- Fix 71 invalid-syntax files (class-body newline-broken assignments) - Add from/None chain to 307 B904 raise-without-from sites - Add B008 ignore to ruff.toml (already in pyproject.toml) - Noqa F401 on __init__.py re-exports (137 sites) - Noqa E402 on deferred imports (63 sites) - Bulk-add stdlib/FastAPI/project imports for F821 (127 sites) - Replace ×→x, –→-, …→... in docstrings (4093 chars) - Manual refactor of 5 SIM103/SIM116 patterns Tests: 791 passed (66 deselected due to pre-existing Redis issues in test_rag.py) Co-authored-by: opencode <opencode@rugmunch.io>
1571 lines
57 KiB
Python
1571 lines
57 KiB
Python
"""
|
|
Flash Loan Attack Detector
|
|
==========================
|
|
Real-time detection and analysis of flash loan-based attacks across all
|
|
supported EVM chains. Flash loans power >80% of major DeFi exploits -
|
|
this module catches them by tracing the borrow → manipulate → arbitrage/profit
|
|
→ repay lifecycle.
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|
|
|
What it does:
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|
1. Flash Loan Detection - Identifies flash loan calls from known lending
|
|
protocols (Aave V2/V3, dYdX, Uniswap V3 flash swaps, Balancer, Euler,
|
|
Radiant, Spark, and more)
|
|
2. Attack Lifecycle Tracing - Follows the complete lifecycle: borrow →
|
|
price manipulation / swap / exploit → profit extraction → repayment
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|
3. Price Oracle Manipulation Detection - Flags flash loan txns that
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|
manipulate on-chain price oracles (TWAP manipulation, LP pool draining)
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|
4. Multi-Step Attack Analysis - Detects chained flash loans across
|
|
multiple protocols in a single transaction bundle
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|
5. Profit/Loss Calculation - Calculates attacker net profit and victim
|
|
losses with USD estimates
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|
6. Severity Scoring - Rates flash loan attacks by financial impact,
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sophistication, and protocol risk
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|
7. Real-Time Alert Generation - Produces structured alerts for the
|
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RMI alert pipeline
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|
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|
Competitive advantage:
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|
- Hackenproof and CertiK Alert are paid services with delayed detection
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|
- Tenderly alerts only cover Ethereum mainnet
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- Our solution is free, covers 8+ EVM chains, and integrates directly
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|
with RMI's existing tx_simulator and alert_pipeline modules
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|
- Multi-step flash loan chaining detection catches sophisticated attacks
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|
that single-step detectors miss
|
|
|
|
Usage:
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|
from app.flash_loan_attack_detector import FlashLoanAttackDetector
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detector = FlashLoanAttackDetector()
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report = await detector.scan(blocks_back=50)
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for attack in report.attacks:
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print(attack.summary())
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|
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CLI:
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python3 flash_loan_attack_detector.py # Full scan
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python3 flash_loan_attack_detector.py --tx 0xabc... # Analyze a tx
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python3 flash_loan_attack_detector.py --blocks 100 # Last N blocks
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python3 flash_loan_attack_detector.py --chain ethereum # Single chain
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python3 flash_loan_attack_detector.py --monitor # Continuous mode
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"""
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|
|
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import argparse
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import asyncio
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import json
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import logging
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import os
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from dataclasses import dataclass, field
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from datetime import UTC, datetime
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from enum import Enum
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from typing import Any
|
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|
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logger = logging.getLogger(__name__)
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|
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# ═══════════════════════════════════════════════════════════════════
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# Constants - Known Flash Loan Protocol Signatures
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# ═══════════════════════════════════════════════════════════════════
|
|
|
|
# Aave V2 flashLoan function signature
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AAVE_V2_FLASHLOAN_SIG = "0xab9c4b5d"
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# Aave V3 flashLoan (simple) signature
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|
AAVE_V3_FLASHLOAN_SIG = "0x42b0b77c"
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# Aave V3 flashLoanSimple signature
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AAVE_V3_FLASHSIMPLE_SIG = "0xab9c4b5d"
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# dYdX SoloMargin initiateFlashLoan
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DYDX_FLASHLOAN_SIG = "0x5eb1b7c3"
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# Uniswap V3 flash function
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UNISWAP_V3_FLASH_SIG = "0x490e6c32"
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# Balancer V2 flashLoan signature
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BALANCER_FLASHLOAN_SIG = "0x52b0f4c1"
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# Euler flashLoan
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EULER_FLASHLOAN_SIG = "0xfc217659"
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# Radiant flashLoan
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RADIANT_FLASHLOAN_SIG = "0x7c5e9ea4"
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# Spark flashLoan
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SPARK_FLASHLOAN_SIG = "0x7d28c3b6"
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# MakerDAO flash mint
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MAKER_FLASHMINT_SIG = "0x606b0d3e"
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# Morpho flashLoan
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MORPHO_FLASHLOAN_SIG = "0x490e6c32"
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# Silo Finance flashLoan
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SILO_FLASHLOAN_SIG = "0xab9c4b5d"
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|
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|
# ⚠️ AAVE V2, AAVE V3 Simple, and Silo all share signature 0xab9c4b5d
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# Disambiguation is done via provider address lookup, not just signature
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SHARED_AAVE_FLASHLOAN_SIG = "0xab9c4b5d"
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|
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FLASHLOAN_SIGNATURES: dict[str, str] = {
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# Shared sig - protocol identified via provider address
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SHARED_AAVE_FLASHLOAN_SIG: "flash_loan",
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AAVE_V3_FLASHLOAN_SIG: "aave_v3",
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DYDX_FLASHLOAN_SIG: "dydx",
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UNISWAP_V3_FLASH_SIG: "uniswap_v3",
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BALANCER_FLASHLOAN_SIG: "balancer",
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EULER_FLASHLOAN_SIG: "euler",
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RADIANT_FLASHLOAN_SIG: "radiant",
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SPARK_FLASHLOAN_SIG: "spark",
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MAKER_FLASHMINT_SIG: "maker",
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|
MORPHO_FLASHLOAN_SIG: "morpho",
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|
}
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# Known flash loan provider addresses (simplified - in production these
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# come from an on-chain registry / DataBus)
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FLASHLOAN_PROVIDERS: dict[str, list[str]] = {
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"ethereum": [
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"0x7d2768De32b0b80b7a3454c06BdAc94A69DDc7A9", # Aave V2 LendingPool
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|
"0x87870Bca3F3fD6335C3F4cE8392D69350B4fA4E2", # Aave V3 Pool
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|
"0x1E0447b19BB6EcFdAe1e4AE1694b0C3659614e4e", # dYdX SoloMargin
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 Vault
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"0x27182842E098f60e3D576794A5bFFb0777E025d3", # Euler
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"0xC13e21B648A5Ee7639021845b68d52BDAbe7C5c7", # Radiant
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"0xC13e21B648A5Ee7639021845b68d52BDAbe7C5c8", # Spark
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue
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],
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"bsc": [
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"0x87870Bca3F3fD6335C3F4cE8392D69350B4fA4E2", # Aave V3 on BSC
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|
"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on BSC
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"0x1E0447b19BB6EcFdAe1e4AE1694b0C3659614e4e", # dYdX on BSC
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"0x27182842E098f60e3D576794A5bFFb0777E025d3", # Euler on BSC
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"0xC13e21B648A5Ee7639021845b68d52BDAbe7C5c7", # Radiant on BSC
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"0xC13e21B648A5Ee7639021845b68d52BDAbe7C5c8", # Spark on BSC
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue on BSC
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"0x4983eDD22d41c72a752941b01Eb51ba76bDb5e9C", # PancakeSwap MasterChef V3
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],
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"arbitrum": [
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"0x794a61358D6845594F94dc1DB02A252b5b4814aD", # Aave V3 on Arbitrum
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Arbitrum
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"0x27182842E098f60e3D576794A5bFFb0777E025d3", # Euler on Arbitrum
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"0xC13e21B648A5Ee7639021845b68d52BDAbe7C5c7", # Radiant on Arbitrum
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue on Arbitrum
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],
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"base": [
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"0xA238Dd80C259a72e81d7e4664a9801593F98d1c5", # Aave V3 on Base
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Base
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue on Base
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],
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"polygon": [
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"0x794a61358D6845594F94dc1DB02A252b5b4814aD", # Aave V3 on Polygon
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Polygon
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"0x27182842E098f60e3D576794A5bFFb0777E025d3", # Euler on Polygon
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue on Polygon
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],
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"optimism": [
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"0x794a61358D6845594F94dc1DB02A252b5b4814aD", # Aave V3 on Optimism
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|
"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Optimism
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"0xBBBBBbbBBb9cC5e90e3b3Af64bdAF62C37EEFFCb", # Morpho Blue on Optimism
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],
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"avalanche": [
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"0x794a61358D6845594F94dc1DB02A252b5b4814aD", # Aave V3 on Avalanche
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Avalanche
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],
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"fantom": [
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"0x794a61358D6845594F94dc1DB02A252b5b4814aD", # Aave V3 on Fantom
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"0xBA12222222228d8Ba445958a75a0704d566BF2C8", # Balancer V2 on Fantom
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],
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}
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|
|
|
# ═══════════════════════════════════════════════════════════════════
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# Enums & Types
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# ═══════════════════════════════════════════════════════════════════
|
|
|
|
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|
class FlashLoanProtocol(Enum):
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|
"""Supported flash loan protocols."""
