diff --git a/typescript/on-chain-behaviour-fingerprint-generator/.env b/typescript/on-chain-behaviour-fingerprint-generator/.env
new file mode 100644
index 0000000..633d73a
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/.env
@@ -0,0 +1,11 @@
+# BSC RPC Endpoint
+BSC_RPC_URL=https://bsc-dataseed1.binance.org/
+
+# Address to analyze (optional - can also be passed as argument)
+ADDRESS=
+
+# Block range to analyze (default: 10000)
+BLOCK_RANGE=10000
+
+# Server port (default: 3001)
+PORT=3001
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/.gitignore b/typescript/on-chain-behaviour-fingerprint-generator/.gitignore
new file mode 100644
index 0000000..6b7bd24
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/.gitignore
@@ -0,0 +1,8 @@
+node_modules/
+dist/
+.env
+*.log
+.DS_Store
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/README.md b/typescript/on-chain-behaviour-fingerprint-generator/README.md
new file mode 100644
index 0000000..2dafd65
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/README.md
@@ -0,0 +1,247 @@
+# On-Chain Behavior Fingerprint Generator - BNBChain Cookbook
+
+A tool that analyzes on-chain transaction patterns of addresses on BNB Smart Chain (BSC) to generate unique behavioral fingerprints. The fingerprint captures transaction patterns, timing, interaction types, and other behavioral characteristics to create a unique signature for each address.
+
+
+
+## Overview
+
+The On-Chain Behavior Fingerprint Generator analyzes transaction history to identify behavioral patterns and generate a unique SHA-256 fingerprint. This can help identify:
+
+- **Bot Activity**: Automated trading bots with distinct high-frequency, low-value patterns
+- **DEX Traders**: Addresses with frequent DEX router interactions
+- **Whales**: High-net-worth addresses with large value transfers
+- **Contract Interactors**: Addresses that frequently interact with smart contracts
+- **Risk Assessment**: Unusual patterns that may indicate suspicious activity
+
+## Features
+
+- ๐ **Transaction Analysis**: Analyzes transaction history from recent blocks
+- ๐ **Unique Fingerprints**: Generates SHA-256 hashes from behavioral signatures
+- ๐ **Behavior Classification**: Automatically classifies addresses into behavior types
+- โ ๏ธ **Risk Scoring**: Calculates risk scores (0-100) based on activity patterns
+- ๐ **Modern Dark Mode UI**: Beautiful, responsive interface with split-pane design
+- ๐ **Detailed Metrics**: Comprehensive statistics on transaction patterns
+- โ
**Comprehensive Unit Tests**: Full test coverage for all functions
+
+## Tech Stack
+
+- **TypeScript**: Type-safe development
+- **ethers.js v6**: Blockchain interaction
+- **Jest**: Unit testing framework
+- **Modern HTML/CSS/JS**: Frontend interface
+
+## Quick Start
+
+### Prerequisites
+
+- Node.js 18+ and npm
+- Git
+
+### Installation & Setup
+
+1. **Clone and setup** (one command):
+ ```bash
+ bash setup.sh
+ ```
+
+ This script will:
+ - Install all dependencies
+ - Create a `.env` file with working BSC RPC configuration
+ - Build the TypeScript code
+ - Run tests to verify everything works
+
+2. **Run the application**:
+
+ **Option A: Web UI (Recommended)**
+ - Open `index.html` in a modern web browser
+ - Enter a BSC address to analyze
+ - Optionally specify block range (default: 10,000 blocks)
+ - Click "Generate Fingerprint"
+
+ **Option B: CLI**
+ ```bash
+ npm start
[block-range]
+ ```
+
+ Example:
+ ```bash
+ npm start 0x1234567890123456789012345678901234567890
+ npm start 0x1234567890123456789012345678901234567890 5000
+ ```
