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RESEARCH METHOD

How Meme Fast reads meme-coin attention and market flow

A price chart shows where a token traded. It does not explain why people noticed it, whether a story points to the right contract, or how much buying and selling appears in the swaps a data provider can return. Meme Fast puts those questions in one research path and keeps the gaps visible.

Five questions, five places to investigate

The workflow is a way to narrow a question, not a sequence that a coin must pass through. You can start with a story, a contract address, or an observed market move.

  1. Tweet / Narrative What is attracting attention?

    Public news headlines and sampled pool activity surface possible stories. Related names and cashtags are leads. An exact contract link is stronger evidence, but neither proves a project is authentic.

  2. Snipe Which new pools deserve a closer look?

    New-pool candidates are screened by age, liquidity, transactions, short-window flow, and available story context. Launchpad completion, volume-only migration candidates, and observed recovery patterns are shown separately. A screen pass is not a live execution or safety check.

  3. Swing Which observed coins deserve research time?

    Separate short-horizon and multi-day rankings compare available turnover, liquidity, activity, persistence, and context. Scores order a sampled research queue; they do not estimate returns. Missing or stale inputs are exposed, and incomplete snapshots can withhold a score.

  4. Inspect What do the observed swaps actually show?

    Choose an exact listing and look at buy and sell value, net observed flow, swap sizes, and estimated market-cap tiers. Inspect is useful for seeing whether activity is concentrated in small or large swaps and where it appeared along the valuation range. It is not a complete transaction history.

  5. Watchlist What should I revisit?

    Save narratives and exact tokens to a research queue in your own browser. The list is local to that browser; it is neither a public portfolio nor a recommendation.

The method behind the views

Separate a story from a contract

News arrives through public RSS feeds, while token and pool data comes from market-data providers. Meme Fast groups candidate headlines and looks for evidence connecting a story to a token. A shared name, ticker, alias, or cashtag can suggest a lead; only evidence identifying the exact contract earns an exact-contract label. This distinction matters because different tokens can share a name.

Compare like with like

Snipe retains a bounded set of discovered pools and applies explicit screens. Swing ranks a sampled universe using the inputs available for its chosen horizon. Both show coverage and freshness because a missing value is unknown, not zero. Pool age is not necessarily token age, and pool volume is not token-wide volume.

Read flow at the size and valuation where it occurred

Inspect discovers up to three of the most liquid returned pools for a selected listing and requests up to 300 recent swaps per pool from the past 24 hours. It deduplicates returned events and groups swap steps from one transaction without turning them into a trader's net cash movement. Its size bands are S under $100, M $100–under $1,000, L $1,000–under $10,000, and XL $10,000 or more. Net flow is observed buy USD value minus observed sell USD value.

Estimated market-cap tiers use swap execution price and a supply inferred from the latest reported market cap and price, assuming supply has not changed. The separate five-day view uses completed candles from one discovered pool; candle volume is assigned to a tier by closing market cap, and candles cannot supply a buy/sell split. These calculations make the data easier to inspect, while preserving their sampling limits.

What this evidence cannot tell you

Market data can be delayed, unavailable, or limited to the pools and swaps returned by providers. Public news and indexed social posts are incomplete measures of attention. A transaction sender can be a router or smart account, not an individual buyer. Estimated market cap depends on a supply assumption. None of these views verifies contract permissions, ownership, sellability, execution price, or token safety.

We use these signals to decide what to inspect next, not to predict a price or endorse a trade. For detailed source and calculation notes, open the methodology section on each tool page. You can also review the current sources and coverage.