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|
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|
AAVE_V2 = "aave_v2"
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|
AAVE_V3 = "aave_v3"
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|
DYDX = "dydx"
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|
UNISWAP_V3 = "uniswap_v3"
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|
BALANCER = "balancer"
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EULER = "euler"
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RADIANT = "radiant"
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SPARK = "spark"
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|
MAKER = "maker"
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|
MORPHO = "morpho"
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SILO = "silo"
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UNKNOWN = "unknown"
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|
|
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|
class AttackType(Enum):
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"""Classification of flash loan-based attacks."""
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|
PRICE_ORACLE_MANIPULATION = "price_oracle_manipulation"
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LP_DRAIN = "lp_drain"
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|
ARBITRAGE = "arbitrage"
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GOVERNANCE_ATTACK = "governance_attack"
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LIQUIDATION_MANIPULATION = "liquidation_manipulation"
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CROSS_PROTOCOL_CHAIN = "cross_protocol_chain"
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|
SELF_LIQUIDATION = "self_liquidation"
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|
REENTRANCY_EXPLOIT = "reentrancy_exploit"
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BORROW_MANIPULATION = "borrow_manipulation"
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|
SYNTHETIC_POSITION = "synthetic_position"
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UNKNOWN = "unknown"
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|
|
|
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|
class AttackSeverity(Enum):
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|
"""Severity of the detected flash loan attack."""
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|
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|
CRITICAL = "critical" # >$1M loss or systemic protocol risk
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HIGH = "high" # $100K-$1M loss
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MEDIUM = "medium" # $10K-$100K loss
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|
LOW = "low" # <$10K loss
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INFO = "info" # Flash loan detected but no attack confirmed
|
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|
|
|
|
class DetectionMethod(Enum):
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|
"""How the flash loan attack was detected."""
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|
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|
DIRECT_CALL = "direct_call" # Matched protocol function signature
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|
PROVIDER_ADDRESS = "provider_address" # Known flash loan provider called
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LIFECYCLE_PATTERN = "lifecycle_pattern" # Borrow + manipulate + repay pattern
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PROFIT_EXTRACTION = "profit_extraction" # Attacker made profit from flash loan
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ORACLE_DEVIATION = "oracle_deviation" # Price moved during flash loan window
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MULTIPLE_CALLS = "multiple_calls" # Multiple protocol calls in one tx
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|
|
|
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
# Data Models
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
|
|
|
|
@dataclass
|
|
class FlashLoanCall:
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|
"""A single flash loan call detected in a transaction."""
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|
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|
protocol: FlashLoanProtocol
|
|
provider_address: str
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|
chain: str
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|
block_number: int
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|
tx_index: int
|
|
|
|
# Loan details
|
|
token_address: str = ""
|
|
token_symbol: str = ""
|
|
amount_borrowed_raw: str = "0"
|
|
amount_borrowed_usd: float = 0.0
|
|
amount_repaid_raw: str = "0"
|
|
amount_repaid_usd: float = 0.0
|
|
fee_paid_raw: str = "0"
|
|
fee_paid_usd: float = 0.0
|
|
|
|
# Timing
|
|
call_position: int = 0 # Position in the transaction trace
|
|
timestamp: str = field(default_factory=lambda: datetime.now(UTC).isoformat())
|
|
|
|
def __post_init__(self) -> None:
|
|
"""Basic field validation."""
|
|
if self.amount_borrowed_usd < 0:
|
|
raise ValueError(f"Negative borrow amount: {self.amount_borrowed_usd}")
|
|
if self.amount_repaid_usd < 0:
|
|
raise ValueError(f"Negative repay amount: {self.amount_repaid_usd}")
|
|
if self.block_number < 0:
|
|
raise ValueError(f"Negative block number: {self.block_number}")
|
|
|
|
def profit_usd(self) -> float:
|
|
"""Net profit from this flash loan (positive = attack profitable)."""
|
|
return self.amount_borrowed_usd - self.amount_repaid_usd
|
|
|
|
def summary(self) -> str:
|
|
"""One-line summary."""
|
|
return (
|
|
f"{self.protocol.value.upper()} flash loan | "
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|
f"${self.amount_borrowed_usd:,.0f} borrowed | "
|
|
f"Fee: ${self.fee_paid_usd:,.0f} | "
|
|
f"{self.token_symbol or self.token_address[:10]} | "
|
|
f"Block #{self.block_number}"
|
|
)
|
|
|
|
|
|
@dataclass
|
|
class TransactionTrace:
|
|
"""Simplified internal transaction trace for flash loan analysis."""
|
|
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|
tx_hash: str
|
|
chain: str
|
|
block_number: int
|
|
tx_index: int
|
|
from_address: str
|
|
to_address: str
|
|
value_eth: float = 0.0
|
|
gas_price_gwei: float = 0.0
|
|
gas_used: int = 0
|
|
input_data: str = ""
|
|
internal_calls: list[dict[str, Any]] = field(default_factory=list)
|
|
logs: list[dict[str, Any]] = field(default_factory=list)
|
|
|
|
def has_flashloan_sig(self) -> bool:
|
|
"""Check if tx input data starts with a known flash loan signature."""
|
|
if not self.input_data or len(self.input_data) < 10:
|
|
return False
|
|
sig = self.input_data[:10].lower()
|
|
return sig in FLASHLOAN_SIGNATURES
|
|
|
|
def flashloan_protocol(self) -> FlashLoanProtocol | None:
|
|
"""Identify the flash loan protocol from signature + provider address.
|
|
|
|
⚠️ Multiple protocols share signature 0xab9c4b5d (Aave V2, Aave V3 Simple,
|
|
Silo Finance). When this shared sig is detected, the provider address
|
|
(self.to_address) is checked against the known provider list for
|
|
disambiguation.
|
|
"""
|
|
if not self.input_data or len(self.input_data) < 10:
|
|
return None
|
|
sig = self.input_data[:10].lower()
|
|
|
|
# Check for the shared AAVE signature - needs provider-based disambiguation
|
|
if sig == SHARED_AAVE_FLASHLOAN_SIG:
|
|
return _resolve_shared_aave_sig(self.to_address, self.chain)
|
|
|
|
protocol_name = FLASHLOAN_SIGNATURES.get(sig)
|
|
if protocol_name:
|
|
try:
|
|
return FlashLoanProtocol(protocol_name)
|
|
except ValueError:
|
|
return FlashLoanProtocol.UNKNOWN
|
|
return None
|
|
|
|
|
|
@dataclass
|
|
class FlashLoanAttack:
|
|
"""A complete detected flash loan attack with full context."""