+
+## Project Structure
+
+```
+on-chain-behaviour-fingerprint-generator/
+โโโ app.ts # Main TypeScript application logic
+โโโ app.test.ts # Unit tests
+โโโ index.html # Frontend UI
+โโโ package.json # Dependencies and scripts
+โโโ tsconfig.json # TypeScript configuration
+โโโ jest.config.js # Jest test configuration
+โโโ setup.sh # One-command setup script
+โโโ env.template # Environment variables template
+โโโ README.md # This file
+```
+
+## Usage Examples
+
+### Generating a Fingerprint via Web UI
+
+1. Open `index.html` in your browser
+2. Enter a BSC wallet address (e.g., `0x1234...`)
+3. Optionally adjust the block range (default: 10,000 blocks)
+4. Click "Generate Fingerprint"
+5. Review the unique fingerprint, behavior type, risk score, and detailed metrics
+
+### CLI Usage
+
+```bash
+# Generate fingerprint with default block range (10,000 blocks)
+npm start 0x1234567890123456789012345678901234567890
+
+# Generate fingerprint with custom block range
+npm start 0x1234567890123456789012345678901234567890 5000
+```
+
+## Behavior Types
+
+The tool automatically classifies addresses into one of these behavior types:
+
+- **NORMAL**: Standard user behavior with typical transaction patterns
+- **DEX_TRADER**: High frequency of DEX router interactions (>30% of transactions)
+- **WHALE**: Large value transactions (average > 100 BNB)
+- **BOT**: High transaction frequency (>50 tx/day) with low values (<0.001 BNB avg)
+- **CONTRACT_INTERACTOR**: Frequent interactions with many unique contracts (>20) and contract creations
+- **UNKNOWN**: Insufficient data to classify behavior
+
+## Fingerprint Components
+
+The fingerprint is a SHA-256 hash generated from a signature string containing:
+
+- Transaction count and frequency
+- Number of unique contracts and tokens interacted with
+- DEX interaction patterns
+- Active hours and days of activity (UTC)
+- Behavior classification type
+
+### Example Signature
+
+```
+TX:150|FREQ:25.50|CONTRACTS:12|TOKENS:5|DEX:45|TYPE:DEX_TRADER|HOURS:8,9,10,14,15|DAYS:1,2,3,4,5
+```
+
+## Risk Score
+
+The risk score (0-100) indicates potential suspicious activity based on:
+
+- **High Transaction Frequency**: >100 tx/day (+20 points), >50 tx/day (+10 points)
+- **Contract Creations**: >5 creations (+15 points)
+- **Gas Price Irregularities**: Very high (>10 Gwei) or very low (<1 Gwei) (+10 points)
+- **Irregular Activity Patterns**: Few active hours (<3) with many transactions (+15 points)
+- **Behavior Type**: BOT classification (+25 points), UNKNOWN with no transactions (+30 points)
+
+Risk levels:
+- **0-24**: Low risk (normal behavior)
+- **25-49**: Medium risk (some anomalies)
+- **50-74**: High risk (suspicious patterns)
+- **75-100**: Critical risk (highly suspicious)
+
+## Testing
+
+Run the test suite:
+
+```bash
+npm test
+```
+
+Run tests in watch mode:
+
+```bash
+npm run test:watch
+```
+
+All tests should pass. The test suite covers:
+- Provider initialization
+- Contract detection
+- Transaction fetching
+- Behavior metrics calculation
+- Behavior type classification
+- Risk score calculation
+- Signature and fingerprint generation
+- Error handling
+
+## Configuration
+
+### Environment Variables
+
+The `.env` file (created by `setup.sh`) contains:
+
+```env
+BSC_RPC_URL=https://bsc-dataseed1.binance.org/
+```
+
+You can customize the RPC endpoint if needed. Alternative BSC RPC endpoints:
+- `https://bsc-dataseed2.binance.org/`
+- `https://bsc-dataseed3.binance.org/`
+- `https://bsc-dataseed4.binance.org/`
+- Or use a custom RPC provider like Infura, Alchemy, etc.
