoLens user manualChapter 5 · The scoring engine