|
|
|
|
# Core identification
|
|
chain: str
|
|
block_number: int
|
|
tx_hash: str
|
|
attacker_address: str
|
|
|
|
# Attack details
|
|
attack_type: AttackType = AttackType.UNKNOWN
|
|
protocol_used: FlashLoanProtocol = FlashLoanProtocol.UNKNOWN
|
|
detection_methods: list[DetectionMethod] = field(default_factory=list)
|
|
|
|
# Financial impact
|
|
flash_loan_calls: list[FlashLoanCall] = field(default_factory=list)
|
|
total_borrowed_usd: float = 0.0
|
|
total_repaid_usd: float = 0.0
|
|
attacker_profit_usd: float = 0.0
|
|
victim_loss_usd: float = 0.0
|
|
protocol_loss_usd: float = 0.0
|
|
|
|
# Classification
|
|
severity: AttackSeverity = AttackSeverity.INFO
|
|
confidence: float = 0.0 # 0.0-1.0
|
|
sophistication_score: float = 0.0 # 0.0-10.0
|
|
|
|
# Context
|
|
targets: list[str] = field(default_factory=list) # Target contract addresses
|
|
tokens_involved: list[str] = field(default_factory=list)
|
|
exploit_timeline: list[str] = field(default_factory=list)
|
|
tags: list[str] = field(default_factory=list)
|
|
|
|
# Metadata
|
|
detected_at: str = field(default_factory=lambda: datetime.now(UTC).isoformat())
|
|
verified: bool = False
|
|
|
|
def __post_init__(self) -> None:
|
|
"""Validate and compute derived fields."""
|
|
if self.total_borrowed_usd < 0:
|
|
raise ValueError(f"Negative total borrowed: {self.total_borrowed_usd}")
|
|
if self.attacker_profit_usd < 0:
|
|
raise ValueError(f"Negative attacker profit: {self.attacker_profit_usd}")
|
|
|
|
def summary(self) -> str:
|
|
"""Human-readable one-line attack summary."""
|
|
attack_label = self.attack_type.value.replace("_", " ").title()
|
|
protocol_label = self.protocol_used.value.upper()
|
|
return (
|
|
f"[{self.severity.value.upper()}] FLASH LOAN ATTACK | "
|
|
f"{attack_label} via {protocol_label} | "
|
|
f"${self.attacker_profit_usd:,.0f} profit | "
|
|
f"${self.victim_loss_usd:,.0f} loss | "
|
|
f"Attacker: {self.attacker_address[:12]} | "
|
|
f"Block #{self.block_number} ({self.chain})"
|
|
)
|
|
|
|
def to_dict(self) -> dict[str, Any]:
|
|
"""Serializable dict for API responses and alert pipeline."""
|
|
return {
|
|
"type": "flash_loan_attack",
|
|
"chain": self.chain,
|
|
"block": self.block_number,
|
|
"tx_hash": self.tx_hash,
|
|
"attacker": self.attacker_address,
|
|
"attack_type": self.attack_type.value,
|
|
"protocol": self.protocol_used.value,
|
|
"severity": self.severity.value,
|
|
"confidence": round(self.confidence, 2),
|
|
"sophistication": round(self.sophistication_score, 1),
|
|
"total_borrowed_usd": round(self.total_borrowed_usd, 2),
|
|
"attacker_profit_usd": round(self.attacker_profit_usd, 2),
|
|
"victim_loss_usd": round(self.victim_loss_usd, 2),
|
|
"protocol_loss_usd": round(self.protocol_loss_usd, 2),
|
|
"targets": self.targets,
|
|
"tokens": self.tokens_involved,
|
|
"tags": self.tags,
|
|
"detected_at": self.detected_at,
|
|
"verified": self.verified,
|
|
"flash_loans": [
|
|
{
|
|
"protocol": fl.protocol.value,
|
|
"token": fl.token_symbol or fl.token_address[:10],
|
|
"amount_borrowed_usd": round(fl.amount_borrowed_usd, 2),
|
|
"amount_repaid_usd": round(fl.amount_repaid_usd, 2),
|
|
}
|
|
for fl in self.flash_loan_calls
|
|
],
|
|
"timeline": self.exploit_timeline,
|
|
}
|
|
|
|
|
|
@dataclass
|
|
class ScanReport:
|
|
"""Complete scan report with all findings and metadata."""
|
|
|
|
chains_scanned: list[str] = field(default_factory=list)
|
|
blocks_scanned: int = 0
|
|
transactions_analyzed: int = 0
|
|
flash_loans_detected: int = 0
|
|
attacks_confirmed: list[FlashLoanAttack] = field(default_factory=list)
|
|
suspicious_transactions: list[dict[str, Any]] = field(default_factory=list)
|
|
vulnerable_protocols: list[dict[str, Any]] = field(default_factory=list)
|
|
|
|
scan_start: str = field(default_factory=lambda: datetime.now(UTC).isoformat())
|
|
scan_end: str = ""
|
|
duration_seconds: float = 0.0
|
|
|
|
@property
|
|
def total_attack_loss_usd(self) -> float:
|
|
"""Total financial loss across all confirmed attacks."""
|
|
return sum(a.victim_loss_usd + a.protocol_loss_usd for a in self.attacks_confirmed)
|
|
|
|
@property
|
|
def total_attacker_profit_usd(self) -> float:
|
|
"""Total attacker profit across all confirmed attacks."""
|
|
return sum(a.attacker_profit_usd for a in self.attacks_confirmed)
|
|
|
|
@property
|
|
def critical_attacks(self) -> list[FlashLoanAttack]:
|
|
"""Filter only critical severity attacks."""
|
|
return [a for a in self.attacks_confirmed if a.severity == AttackSeverity.CRITICAL]
|
|
|
|
def top_attacks(self, limit: int = 10) -> list[FlashLoanAttack]:
|
|
"""Return the most financially impactful attacks."""
|
|
sorted_attacks = sorted(
|
|
self.attacks_confirmed,
|
|
key=lambda a: a.attacker_profit_usd + a.victim_loss_usd,
|
|
reverse=True,
|
|
)
|
|
return sorted_attacks[:limit]
|
|
|
|
def summary(self) -> str:
|
|
"""High-level summary of scan results."""
|
|
total_loss = self.total_attack_loss_usd
|
|
profit = self.total_attacker_profit_usd
|
|
n_crit = len(self.critical_attacks)
|
|
return (
|
|
f"Flash Loan Scan Report\n"
|
|
f" Chains: {len(self.chains_scanned)} | "
|
|
f"Blocks: {self.blocks_scanned} | "
|
|
f"Tx Analyzed: {self.transactions_analyzed}\n"
|
|
f" Flash Loans: {self.flash_loans_detected} | "
|
|
f"Attacks: {len(self.attacks_confirmed)} | "
|
|
f"Critical: {n_crit}\n"
|
|
f" Total Loss: ${total_loss:,.0f} | "
|
|
f"Attacker Profit: ${profit:,.0f}"
|
|
)
|
|
|
|
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
# Attack Detection Heuristics
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
|
|
# Patterns that suggest a flash loan was used for an attack
|
|
# instead of legitimate arbitrage or liquidation
|
|
_SUSPICIOUS_PATTERNS: list[dict[str, Any]] = [
|
|
# Large price impact in a single tx
|
|
{"type": "price_impact", "description": "Significant price impact >5% in flash loan"},
|
|
# Multi-protocol interaction
|
|
{"type": "multi_protocol", "description": "Multiple different protocols called in sequence"},
|
|
# Unusual profit for simple arbitrage
|
|
{"type": "high_profit", "description": "Profit >$100K on flash loan", "threshold_usd": 100_000},
|
|
# Oracle address in call data
|
|
{"type": "oracle_interaction", "description": "Oracle/price feed contracts called"},
|
|
# Governance interaction
|
|
{"type": "governance_call", "description": "Governance contract interaction"},
|
|
# Self-destruct / CREATE2
|
|
{"type": "contract_creation", "description": "New contract created during flash loan"},
|
|
# Nested flash loans
|
|
{"type": "nested_flashloan", "description": "Flash loan within a flash loan"},
|
|
]
|
|
|
|
|
|
def _detect_attack_type(
|
|
flash_loans: list[FlashLoanCall],
|
|
trace: TransactionTrace,
|
|
) -> tuple[AttackType, float]:
|
|
"""Classify the attack type based on flash loan and trace characteristics.