+
+### Block Range
+
+The default block range is 10,000 blocks (approximately 3-4 days on BSC). You can adjust this:
+- **Smaller range** (1,000-5,000): Faster analysis, less historical data
+- **Larger range** (20,000-50,000): More comprehensive analysis, slower processing
+
+## Limitations
+
+- Analysis is based on recent blocks only (not full historical data)
+- Transaction fetching may be rate-limited by RPC provider
+- Token transfer detection relies on Transfer event logs
+- Requires active RPC connection to BSC network
+- Large block ranges may take significant time to process
+
+## Use Cases
+
+- **Security Analysis**: Identify potentially suspicious addresses
+- **Bot Detection**: Detect automated trading bots
+- **Address Clustering**: Group addresses with similar behavioral patterns
+- **Risk Assessment**: Evaluate addresses before interactions
+- **Research**: Study on-chain behavior patterns
+- **Compliance**: Monitor transaction patterns for regulatory purposes
+
+## Development
+
+### Build
+
+```bash
+npm run build
+```
+
+### Development Mode
+
+```bash
+npm run dev
+```
+
+## License
+
+MIT
+
+## Contributing
+
+This is a BNBChain Cookbook example project. Feel free to use it as a reference for building similar tools.
+
+## Support
+
+For issues related to:
+- **BNBChain/BSC**: [BNBChain Documentation](https://docs.bnbchain.org/)
+- **ethers.js**: [ethers.js Documentation](https://docs.ethers.org/)
+
+---
+
+**Note**: This tool connects to public BSC RPC endpoints. For production use, consider using a dedicated RPC provider for better reliability and rate limits. The fingerprint is deterministic - the same address with the same transaction history will always generate the same fingerprint.
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/app.test.ts b/typescript/on-chain-behaviour-fingerprint-generator/app.test.ts
new file mode 100644
index 0000000..8623ca7
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/app.test.ts
@@ -0,0 +1,522 @@
+import {
+ getBSCProvider,
+ isContract,
+ fetchTransactions,
+ calculateBehaviorMetrics,
+ classifyBehaviorType,
+ calculateRiskScore,
+ generateSignature,
+ generateFingerprint,
+ generateBehaviorFingerprint,
+} from './app';
+import { ethers } from 'ethers';
+
+// Mock crypto
+jest.mock('crypto');
+
+describe('On-Chain Behavior Fingerprint Generator', () => {
+ const mockProvider = {
+ getCode: jest.fn(),
+ getBlockNumber: jest.fn(),
+ getBlock: jest.fn(),
+ getTransaction: jest.fn(),
+ getTransactionReceipt: jest.fn(),
+ getLogs: jest.fn(),
+ };
+
+ const mockBlock = {
+ number: 1000,
+ timestamp: 1234567890,
+ transactions: [],
+ miner: '0x0000000000000000000000000000000000000000',
+ };
+
+ const mockTransaction = {
+ hash: '0x123',
+ from: '0xabcdefabcdefabcdefabcdefabcdefabcdefabcd',
+ to: '0x1234567890123456789012345678901234567890',
+ value: ethers.parseEther('1'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ };
+
+ beforeEach(() => {
+ jest.clearAllMocks();
+ jest.spyOn(ethers, 'JsonRpcProvider').mockImplementation(() => mockProvider as any);
+ jest.spyOn(ethers, 'getAddress').mockImplementation((addr) => {
+ if (!addr) return addr;
+ return addr.toLowerCase();
+ });
+ jest.spyOn(ethers, 'zeroPadValue').mockImplementation((addr: any, len: number) => {
+ const addrStr = typeof addr === 'string' ? addr : '0x' + Buffer.from(addr).toString('hex');
+ return '0x' + addrStr.slice(2).padStart(len * 2 - 2, '0');
+ });
+ });
+
+ describe('getBSCProvider', () => {
+ it('should create a BSC provider with default RPC URL', () => {
+ delete process.env.BSC_RPC_URL;
+ getBSCProvider();
+ expect(ethers.JsonRpcProvider).toHaveBeenCalledWith('https://bsc-dataseed1.binance.org/');
+ });
+
+ it('should create a BSC provider with custom RPC URL from env', () => {
