Token Discovery & Evaluation Guide

SkillDev tools

Guide to discovering and evaluating new tokens — on-chain screening, red flag detection, fundamental analysis, and due diligence workflow. Covers DEX screening tools, liquidity analysis, holder distribution, and scam identification. Use when helping users research new tokens safely.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Token Discovery & Evaluation Guide skill

What this skill tells your AI

The instructions your AI receives, as published by nirholas/three.ws in data/skills/analysis/token-discovery-guide/SKILL.md and read by ahel’s review.

Finding new tokens early can be profitable, but most new tokens are scams or worthless. This guide teaches systematic evaluation to separate signal from noise.

Discovery Sources

On-Chain Discovery

SourceWhat It ShowsBest For
DexScreenerNew pairs, price charts, volume, liquidityFinding trending tokens across 80+ chains
DEXToolsNew pairs, hot tokens, real-time tradingSimilar to DexScreener with different UX
Uniswap AnalyticsTop pools by volume/TVLBlue-chip DeFi tokens
Defined.fiMulti-chain token analyticsCross-chain discovery

Aggregator Discovery

SourceWhat It ShowsBest For
CoinGecko TrendingTop trending tokens by search volumeFinding retail interest
DeFi LlamaProtocols ranked by TVL, new protocol launchesDeFi token discovery
CoinMarketCap NewNewly listed tokensCEX-listed tokens
CryptoPanicNews mentions of tokensnarrative-driven discovery

Social Discovery

SourceSignal QualityWarning
Crypto Twitter (CT)Variable — can be great or terribleHeavy shilling; verify independently
Reddit (r/CryptoCurrency)Community-filteredEcho chamber risk
Discord/TelegramAlpha leaks from protocol communities90%+ is noise or scams
Governance forumsHigh quality (protocol-specific)Slower but more reliable

The Evaluation Framework

Step 1: Quick Scan (30 seconds)

Check these immediately — most scams fail here:

CheckHowRed Flag
LiquidityDexScreener/DEXTools<$50K total liquidity
Contract verifiedEtherscan/ArbiscanUnverified contract code
AgeWhen was liquidity added?<24 hours old
Holder countEtherscan token page<100 holders
LP lockedCheck if LP tokens are locked/burnedLP not locked

Step 2: Fundamental Analysis (5 minutes)

FactorWhere to CheckWhat to Look For
WebsiteGoogle the tokenProfessional site, team info, docs
DocumentationDocs/whitepaperClear tech, tokenomics, roadmap
TeamLinkedIn, TwitterVerified identities, track record
AuditProject websiteReputable auditors (Certik, Trail of Bits, OpenZeppelin)
GitHubGitHub orgActive development, multiple contributors
CommunityDiscord, TelegramOrganic discussion, not just hype

Step 3: On-Chain Analysis (10 minutes)

MetricHow to CheckGoodBad
Top holders %Etherscan "Holders" tabTop 10 hold <30%Top 10 hold >50%
Deployer holdingsCheck deployer address<5% of supply>10% of supply
Liquidity depthDexScreener>$500K<$50K
Sell/buy ratioDEXToolsBalanced90%+ buys (artificial)
Transaction taxTry small sell on DEX0-5% tax>10% tax (likely honeypot)
Transfer restrictionsCheck contract codeNoneBlacklist/whitelist functions

Step 4: Tokenomics Analysis

FactorGood SignRed Flag
Total supplyFixed or deflationaryUnlimited minting capability
Vesting scheduleTeam tokens locked 1-4 yearsNo vesting, team can dump
DistributionFair launch or wide distribution80%+ to team/VCs
UtilityClear token use case in protocol"Governance" only with no real governance
Burn mechanismSustainable tokenomicsDeflationary hype without substance

Sperax example: SPA has clear utility — stake for veSPA governance power, earn protocol fees + xSPA rewards. 30% of USDs yield goes to SPA buyback-and-burn (deflationary). This is strong tokenomics.

Scam Identification

Common Scam Types

TypeHow It WorksDetection
HoneypotYou can buy but can't sellTry a small test sell; check token sniffer tools
Rug pullDev drains liquidity poolCheck if LP is locked; check deployer wallet
High tax token50%+ sell taxTest sell or check contract for tax functions
Fake tokenImpersonates known protocolVerify contract address on official channels
Mint-and-dumpDev mints new tokens and sellsCheck if contract has unrestricted mint function
Fake liquidityLP is 99% one tokenCheck pool composition on DEX

Scam Detection Tools

ToolWhat It ChecksCost
Token Sniffer (tokensniffer.com)Contract analysis, similarity to known scamsFree
GoPlus Security (gopluslabs.io)Honeypot detection, contract riskFree API
De.Fi ScannerAudit database, contract risk scannerFree
Rugcheck (rugcheck.xyz)Solana-focused rug pull detectionFree

Quick Contract Red Flags

When reading contract code on Etherscan:

FunctionRisk LevelWhy
setFee() / setTax()MediumOwner can increase tax to 100%
blacklist()HighOwner can prevent addresses from selling
mint() (unrestricted)CriticalOwner can create infinite tokens
pause()MediumOwner can freeze all transfers
setMaxTx()MediumCan restrict selling to tiny amounts

Evaluation Cheat Sheet

🟢 GREEN FLAGS (proceed with caution):
- Verified contract + audit from reputable firm
- Liquid (>$500K LP, locked/burned)
- Team is doxxed with track record
- Active GitHub with months of commits
- Growing TVL and organic community
- Clear token utility and sustainable economics

🟡 YELLOW FLAGS (extra caution):
- Unaudited but verified contract
- Anonymous team with working product
- Low liquidity (<$100K) but growing
- Token is <1 month old
- High social hype relative to fundamentals

🔴 RED FLAGS (avoid):
- Unverified contract
- No audit, no documentation
- LP not locked
- Top 5 wallets hold >50%
- Buy/sell tax >10%
- Blacklist or pause functions in contract
- Zero GitHub activity
- Claims of 1000x returns

Agent Tips

  1. Default to skepticism — 95%+ of new tokens are worthless or scams
  2. Verify, don't trust — always check contract addresses on official channels
  3. Liquidity depth matters more than price — can you actually sell?
  4. LP lock is non-negotiable — if LP isn't locked, it's a rug risk
  5. Small test first — always try a small transaction before committing real money
  6. Blue-chip DeFi is safer — tokens with years of track record (ETH, USDC, USDs, ARB)
  7. Never FOMO — if you feel urgency, it's probably a trap
  8. DexScreener is your best friend — free, comprehensive, multi-chain

Links

Signals

GitHub stars
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Last commit
Sep 2026
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Source
github.com/nirholas/three.ws