|
|
|
|
Args:
|
|
flash_loans: Detected flash loan calls in the transaction
|
|
trace: Full transaction trace for context
|
|
|
|
Returns:
|
|
Tuple of (AttackType, confidence_score)
|
|
"""
|
|
# Check for oracle manipulation - look for price feed addresses in call data
|
|
oracle_patterns = [
|
|
"price",
|
|
"oracle",
|
|
"twap",
|
|
"chainlink",
|
|
"aggregator",
|
|
"getLatestPrice",
|
|
"getRoundData",
|
|
"peek",
|
|
"latestAnswer",
|
|
]
|
|
input_lower = trace.input_data.lower()
|
|
|
|
oracle_hits = sum(1 for pat in oracle_patterns if pat in input_lower)
|
|
|
|
# Check for LP interaction patterns
|
|
lp_patterns = ["removeLiquidity", "withdraw", "burn", "collect", "swap"]
|
|
lp_hits = sum(1 for pat in lp_patterns if pat in input_lower)
|
|
|
|
# Check for governance patterns
|
|
governance_patterns = ["propose", "vote", "queue", "execute", "castVote"]
|
|
gov_hits = sum(1 for pat in governance_patterns if pat in input_lower)
|
|
|
|
# Score each attack type
|
|
scores: dict[AttackType, float] = {}
|
|
|
|
if oracle_hits >= 2:
|
|
scores[AttackType.PRICE_ORACLE_MANIPULATION] = min(0.9, 0.3 + oracle_hits * 0.2)
|
|
|
|
if lp_hits >= 2 and len(flash_loans) >= 2:
|
|
scores[AttackType.LP_DRAIN] = min(0.85, 0.3 + lp_hits * 0.15)
|
|
|
|
if len(flash_loans) >= 3:
|
|
scores[AttackType.CROSS_PROTOCOL_CHAIN] = min(0.7, 0.3 + len(flash_loans) * 0.1)
|
|
|
|
if gov_hits >= 1:
|
|
scores[AttackType.GOVERNANCE_ATTACK] = min(0.9, 0.4 + gov_hits * 0.25)
|
|
|
|
# Reentrancy indicators
|
|
if "call" in input_lower and "reentrancy" in input_lower:
|
|
scores[AttackType.REENTRANCY_EXPLOIT] = 0.85
|
|
|
|
# Default to arbitrage for single flash loan with small profit
|
|
if not scores:
|
|
scores[AttackType.ARBITRAGE] = 0.5
|
|
|
|
best_type: AttackType = AttackType.ARBITRAGE
|
|
best_score = 0.0
|
|
for atype, ascore in scores.items():
|
|
if ascore > best_score:
|
|
best_type = atype
|
|
best_score = ascore
|
|
|
|
return best_type, best_score
|
|
|
|
|
|
def _calculate_severity(
|
|
attacker_profit: float,
|
|
victim_loss: float,
|
|
sophistication: float,
|
|
) -> AttackSeverity:
|
|
"""Calculate attack severity based on financial impact and sophistication.
|
|
|
|
Args:
|
|
attacker_profit: USD profit made by attacker
|
|
victim_loss: USD loss suffered by victims/protocols
|
|
sophistication: 0-10 sophistication score
|
|
|
|
Returns:
|
|
Appropriate AttackSeverity level
|
|
"""
|
|
total_impact = attacker_profit + victim_loss
|
|
|
|
if total_impact > 1_000_000 or sophistication >= 9.0:
|
|
return AttackSeverity.CRITICAL
|
|
elif total_impact > 100_000 or sophistication >= 7.0:
|
|
return AttackSeverity.HIGH
|
|
elif total_impact > 10_000 or sophistication >= 5.0:
|
|
return AttackSeverity.MEDIUM
|
|
elif total_impact > 0:
|
|
return AttackSeverity.LOW
|
|
return AttackSeverity.INFO
|
|
|
|
|
|
def _score_sophistication(
|
|
flash_loans: list[FlashLoanCall],
|
|
detection_methods: list[DetectionMethod],
|
|
attack_type: AttackType,
|
|
) -> float:
|
|
"""Score the sophistication of an attack from 0-10.
|
|
|
|
Higher scores indicate more complex, multi-step exploits.
|
|
"""
|
|
score = 1.0
|
|
|
|
# Multiple flash loans = more sophisticated
|
|
if len(flash_loans) >= 2:
|
|
score += 2.0
|
|
if len(flash_loans) >= 4:
|
|
score += 2.0
|
|
|
|
# Detection methods indicate complexity
|
|
if DetectionMethod.LIFECYCLE_PATTERN in detection_methods:
|
|
score += 1.0
|
|
if DetectionMethod.ORACLE_DEVIATION in detection_methods:
|
|
score += 1.5
|
|
if DetectionMethod.MULTIPLE_CALLS in detection_methods:
|
|
score += 1.0
|
|
|
|
# Attack type modifiers
|
|
if attack_type in (
|
|
AttackType.CROSS_PROTOCOL_CHAIN,
|
|
AttackType.GOVERNANCE_ATTACK,
|
|
AttackType.REENTRANCY_EXPLOIT,
|
|
):
|
|
score += 2.0
|
|
if attack_type == AttackType.PRICE_ORACLE_MANIPULATION:
|
|
score += 1.5
|
|
|
|
return min(10.0, score)
|
|
|
|
|
|
def _is_known_flashloan_provider(address: str, chain: str) -> bool:
|
|
"""Check if an address is a known flash loan provider on the given chain."""
|
|
address_lower = address.lower()
|
|
providers = FLASHLOAN_PROVIDERS.get(chain, [])
|
|
return any(p.lower() == address_lower for p in providers)
|
|
|
|
|
|
def _resolve_shared_aave_sig(
|
|
provider_address: str,
|
|
chain: str,
|
|
) -> FlashLoanProtocol | None:
|
|
"""Resolve the shared AAVE flash loan signature (0xab9c4b5d).
|
|
|
|
Multiple protocols share this signature: Aave V2, Aave V3 Simple,
|
|
and Silo Finance. The provider address is used for disambiguation.
|
|
|
|
Args:
|
|
provider_address: Contract address that received the flash loan call
|
|
chain: Chain identifier
|
|
|
|
Returns:
|
|
Resolved FlashLoanProtocol, or UNKNOWN if ambiguous
|
|
"""
|
|
addr_lower = provider_address.lower()
|
|
|
|
# Known Aave V2 LendingPool address (Ethereum mainnet)
|
|
if addr_lower == "0x7d2768de32b0b80b7a3454c06bdac94a69ddc7a9":
|
|
return FlashLoanProtocol.AAVE_V2
|
|
|
|
# Known Aave V3 Pool addresses
|
|
aave_v3_addresses = {
|
|
"0x87870bca3f3fd6335c3f4ce8392d69350b4fa4e2", # Ethereum
|
|
"0x794a61358d6845594f94dc1db02a252b5b4814ad", # Arbitrum/Polygon
|
|
"0xa238dd80c259a72e81d7e4664a9801593f98d1c5", # Base
|
|
"0x9e7ab700b0c2b0a79bf265aa143b1d72b6db6f31", # Optimism
|
|
"0x4f6c2c9e3a7bdb5e5f5f5f5f5f5f5f5f5f5f5f5f", # Avalanche
|
|
}
|
|
if addr_lower in aave_v3_addresses:
|
|
return FlashLoanProtocol.AAVE_V3
|
|
|
|
# Unknown provider with shared sig - return UNKNOWN
|
|
return FlashLoanProtocol.UNKNOWN
|
|
|
|
|
|
def _estimate_token_price_usd(
|
|
token_address: str,
|
|
chain: str,
|
|
amount_raw: str,
|
|
) -> float:
|
|
"""Estimate USD value of a token amount using oracle or cached price.
|
|
|
|
In production, this reads from the RMI price service / oracle. Here we
|
|
use a simplified estimation for standalone operation.
|
|
|
|
TODO: Replace with DataBus / price_consensus module call for production.
|
|
"""
|
|
# Simplified estimation - in production, call price_consensus
|
|
# or DataBus price feed
|
|
_ = chain
|
|
try:
|
|
amount_int = int(amount_raw, 16) if amount_raw.startswith("0x") else int(amount_raw)
|
|
except (ValueError, TypeError):
|
|
return 0.0
|
|
|
|
# Without an oracle, we estimate based on common token decimals.
|
|
# Production should use DataBus price feed.
|
|
return float(amount_int) / 1e36 # Rough heuristic for common tokens
|
|
|
|
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
# Main Detector Class
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
|
|
|
|
class FlashLoanAttackDetector:
|
|
"""Real-time flash loan attack detection and analysis engine.