+ process.env.BSC_RPC_URL = 'https://custom-rpc.com';
+ getBSCProvider();
+ expect(ethers.JsonRpcProvider).toHaveBeenCalledWith('https://custom-rpc.com');
+ });
+ });
+
+ describe('isContract', () => {
+ it('should return true for contract address', async () => {
+ mockProvider.getCode.mockResolvedValue('0x608060405234801561001057600080fd5b50');
+ const result = await isContract('0x123', mockProvider as any);
+ expect(result).toBe(true);
+ expect(mockProvider.getCode).toHaveBeenCalledWith('0x123');
+ });
+
+ it('should return false for EOA address', async () => {
+ mockProvider.getCode.mockResolvedValue('0x');
+ const result = await isContract('0x123', mockProvider as any);
+ expect(result).toBe(false);
+ });
+
+ it('should return false on error', async () => {
+ mockProvider.getCode.mockRejectedValue(new Error('Network error'));
+ const result = await isContract('0x123', mockProvider as any);
+ expect(result).toBe(false);
+ });
+ });
+
+ describe('fetchTransactions', () => {
+ it('should fetch transactions for an address', async () => {
+ mockProvider.getBlockNumber.mockResolvedValue(1000);
+ mockProvider.getBlock.mockResolvedValue({
+ ...mockBlock,
+ transactions: [mockTransaction],
+ });
+ mockProvider.getTransactionReceipt.mockResolvedValue({
+ gasUsed: ethers.parseUnits('21000', 'wei'),
+ });
+
+ const result = await fetchTransactions('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd', mockProvider as any, 100);
+
+ expect(result.length).toBeGreaterThan(0);
+ expect(result[0].from).toBe('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd');
+ });
+
+ it('should handle empty transaction list', async () => {
+ mockProvider.getBlockNumber.mockResolvedValue(1000);
+ mockProvider.getBlock.mockResolvedValue({
+ ...mockBlock,
+ transactions: [],
+ });
+ mockProvider.getLogs.mockResolvedValue([]);
+
+ const result = await fetchTransactions('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd', mockProvider as any, 100);
+
+ expect(Array.isArray(result)).toBe(true);
+ });
+
+ it('should handle errors gracefully', async () => {
+ mockProvider.getBlockNumber.mockResolvedValue(1000);
+ mockProvider.getBlock.mockRejectedValue(new Error('Network error'));
+
+ const result = await fetchTransactions('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd', mockProvider as any, 100);
+
+ expect(Array.isArray(result)).toBe(true);
+ });
+ });
+
+ describe('calculateBehaviorMetrics', () => {
+ it('should calculate metrics from transactions', () => {
+ const transactions = [
+ {
+ hash: '0x1',
+ timestamp: 1234567890,
+ from: '0xabc',
+ to: '0xdef',
+ value: ethers.parseEther('1'),
+ gasUsed: ethers.parseUnits('21000', 'wei'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ isContractCreation: false,
+ isTokenTransfer: false,
+ },
+ {
+ hash: '0x2',
+ timestamp: 1234567890 + 86400, // 1 day later
+ from: '0xabc',
+ to: '0x11111112542D85B3EF69AE05771c2dCCff4fAa26', // DEX router
+ value: ethers.parseEther('0.5'),
+ gasUsed: ethers.parseUnits('150000', 'wei'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ isContractCreation: false,
+ isTokenTransfer: false,
+ },
+ ];
+
+ const metrics = calculateBehaviorMetrics(transactions, '0xabc');
+
+ expect(metrics.totalTransactions).toBe(2);
+ expect(metrics.uniqueContracts.size).toBe(2);
+ expect(metrics.dexInteractions).toBe(1);
+ expect(metrics.transactionFrequency).toBeGreaterThan(0);
+ });
+
+ it('should handle empty transaction list', () => {
+ const metrics = calculateBehaviorMetrics([], '0xabc');
+
+ expect(metrics.totalTransactions).toBe(0);
+ expect(metrics.uniqueContracts.size).toBe(0);
+ expect(metrics.transactionFrequency).toBe(0);
+ });
+
+ it('should identify token transfers', () => {
+ const transactions = [
+ {
+ hash: '0x1',
+ timestamp: 1234567890,
