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NEWSIEDeFi Safety Intelligence
Safety CheckerAttestationsOn-ChainDiscoverProtocolsCompareMethodology
WatchlistNewWeekly ReportNewSettingsPricing
Rug AlertsThreat FeedWhale WatcherSignals
IL CalculatorIL MonitorSimulateAI VaultsSafe Yield
DeFi NewsSafety QuizFarcasterSupported Chains
PrivacyTermsSecurity

Scoring Methodology

Full transparency into how we calculate safety scores

Our Commitment to Transparency

Every safety score on Newsie.tech is calculated using a deterministic, rules-based engine that analyzes 40+ risk factors across 5 categories. We pull data from multiple independent sources -- DeFiLlama for TVL, GoPlusLabs for contract security, CoinGecko for market data -- and combine them using the weighted formula documented below. There is no black box. Every point deducted or awarded has a specific, auditable reason.

The Formula

Final Safety Score =

Contract(30) + Protocol(25) + Team(15) + Tokenomics(15) + Yield(15)
xTemporal Modifier (0.8x - 1.2x)

Clamped to 0-100 range

30
Smart
30%
25
Protocol
25%
15
Team
15%
15
Tokenomics
15%
15
Yield
15%

Detailed Category Breakdown

Click each category to see exactly what we check, how many points each factor is worth, and which data source provides the information.

Data Sources

Block Explorer APIsVisit

Etherscan, BaseScan, Arbiscan -- verifies source code publication

GoPlusLabs Security APIVisit

Scans for dangerous functions, proxy patterns, and hidden risks

Audit Databases

Cross-references known audit reports from Trail of Bits, OpenZeppelin, Certik, etc.

Scoring Factors

Source Code Verification-10 if unverified

Is the contract source code published and verifiable on the block explorer? Unverified contracts hide their logic -- you cannot know what the code does.

Professional Security Audit-8 if no audit

Has the contract been reviewed by a reputable security firm? Audited contracts have had expert eyes checking for vulnerabilities like reentrancy, overflow, and access control issues.

Upgradeable Proxy Pattern-3 if proxy detected

Does the contract use a proxy pattern allowing the owner to change the code? While upgradability can fix bugs, it also means the team could swap in malicious code at any time.

Mint Function-4 if owner can mint

Can the owner create unlimited new tokens? This is the mechanism behind many rug pulls -- the team mints millions of tokens and dumps them on the market.

Pause Function-2 if pausable

Can the owner freeze all transfers? While sometimes legitimate (emergency stop), it can also be used to trap user funds.

Blacklist Function-3 if present

Can the owner prevent specific addresses from trading? This can be used to blacklist DEX router addresses, effectively making the token unsellable.

Timelock+2 bonus

Is there a mandatory delay (e.g., 24-48 hours) before admin actions take effect? Timelocks give the community time to react to malicious governance proposals.

Real-Time Temporal Modifier

A static score isn't enough. Markets move fast in DeFi. Our temporal modifier adjusts the base score in real-time based on what's happening right now:

Penalty Triggers

  • 0.90xTVL drops >10% in 24 hours
  • 0.95xTVL drops 5-10% in 24 hours
  • 0.90xSocial sentiment crashes >20%

Bonus Triggers

  • 1.05xTVL grows >10% in 24 hours

Modifier range: 0.8x (floor) to 1.2x (ceiling). Multiple triggers stack multiplicatively.

Worked Examples

See exactly how the score is calculated for a well-known safe protocol vs a suspicious new project.

Aave V3Score: 94/100
Smart Contract Security
28/30

Verified, audited by Trail of Bits + OpenZeppelin, no mint function, has timelock (+2 bonus), but uses upgradeable proxy (-3)

Protocol Health
25/25

TVL >$10B (full marks), TVL growing steadily (+2 bonus from 7d trend)

Team Credibility
15/15

Fully doxxed team (Stani Kulechov, public CEO), 100+ monthly commits, strong social presence

Tokenomics
13/15

No honeypot, moderate holder concentration (top 10 hold ~35%), minimal trading tax

Yield Sustainability
13/15

Sustainable yield from lending interest (high sustainability index), moderate APYs (3-8%), low IL exposure on lending

Base Score94/100
Temporal Modifier1x
Final Score94/100

Score Interpretation

70-100
Safe

Well-established, strong security. Lower risk, not risk-free.

50-69
Moderate

Some risk factors. Research thoroughly before interacting.

30-49
Risky

Multiple warnings. Only for experienced users who accept the risk.

0-29
Danger

Critical risk indicators. High probability of scam or fund loss.

Limitations & Disclaimer

  • Scores are informational only and do not constitute financial advice. Always do your own research (DYOR).
  • A high score does not guarantee safety. Even audited, high-TVL protocols can be exploited (see: Euler Finance, Curve re-entrancy).
  • Data availability varies by chain and protocol. Newer or smaller protocols may have incomplete data, leading to lower scores.
  • Our engine cannot detect zero-day exploits, social engineering attacks, or off-chain risks (regulatory, team disputes).
  • We continuously improve the engine. Scoring criteria and weights may be updated as the DeFi landscape evolves.

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