|
|
|
|
Scans recent blocks across configured chains for flash loan transactions,
|
|
classifies them as legitimate/attack, and produces structured reports.
|
|
"""
|
|
|
|
def __init__(
|
|
self,
|
|
chains: list[str] | None = None,
|
|
rpc_endpoints: dict[str, str] | None = None,
|
|
) -> None:
|
|
"""Initialize the detector.
|
|
|
|
Args:
|
|
chains: List of chain names to monitor (default: all supported)
|
|
rpc_endpoints: Custom RPC endpoints per chain (optional)
|
|
"""
|
|
self.chains = chains or list(FLASHLOAN_PROVIDERS.keys())
|
|
self.rpc_endpoints = rpc_endpoints or {}
|
|
self._cache: dict[str, list[FlashLoanAttack]] = {}
|
|
|
|
logger.info(
|
|
"FlashLoanAttackDetector initialized for %d chains: %s",
|
|
len(self.chains),
|
|
", ".join(self.chains),
|
|
)
|
|
|
|
# ── External API ──────────────────────────────────────────────
|
|
|
|
async def scan(
|
|
self,
|
|
blocks_back: int = 50,
|
|
chain: str | None = None,
|
|
tx_hash: str | None = None,
|
|
) -> ScanReport:
|
|
"""Execute a full scan for flash loan attacks.
|
|
|
|
Args:
|
|
blocks_back: Number of recent blocks to scan (default: 50)
|
|
chain: Specific chain to scan (default: all configured chains)
|
|
tx_hash: If provided, analyze a specific transaction instead
|
|
|
|
Returns:
|
|
Complete ScanReport with all detected attacks and metadata
|
|
"""
|
|
report = ScanReport()
|
|
report.scan_start = datetime.now(UTC).isoformat()
|
|
chains_to_scan = [chain] if chain else self.chains
|
|
|
|
if tx_hash:
|
|
# Analyze a specific transaction
|
|
logger.info("Analyzing specific transaction: %s", tx_hash)
|
|
for c in chains_to_scan:
|
|
trace = await self._fetch_transaction(c, tx_hash)
|
|
if trace:
|
|
attacks = await self._analyze_transaction(trace)
|
|
report.attacks_confirmed.extend(attacks)
|
|
report.transactions_analyzed += 1
|
|
else:
|
|
# Scan recent blocks
|
|
logger.info(
|
|
"Scanning last %d blocks across %d chains",
|
|
blocks_back,
|
|
len(chains_to_scan),
|
|
)
|
|
for c in chains_to_scan:
|
|
report.chains_scanned.append(c)
|
|
blocks = await self._fetch_recent_blocks(c, blocks_back)
|
|
report.blocks_scanned += len(blocks)
|
|
|
|
for block_num in blocks:
|
|
txs = await self._fetch_block_transactions(c, block_num)
|
|
for trace in txs:
|
|
report.transactions_analyzed += 1
|
|
attacks = await self._analyze_transaction(trace)
|
|
if attacks:
|
|
report.attacks_confirmed.extend(attacks)
|
|
report.flash_loans_detected += sum(
|
|
len(a.flash_loan_calls) for a in attacks
|
|
)
|
|
|
|
report.scan_end = datetime.now(UTC).isoformat()
|
|
report.duration_seconds = (
|
|
datetime.fromisoformat(report.scan_end) - datetime.fromisoformat(report.scan_start)
|
|
).total_seconds()
|
|
|
|
# Cache findings
|
|
for attack in report.attacks_confirmed:
|
|
key = f"{attack.chain}:{attack.tx_hash}"
|
|
if key not in self._cache:
|
|
self._cache[key] = []
|
|
self._cache[key].append(attack)
|
|
|
|
logger.info(
|
|
"Scan complete: %d attacks found in %.1fs",
|
|
len(report.attacks_confirmed),
|
|
report.duration_seconds,
|
|
)
|
|
return report
|
|
|
|
async def analyze_transaction(
|
|
self,
|
|
tx_hash: str,
|
|
chain: str = "ethereum",
|
|
) -> list[FlashLoanAttack]:
|
|
"""Analyze a single transaction for flash loan attacks.
|
|
|
|
Args:
|
|
tx_hash: Transaction hash to analyze
|
|
chain: Chain the transaction is on
|
|
|
|
Returns:
|
|
List of detected attacks (empty if none)
|
|
"""
|
|
report = await self.scan(tx_hash=tx_hash, chain=chain)
|
|
return report.attacks_confirmed
|
|
|
|
def cached_attacks(
|
|
self,
|
|
chain: str | None = None,
|
|
min_severity: AttackSeverity | None = None,
|
|
limit: int = 50,
|
|
) -> list[FlashLoanAttack]:
|
|
"""Get cached attack results from the last scan.
|
|
|
|
Args:
|
|
chain: Filter by chain (optional)
|
|
min_severity: Minimum severity level (optional)
|
|
limit: Max results to return
|
|
|
|
Returns:
|
|
Filtered list of attacks from cache
|
|
"""
|
|
results: list[FlashLoanAttack] = []
|
|
for attacks in self._cache.values():
|
|
results.extend(attacks)
|
|
|
|
if chain:
|
|
results = [a for a in results if a.chain == chain]
|
|
if min_severity:
|
|
severity_order = [
|
|
AttackSeverity.INFO,
|
|
AttackSeverity.LOW,
|
|
AttackSeverity.MEDIUM,
|
|
AttackSeverity.HIGH,
|
|
AttackSeverity.CRITICAL,
|
|
]
|
|
min_idx = severity_order.index(min_severity)
|
|
results = [a for a in results if severity_order.index(a.severity) >= min_idx]
|
|
|
|
results.sort(key=lambda a: a.attacker_profit_usd + a.victim_loss_usd, reverse=True)
|
|
return results[:limit]
|
|
|
|
# ── Internal Analysis ─────────────────────────────────────────
|
|
|
|
async def _analyze_transaction(
|
|
self,
|
|
trace: TransactionTrace,
|
|
) -> list[FlashLoanAttack]:
|
|
"""Analyze a single transaction trace for flash loan attacks.
|
|
|
|
Core detection algorithm:
|
|
1. Check for flash loan function signatures in the input data
|
|
2. Check if the target contract is a known flash loan provider
|
|
3. Reconstruct the flash loan lifecycle
|
|
4. Calculate financial impact
|
|
5. Classify the attack type and severity
|
|
|
|
Args:
|
|
trace: The transaction trace to analyze
|
|
|
|
Returns:
|
|
List of FlashLoanAttack objects found (empty if none)
|
|
"""
|
|
attacks: list[FlashLoanAttack] = []
|
|
|
|
# Step 1: Detect flash loan calls
|
|
flash_loans = self._find_flash_loans(trace)
|
|
if not flash_loans:
|
|
return attacks
|
|
|
|
# Step 2: Determine detection method
|
|
methods: list[DetectionMethod] = []
|
|
if trace.has_flashloan_sig():
|
|
methods.append(DetectionMethod.DIRECT_CALL)
|
|
if _is_known_flashloan_provider(trace.to_address, trace.chain):
|
|
methods.append(DetectionMethod.PROVIDER_ADDRESS)
|
|
if len(flash_loans) >= 2:
|
|
methods.append(DetectionMethod.MULTIPLE_CALLS)
|
|
if trace.internal_calls and len(trace.internal_calls) > 5:
|
|
methods.append(DetectionMethod.LIFECYCLE_PATTERN)
|
|
|
|
# Step 3: Calculate financials
|
|
total_borrowed = sum(fl.amount_borrowed_usd for fl in flash_loans)
|
|
total_repaid = sum(fl.amount_repaid_usd for fl in flash_loans)
|
|
profit = total_borrowed - total_repaid
|
|
|
|
# Simplified victim/protocol loss estimation
|
|
# In production, cross-reference with known exploit databases
|
|
victim_loss = profit * 0.8 # 80% of profit = victim loss (conservative)
|
|
|
|
# Step 4: Classify attack
|
|
attack_type, confidence = _detect_attack_type(flash_loans, trace)
|
|
|
|
# Step 5: Sophistication scoring
|
|
sophistication = _score_sophistication(flash_loans, methods, attack_type)
|
|
|
|
# Step 6: Severity
|
|
severity = _calculate_severity(profit, victim_loss, sophistication)
|
|
|
|
# Step 7: Tags
|
|
tags = self._generate_tags(attack_type, flash_loans, methods)
|
|
if profit > 0:
|
|
tags.append("profitable_for_attacker")
|
|
|
|
# Step 8: Extract targets
|
|
targets = []
|
|
for call in trace.internal_calls[:5]:
|
|
addr = call.get("to", "")
|
|
if addr and len(addr) >= 20:
|
|
targets.append(addr)
|
|
|
|
# Build the attack object
|
|
attack = FlashLoanAttack(
|
|
chain=trace.chain,
|
|
block_number=trace.block_number,
|
|
tx_hash=trace.tx_hash,
|
|
attacker_address=trace.from_address,
|
|
attack_type=attack_type,
|
|
protocol_used=flash_loans[0].protocol if flash_loans else FlashLoanProtocol.UNKNOWN,
|
|
detection_methods=methods,
|
|
flash_loan_calls=flash_loans,
|
|
total_borrowed_usd=total_borrowed,
|
|
total_repaid_usd=total_repaid,
|
|
attacker_profit_usd=max(0.0, profit),
|
|
victim_loss_usd=max(0.0, victim_loss),
|
|
protocol_loss_usd=0.0,
|
|
severity=severity,
|
|
confidence=confidence,
|
|
sophistication_score=sophistication,
|
|
targets=targets[:10],
|
|
tokens_involved=list({fl.token_symbol or fl.token_address for fl in flash_loans}),
|
|
tags=tags,
|
|
exploit_timeline=self._generate_timeline(flash_loans, trace),
|
|
)
|
|
|
|
attacks.append(attack)
|
|
return attacks
|
|
|
|
def _find_flash_loans(self, trace: TransactionTrace) -> list[FlashLoanCall]:
|
|
"""Find flash loan calls within a transaction trace.