+ from: '0xabc',
+ to: '0xdef',
+ value: 0n,
+ gasUsed: ethers.parseUnits('65000', 'wei'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ isContractCreation: false,
+ isTokenTransfer: true,
+ tokenAddress: '0xtoken',
+ },
+ ];
+
+ const metrics = calculateBehaviorMetrics(transactions, '0xabc');
+
+ expect(metrics.tokenTransfers).toBe(1);
+ expect(metrics.uniqueTokens.size).toBe(1);
+ });
+
+ it('should identify contract creations', () => {
+ const transactions = [
+ {
+ hash: '0x1',
+ timestamp: 1234567890,
+ from: '0xabc',
+ to: '',
+ value: ethers.parseEther('0.1'),
+ gasUsed: ethers.parseUnits('2000000', 'wei'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ isContractCreation: true,
+ isTokenTransfer: false,
+ },
+ ];
+
+ const metrics = calculateBehaviorMetrics(transactions, '0xabc');
+
+ expect(metrics.contractCreations).toBe(1);
+ });
+
+ it('should calculate active hours and days', () => {
+ const baseTimestamp = 1234567890;
+ const transactions = [
+ {
+ hash: '0x1',
+ timestamp: baseTimestamp,
+ from: '0xabc',
+ to: '0xdef',
+ value: 0n,
+ gasUsed: ethers.parseUnits('21000', 'wei'),
+ gasPrice: ethers.parseUnits('5', 'gwei'),
+ isContractCreation: false,
+ isTokenTransfer: false,
+ },
+ ];
+
+ const metrics = calculateBehaviorMetrics(transactions, '0xabc');
+
+ expect(metrics.activeHours.size).toBeGreaterThan(0);
+ expect(metrics.activeDays.size).toBeGreaterThan(0);
+ });
+ });
+
+ describe('classifyBehaviorType', () => {
+ it('should classify as BOT for high frequency, low value', () => {
+ const metrics = {
+ totalTransactions: 100,
+ uniqueContracts: new Set(['0x1', '0x2']),
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('0.1'),
+ averageGasUsed: ethers.parseUnits('21000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 60,
+ activeHours: new Set([10, 11, 12]),
+ activeDays: new Set([1, 2, 3]),
+ dexInteractions: 5,
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('0.0009'),
+ timeSpan: 1,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('BOT');
+ });
+
+ it('should classify as DEX_TRADER for high DEX interactions', () => {
+ const metrics = {
+ totalTransactions: 100,
+ uniqueContracts: new Set(['0x1', '0x2']),
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('10'),
+ averageGasUsed: ethers.parseUnits('150000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 10,
+ activeHours: new Set([10, 11, 12]),
+ activeDays: new Set([1, 2, 3]),
+ dexInteractions: 40, // 40% of transactions
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('0.1'),
+ timeSpan: 10,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('DEX_TRADER');
+ });
+
+ it('should classify as WHALE for high value transactions', () => {
+ const metrics = {
+ totalTransactions: 10,
+ uniqueContracts: new Set(['0x1']),
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('2000'),
+ averageGasUsed: ethers.parseUnits('21000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 1,
+ activeHours: new Set([10]),
+ activeDays: new Set([1]),
+ dexInteractions: 0,
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('200'),
+ timeSpan: 10,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('WHALE');
+ });
+
+ it('should classify as CONTRACT_INTERACTOR for many contracts', () => {
+ const contracts = new Set();
+ for (let i = 0; i < 25; i++) {
+ contracts.add(`0x${i.toString().padStart(40, '0')}`);
+ }
+
+ const metrics = {
+ totalTransactions: 50,
+ uniqueContracts: contracts,
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('10'),
+ averageGasUsed: ethers.parseUnits('100000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 5,
+ activeHours: new Set([10, 11]),
+ activeDays: new Set([1, 2]),
+ dexInteractions: 5,
+ contractCreations: 2,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('0.2'),
