Data Sources & Methodology

This page documents where our data comes from, how it is verified and how each score is produced.

Data sources

Market data — price, market capitalisation, fully diluted valuation, supply, volume, rank and historical series — is retrieved from CoinGecko server-side and cached briefly to respect provider rate limits.

Token security indicators, whale transaction data and token unlock schedules are retrieved from separately configured providers. When a provider is not configured, the relevant section states this explicitly instead of displaying substitute data.

AI research notes are generated server-side from the verified data already displayed on the page. They add interpretation, never new facts.

Verification and missing data

A value is displayed only when it is returned by a connected provider. Values that cannot be verified are labelled Unavailable, Unknown or No Verified Signal.

Missing data is never estimated, interpolated or replaced with a placeholder, and it is not interpreted as either a positive or a negative signal.

Source attribution and timestamps

Every data surface carries the provider name and the time the value was retrieved, so readers can judge freshness before relying on a number.

Research Score

A 0–100 weighted composite across eight components: market and liquidity, tokenomics, holder distribution, security indicators, market activity, fundamentals, developer activity and community signals. Sub-scores and weights are shown on the research page.

The calculation is deterministic: identical inputs always produce an identical score.

Risk Score

A separate 0–100 indicator where a higher value means higher relative risk, banded as 0–25 Lower Relative Risk, 26–50 Moderate, 51–75 High and 76–100 Very High.

The Risk Score is an analytical indicator. It is not a safety rating and not a prediction.

Limitations

Third-party data may be delayed, incomplete or incorrect. Coverage is limited to assets tracked by the configured providers.

Nothing on this platform is investment advice, and no outcome, return or level of safety is guaranteed.

Related: research guides · research dashboard · risk disclosure

Not Financial Advice. This platform provides market data, research tools and analytical information for educational and informational purposes only. It does not provide personalized financial, investment or trading advice. Crypto assets are highly volatile and may result in loss of capital. Past performance does not guarantee future results. Users should conduct their own research and consider professional advice where appropriate.