|
|
|
|
Looks for:
|
|
- Direct calls matching known flash loan function signatures
|
|
- Calls to known flash loan provider addresses
|
|
- Internal calls that match flash loan patterns
|
|
|
|
Args:
|
|
trace: Transaction trace to search
|
|
|
|
Returns:
|
|
List of detected FlashLoanCall objects
|
|
"""
|
|
flash_loans: list[FlashLoanCall] = []
|
|
|
|
# Method 1: Check direct call signature
|
|
if trace.has_flashloan_sig():
|
|
protocol = trace.flashloan_protocol()
|
|
if protocol:
|
|
amount_raw = self._extract_amount_from_input(trace.input_data)
|
|
amount_usd = _estimate_token_price_usd(trace.to_address, trace.chain, amount_raw)
|
|
flash_loans.append(
|
|
FlashLoanCall(
|
|
protocol=protocol,
|
|
provider_address=trace.to_address,
|
|
chain=trace.chain,
|
|
block_number=trace.block_number,
|
|
tx_index=trace.tx_index,
|
|
amount_borrowed_raw=amount_raw,
|
|
amount_borrowed_usd=amount_usd,
|
|
call_position=0,
|
|
)
|
|
)
|
|
|
|
# Method 2: Check if the recipient is a known provider
|
|
provider_protocol = self._identify_provider(trace.to_address, trace.chain)
|
|
if provider_protocol and not flash_loans:
|
|
flash_loans.append(
|
|
FlashLoanCall(
|
|
protocol=provider_protocol,
|
|
provider_address=trace.to_address,
|
|
chain=trace.chain,
|
|
block_number=trace.block_number,
|
|
tx_index=trace.tx_index,
|
|
call_position=0,
|
|
)
|
|
)
|
|
|
|
# Method 3: Check internal calls for additional flash loan patterns
|
|
for idx, call in enumerate(trace.internal_calls or []):
|
|
call_input = call.get("input", "")
|
|
if len(call_input) >= 10:
|
|
sig = call_input[:10].lower()
|
|
if sig in FLASHLOAN_SIGNATURES:
|
|
protocol_name = FLASHLOAN_SIGNATURES[sig]
|
|
try:
|
|
protocol = FlashLoanProtocol(protocol_name)
|
|
except ValueError:
|
|
protocol = FlashLoanProtocol.UNKNOWN
|
|
|
|
amount_raw = self._extract_amount_from_input(call_input)
|
|
amount_usd = _estimate_token_price_usd(
|
|
call.get("to", ""), trace.chain, amount_raw
|
|
)
|
|
flash_loans.append(
|
|
FlashLoanCall(
|
|
protocol=protocol,
|
|
provider_address=call.get("to", ""),
|
|
chain=trace.chain,
|
|
block_number=trace.block_number,
|
|
tx_index=trace.tx_index,
|
|
amount_borrowed_raw=amount_raw,
|
|
amount_borrowed_usd=amount_usd,
|
|
call_position=idx + 1,
|
|
)
|
|
)
|
|
|
|
return flash_loans
|
|
|
|
def _identify_provider(
|
|
self,
|
|
address: str,
|
|
chain: str,
|
|
) -> FlashLoanProtocol | None:
|
|
"""Identify if an address is a known flash loan provider.
|
|
|
|
Args:
|
|
address: Contract address to check
|
|
chain: Chain name
|
|
|
|
Returns:
|
|
FlashLoanProtocol if recognized, None otherwise
|
|
"""
|
|
address_lower = address.lower()
|
|
providers = FLASHLOAN_PROVIDERS.get(chain, [])
|
|
for idx, provider_addr in enumerate(providers):
|
|
if provider_addr.lower() == address_lower:
|
|
# Map index to protocol type
|
|
protocol_map = [
|
|
FlashLoanProtocol.AAVE_V2,
|
|
FlashLoanProtocol.AAVE_V3,
|
|
FlashLoanProtocol.DYDX,
|
|
FlashLoanProtocol.BALANCER,
|
|
FlashLoanProtocol.EULER,
|
|
FlashLoanProtocol.RADIANT,
|
|
FlashLoanProtocol.SPARK,
|
|
FlashLoanProtocol.MORPHO,
|
|
]
|
|
if idx < len(protocol_map):
|
|
return protocol_map[idx]
|
|
return FlashLoanProtocol.UNKNOWN
|
|
return None
|
|
|
|
def _extract_amount_from_input(self, input_data: str) -> str:
|
|
"""Extract the flash loan amount from calldata.
|
|
|
|
Flash loan amounts are typically the first 32-byte parameter
|
|
after the 4-byte function selector.
|
|
|
|
Args:
|
|
input_data: Hex-encoded transaction input data
|
|
|
|
Returns:
|
|
Raw hex amount string
|
|
"""
|
|
if len(input_data) < 74: # 4 bytes sig + 32 bytes param + overhead
|
|
return "0"
|
|
|
|
# Skip the 4-byte function selector, take next 32 bytes (64 hex chars)
|
|
amount_hex = input_data[10:74]
|
|
return f"0x{amount_hex}"
|
|
|
|
def _generate_tags(
|
|
self,
|
|
attack_type: AttackType,
|
|
flash_loans: list[FlashLoanCall],
|
|
methods: list[DetectionMethod],
|
|
) -> list[str]:
|
|
"""Generate classification tags for an attack.
|
|
|
|
Args:
|
|
attack_type: Classified attack type
|
|
flash_loans: Detected flash loan calls
|
|
methods: Detection methods used
|
|
|
|
Returns:
|
|
List of descriptive tags
|
|
"""
|
|
tags = [attack_type.value]
|
|
|
|
if len(flash_loans) >= 3:
|
|
tags.append("multi_step")
|
|
if len(flash_loans) >= 1:
|
|
tags.append("flash_loan_used")
|
|
|
|
protocols_used = list({fl.protocol.value for fl in flash_loans})
|
|
if len(protocols_used) >= 2:
|
|
tags.append("cross_protocol")
|
|
|
|
if DetectionMethod.ORACLE_DEVIATION in methods:
|
|
tags.append("oracle_attack")
|
|
if DetectionMethod.LIFECYCLE_PATTERN in methods:
|
|
tags.append("complex_lifecycle")
|
|
|
|
return tags
|
|
|
|
def _generate_timeline(
|
|
self,
|
|
flash_loans: list[FlashLoanCall],
|
|
trace: TransactionTrace,
|
|
) -> list[str]:
|
|
"""Generate a human-readable timeline of the attack.
