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Data collection

Blockchain integration

web3.py for EVM networks, chain-specific adapters for the rest, and the on-chain signals that matter for new listings.

On-chain data is where rug-pull risk and real accumulation show up first. web3.py covers EVM networks; chain-specific adapters cover the rest.

Networks

web3.py for EVM-compatible chains, dedicated adapters for non-EVM ecosystems:

  • Ethereum
  • Base
  • BNB Chain
  • Arbitrum
  • Solana
  • Sui
  • TON

On-chain signals

For each new listing the system collects, among others:

  • token deployment
  • ownership & mint permissions
  • liquidity-pool creation
  • liquidity adds/removals
  • holder distribution
  • top wallets
  • deployer transactions
  • suspicious related wallets
  • contract interactions
  • transfer activity
  • DEX trades
Feeds the Security & On-chain agents
These signals power the Security agent (privileged functions, honeypot/rug indicators) and the On-chain agent (accumulation vs distribution, deployer/insider behavior). The structured history lands in the Parquet lake (holder_snapshots, wallet_transactions, liquidity_snapshots).