|
|
|
|
Args:
|
|
flash_loans: Detected flash loan calls in order
|
|
trace: Full transaction trace
|
|
|
|
Returns:
|
|
Chronological list of event descriptions
|
|
"""
|
|
timeline = []
|
|
timeline.append(f"Tx submitted by {trace.from_address[:12]} on {trace.chain}")
|
|
timeline.append(f"Block #{trace.block_number}, position {trace.tx_index}")
|
|
|
|
for i, fl in enumerate(flash_loans, 1):
|
|
timeline.append(
|
|
f"Step {i}: {fl.protocol.value.upper()} flash loan - "
|
|
f"${fl.amount_borrowed_usd:,.0f} borrowed"
|
|
)
|
|
|
|
if trace.internal_calls:
|
|
timeline.append(f"Internal calls: {len(trace.internal_calls)} sub-calls detected")
|
|
|
|
return timeline
|
|
|
|
# ── Blockchain Data Layer ─────────────────────────────────────
|
|
|
|
async def _fetch_recent_blocks(
|
|
self,
|
|
chain: str,
|
|
blocks_back: int,
|
|
) -> list[int]:
|
|
"""Fetch recent block numbers for a given chain.
|
|
|
|
Args:
|
|
chain: Chain name
|
|
blocks_back: Number of recent blocks to fetch
|
|
|
|
Returns:
|
|
List of block numbers (most recent first)
|
|
"""
|
|
try:
|
|
# In production, use Web3 RPC call eth_blockNumber
|
|
# For standalone use, simulate via RPC or DataBus
|
|
latest = await self._rpc_call(chain, "eth_blockNumber", [])
|
|
if latest:
|
|
latest_num = int(latest, 16)
|
|
# Return blocks in descending order (newest first)
|
|
# Limit to reasonable range
|
|
start = max(latest_num - blocks_back, 0)
|
|
return list(range(latest_num, start - 1, -1))[:blocks_back]
|
|
except Exception as e:
|
|
logger.warning("Failed to fetch latest block for %s: %s", chain, e)
|
|
|
|
# Fallback: use current timestamp-based estimate
|
|
return []
|
|
|
|
async def _fetch_block_transactions(
|
|
self,
|
|
chain: str,
|
|
block_number: int,
|
|
) -> list[TransactionTrace]:
|
|
"""Fetch all transactions in a given block.
|
|
|
|
Args:
|
|
chain: Chain name
|
|
block_number: Block number to fetch
|
|
|
|
Returns:
|
|
List of TransactionTrace objects
|
|
"""
|
|
try:
|
|
block_data = await self._rpc_call(
|
|
chain, "eth_getBlockByNumber", [hex(block_number), True]
|
|
)
|
|
if block_data and "transactions" in block_data:
|
|
txs = []
|
|
for tx_data in block_data["transactions"]:
|
|
tx = self._parse_tx_data(tx_data, chain)
|
|
if tx:
|
|
txs.append(tx)
|
|
return txs
|
|
except Exception as e:
|
|
logger.warning(
|
|
"Failed to fetch block %d on %s: %s",
|
|
block_number,
|
|
chain,
|
|
e,
|
|
)
|
|
return []
|
|
|
|
async def _fetch_transaction(
|
|
self,
|
|
chain: str,
|
|
tx_hash: str,
|
|
) -> TransactionTrace | None:
|
|
"""Fetch a specific transaction by hash.
|
|
|
|
Args:
|
|
chain: Chain name
|
|
tx_hash: Transaction hash to fetch
|
|
|
|
Returns:
|
|
TransactionTrace if found, None otherwise
|
|
"""
|
|
try:
|
|
tx_data = await self._rpc_call(chain, "eth_getTransactionByHash", [tx_hash])
|
|
if tx_data:
|
|
return self._parse_tx_data(tx_data, chain)
|
|
|
|
# Try receipt endpoint as fallback
|
|
receipt = await self._rpc_call(chain, "eth_getTransactionReceipt", [tx_hash])
|
|
if receipt:
|
|
tx_data = {"hash": tx_hash, **receipt}
|
|
return self._parse_tx_data(tx_data, chain)
|
|
except Exception as e:
|
|
logger.warning("Failed to fetch tx %s on %s: %s", tx_hash, chain, e)
|
|
return None
|
|
|
|
def _parse_tx_data(self, data: dict, chain: str) -> TransactionTrace | None:
|
|
"""Parse raw RPC response into a TransactionTrace.
|
|
|
|
Args:
|
|
data: Raw transaction data from RPC call
|
|
chain: Chain identifier
|
|
|
|
Returns:
|
|
Parsed TransactionTrace or None
|
|
"""
|
|
tx_hash = data.get("hash", "")
|
|
if not tx_hash:
|
|
return None
|
|
|
|
return TransactionTrace(
|
|
tx_hash=tx_hash if tx_hash.startswith("0x") else f"0x{tx_hash}",
|
|
chain=chain,
|
|
block_number=int(data.get("blockNumber", "0x0"), 16),
|
|
tx_index=int(data.get("transactionIndex", "0x0"), 16),
|
|
from_address=data.get("from", ""),
|
|
to_address=data.get("to", ""),
|
|
value_eth=int(data.get("value", "0x0"), 16) / 1e18,
|
|
gas_price_gwei=int(data.get("gasPrice", "0x0"), 16) / 1e9,
|
|
gas_used=int(data.get("gas", "0x0"), 16),
|
|
input_data=data.get("input", ""),
|
|
internal_calls=data.get("internal_calls", []),
|
|
logs=data.get("logs", []),
|
|
)
|
|
|
|
async def _rpc_call(
|
|
self,
|
|
chain: str,
|
|
method: str,
|
|
params: list[Any],
|
|
) -> Any:
|
|
"""Make a JSON-RPC call to the configured endpoint for a chain.
|
|
|
|
Args:
|
|
chain: Chain identifier
|
|
method: JSON-RPC method name
|
|
params: RPC parameters
|
|
|
|
Returns:
|
|
RPC response result, or None on failure
|
|
"""
|
|
# Check for custom RPC endpoint
|
|
endpoint = self.rpc_endpoints.get(chain)
|
|
if not endpoint:
|
|
env_var = f"RPC_{chain.upper()}"
|
|
endpoint_ = os.environ.get(env_var, "")
|
|
if not endpoint_:
|
|
logger.debug("No RPC endpoint configured for %s", chain)
|
|
return None
|
|
endpoint = endpoint_
|
|
|
|
payload = {
|
|
"jsonrpc": "2.0",
|
|
"method": method,
|
|
"params": params,
|
|
"id": 1,
|
|
}
|
|
|
|
try:
|
|
result = await self._http_post(endpoint, payload)
|
|
if result and "result" in result:
|
|
return result["result"]
|
|
elif result and "error" in result:
|
|
logger.warning(
|
|
"RPC error on %s: %s", chain, result["error"].get("message", "unknown")
|
|
)
|
|
except Exception as e:
|
|
logger.warning("RPC call failed for %s: %s", chain, e)
|
|
|
|
return None
|
|
|
|
async def _http_post(self, url: str, payload: dict) -> dict[str, Any] | None:
|
|
"""Make an async HTTP POST request.
|
|
|
|
In production, use aiohttp or httpx. For standalone operation,
|
|
this uses a synchronous fallback with subprocess.
|
|
|
|
Args:
|
|
url: Target URL
|
|
payload: JSON body
|
|
|
|
Returns:
|
|
Parsed response dict or None
|
|
"""
|
|
try:
|
|
import httpx # type: ignore[import-untyped]
|
|
|
|
async with httpx.AsyncClient(timeout=15.0) as client:
|
|
response = await client.post(url, json=payload)
|
|
return response.json()
|
|
except ImportError:
|
|
logger.debug("httpx not available, trying urllib fallback")
|
|
return self._http_post_sync(url, payload)
|
|
except Exception as e:
|
|
logger.debug("HTTP request failed: %s", e)
|
|
return None
|
|
|
|
def _http_post_sync(self, url: str, payload: dict) -> dict[str, Any] | None:
|
|
"""Synchronous HTTP POST fallback via urllib.
|
|
|
|
Args:
|
|
url: Target URL
|
|
payload: JSON body
|
|
|
|
Returns:
|
|
Parsed response dict or None
|
|
"""
|
|
try:
|
|
import json as json_module
|
|
import urllib.request
|
|
|
|
data = json_module.dumps(payload).encode()
|
|
req = urllib.request.Request(
|
|
url,
|
|
data=data,
|
|
headers={"Content-Type": "application/json"},
|
|
)
|
|
with urllib.request.urlopen(req, timeout=10) as resp:
|
|
return json_module.loads(resp.read())
|
|
except Exception as e:
|
|
logger.debug("Sync HTTP fallback failed: %s", e)
|
|
return None
|
|
|
|
def clear_cache(self) -> int:
|
|
"""Clear the internal attack cache.
|
|
|
|
Returns:
|
|
Number of cached items cleared
|
|
"""
|
|
count = len(self._cache)
|
|
self._cache.clear()
|
|
logger.info("Cleared %d cached attack records", count)
|
|
return count
|
|
|
|
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
# CLI Entry Point
|
|
# ═══════════════════════════════════════════════════════════════════
|
|
|
|
|
|
def _parse_cli_args() -> argparse.Namespace:
|
|
"""Parse command-line arguments for standalone operation."""
|
|
import argparse
|
|
|
|
parser = argparse.ArgumentParser(
|
|
description="Flash Loan Attack Detector - Real-time DeFi exploit detection",
|
|
)
|
|
parser.add_argument(
|
|
"--tx",
|
|
type=str,
|
|
default="",
|
|
help="Analyze a specific transaction hash",
|
|
)
|
|
parser.add_argument(
|
|
"--chain",
|
|
type=str,
|
|
default="",
|
|
help="Chain to scan (default: all configured chains)",
|
|
)
|
|
parser.add_argument(
|
|
"--blocks",
|
|
type=int,
|
|
default=10,
|
|
help="Number of recent blocks to scan (default: 10)",
|
|
)
|
|
parser.add_argument(
|
|
"--monitor",
|
|
action="store_true",
|
|
help="Continuous monitoring mode (scan every 60s)",
|
|
)
|
|
parser.add_argument(
|
|
"--json",
|
|
action="store_true",
|
|
help="Output results as JSON (default: human-readable)",
|
|
)
|
|
parser.add_argument(
|
|
"--severity",
|
|
type=str,
|
|
default="",
|
|
choices=["info", "low", "medium", "high", "critical"],
|
|
help="Minimum severity level to report (default: all)",
|
|
)
|
|
parser.add_argument(
|
|
"--verbose",
|
|
"-v",
|
|
action="store_true",
|
|
help="Enable verbose debug logging",
|
|
)
|
|
return parser.parse_args()
|
|
|
|
|
|
def _severity_from_str(s: str) -> AttackSeverity | None:
|
|
"""Convert severity string to enum."""
|
|
mapping = {
|
|
"info": AttackSeverity.INFO,
|
|
"low": AttackSeverity.LOW,
|
|
"medium": AttackSeverity.MEDIUM,
|
|
"high": AttackSeverity.HIGH,
|
|
"critical": AttackSeverity.CRITICAL,
|
|
}
|
|
return mapping.get(s.lower())
|
|
|
|
|
|
async def _run_cli() -> None:
|
|
"""Execute the CLI workflow."""
|
|
args = _parse_cli_args()
|
|
|
|
log_level = logging.DEBUG if args.verbose else logging.INFO
|
|
logging.basicConfig(
|
|
level=log_level,
|
|
format="%(asctime)s [%(levelname)s] %(name)s: %(message)s",
|
|
)
|
|
|
|
detector = FlashLoanAttackDetector()
|
|
chain = args.chain if args.chain else None
|
|
|
|
if args.tx:
|
|
print(f"\n🔍 Analyzing transaction: {args.tx}")
|
|
attacks = await detector.analyze_transaction(args.tx, chain or "ethereum")
|
|
else:
|
|
print(f"\n🔍 Scanning last {args.blocks} blocks...")
|
|
report = await detector.scan(blocks_back=args.blocks, chain=chain)
|
|
attacks = report.attacks_confirmed
|
|
|
|
if args.json:
|
|
print(
|
|
json.dumps(
|
|
{
|
|
"scanned": {
|
|
"chains": report.chains_scanned,
|
|
"blocks": report.blocks_scanned,
|
|
"transactions": report.transactions_analyzed,
|
|
},
|
|
"attacks": [a.to_dict() for a in attacks],
|
|
"duration_seconds": report.duration_seconds,
|
|
},
|
|
indent=2,
|
|
)
|
|
)
|
|
return
|
|
|
|
print(f"\n{'═' * 60}")
|
|
print(report.summary())
|
|
print(f"{'═' * 60}\n")
|
|
|
|
if not attacks:
|
|
print("✅ No flash loan attacks detected.")
|
|
return
|
|
|
|
min_severity = _severity_from_str(args.severity) if args.severity else AttackSeverity.INFO
|
|
if min_severity is None:
|
|
min_severity = AttackSeverity.INFO
|
|
severity_order = [
|
|
AttackSeverity.INFO,
|
|
AttackSeverity.LOW,
|
|
AttackSeverity.MEDIUM,
|
|
AttackSeverity.HIGH,
|
|
AttackSeverity.CRITICAL,
|
|
]
|
|
min_idx = severity_order.index(min_severity)
|
|
filtered = [a for a in attacks if severity_order.index(a.severity) >= min_idx]
|
|
|
|
if not filtered:
|
|
print(f"No attacks at severity >= {args.severity or 'info'}")
|
|
return
|
|
|
|
for i, attack in enumerate(filtered, 1):
|
|
print(f"\n{'─' * 60}")
|
|
print(f"⚠️ ATTACK #{i}")
|
|
print(f"{'─' * 60}")
|
|
print(f" Severity: {attack.severity.value.upper()}")
|
|
print(f" Type: {attack.attack_type.value.replace('_', ' ').title()}")
|
|
print(f" Protocol: {attack.protocol_used.value.upper()}")
|
|
print(f" Chain: {attack.chain}")
|
|
print(f" Block: #{attack.block_number}")
|
|
print(f" Tx Hash: {attack.tx_hash[:66]}")
|
|
print(f" Attacker: {attack.attacker_address}")
|
|
print(f" Profit: ${attack.attacker_profit_usd:,.2f}")
|
|
print(f" Victim Loss: ${attack.victim_loss_usd:,.2f}")
|
|
print(f" Confidence: {attack.confidence:.0%}")
|
|
print(f" Sophistication: {attack.sophistication_score:.1f}/10")
|
|
|
|
if attack.tags:
|
|
print(f" Tags: {', '.join(attack.tags)}")
|
|
if attack.targets:
|
|
print(f" Targets: {', '.join(a[:16] for a in attack.targets[:3])}")
|
|
if attack.flash_loan_calls:
|
|
print(f" Flash Loans: {len(attack.flash_loan_calls)}")
|
|
for fl in attack.flash_loan_calls:
|
|
print(f" • {fl.summary()}")
|
|
if attack.exploit_timeline:
|
|
print(" Timeline:")
|
|
for event in attack.exploit_timeline[:5]:
|
|
print(f" → {event}")
|
|
|
|
print(f"\n{'═' * 60}")
|
|
print(f"Total: {len(filtered)} attack(s) detected")
|
|
total_impact = sum(a.attacker_profit_usd + a.victim_loss_usd for a in filtered)
|
|
print(f"Total financial impact: ${total_impact:,.2f}")
|
|
print(f"{'═' * 60}")
|
|
|
|
if args.monitor:
|
|
print("\n🔄 Continuous monitoring mode. Next scan in 60s...")
|
|
while True:
|
|
await asyncio.sleep(60)
|
|
report = await detector.scan(blocks_back=args.blocks, chain=chain)
|
|
for attack in report.attacks_confirmed:
|
|
print(f"\n⚠️ NEW: {attack.summary()}")
|
|
|
|
|
|
def main() -> None:
|
|
"""CLI entry point."""
|
|
asyncio.run(_run_cli())
|
|
|
|
|
|
if __name__ == "__main__":
|
|
main()
|