+ timeSpan: 10,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('CONTRACT_INTERACTOR');
+ });
+
+ it('should classify as NORMAL for typical behavior', () => {
+ const metrics = {
+ totalTransactions: 20,
+ uniqueContracts: new Set(['0x1', '0x2', '0x3']),
+ uniqueTokens: new Set(['0xtoken1']),
+ totalValueTransferred: ethers.parseEther('5'),
+ averageGasUsed: ethers.parseUnits('50000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 2,
+ activeHours: new Set([10, 14, 18]),
+ activeDays: new Set([1, 3, 5]),
+ dexInteractions: 2,
+ contractCreations: 0,
+ tokenTransfers: 5,
+ averageTransactionValue: ethers.parseEther('0.25'),
+ timeSpan: 10,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('NORMAL');
+ });
+
+ it('should classify as UNKNOWN for no transactions', () => {
+ const metrics = {
+ totalTransactions: 0,
+ uniqueContracts: new Set(),
+ uniqueTokens: new Set(),
+ totalValueTransferred: 0n,
+ averageGasUsed: 0n,
+ averageGasPrice: 0n,
+ transactionFrequency: 0,
+ activeHours: new Set(),
+ activeDays: new Set(),
+ dexInteractions: 0,
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: 0n,
+ timeSpan: 0,
+ };
+
+ const type = classifyBehaviorType(metrics);
+ expect(type).toBe('UNKNOWN');
+ });
+ });
+
+ describe('calculateRiskScore', () => {
+ it('should calculate low risk score for normal behavior', () => {
+ const metrics = {
+ totalTransactions: 10,
+ uniqueContracts: new Set(['0x1']),
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('1'),
+ averageGasUsed: ethers.parseUnits('50000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 1,
+ activeHours: new Set([10, 11, 12, 13, 14]),
+ activeDays: new Set([1, 2, 3, 4, 5]),
+ dexInteractions: 0,
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('0.1'),
+ timeSpan: 10,
+ };
+
+ const score = calculateRiskScore(metrics, 'NORMAL');
+ expect(score).toBeLessThan(30);
+ });
+
+ it('should calculate high risk score for bot behavior', () => {
+ const metrics = {
+ totalTransactions: 200,
+ uniqueContracts: new Set(['0x1']),
+ uniqueTokens: new Set(),
+ totalValueTransferred: ethers.parseEther('0.1'),
+ averageGasUsed: ethers.parseUnits('21000', 'wei'),
+ averageGasPrice: ethers.parseUnits('1', 'gwei'),
+ transactionFrequency: 150,
+ activeHours: new Set([10]),
+ activeDays: new Set([1]),
+ dexInteractions: 0,
+ contractCreations: 10,
+ tokenTransfers: 0,
+ averageTransactionValue: ethers.parseEther('0.0005'),
+ timeSpan: 1,
+ };
+
+ const score = calculateRiskScore(metrics, 'BOT');
+ expect(score).toBeGreaterThan(50);
+ });
+
+ it('should cap risk score at 100', () => {
+ const metrics = {
+ totalTransactions: 1000,
+ uniqueContracts: new Set(),
+ uniqueTokens: new Set(),
+ totalValueTransferred: 0n,
+ averageGasUsed: 0n,
+ averageGasPrice: ethers.parseUnits('20', 'gwei'),
+ transactionFrequency: 200,
+ activeHours: new Set([10]),
+ activeDays: new Set([1]),
+ dexInteractions: 0,
+ contractCreations: 20,
+ tokenTransfers: 0,
+ averageTransactionValue: 0n,
+ timeSpan: 1,
+ };
+
+ const score = calculateRiskScore(metrics, 'BOT');
+ expect(score).toBeLessThanOrEqual(100);
+ });
+ });
+
+ describe('generateSignature', () => {
+ it('should generate signature string from metrics', () => {
+ const metrics = {
+ totalTransactions: 10,
+ uniqueContracts: new Set(['0x1', '0x2']),
+ uniqueTokens: new Set(['0xtoken1']),
+ totalValueTransferred: ethers.parseEther('1'),
+ averageGasUsed: ethers.parseUnits('50000', 'wei'),
+ averageGasPrice: ethers.parseUnits('5', 'gwei'),
+ transactionFrequency: 2.5,
+ activeHours: new Set([10, 14]),
+ activeDays: new Set([1, 3]),
+ dexInteractions: 2,
+ contractCreations: 0,
+ tokenTransfers: 5,
+ averageTransactionValue: ethers.parseEther('0.1'),
+ timeSpan: 5,
+ };
+
+ const signature = generateSignature(metrics, 'NORMAL');
+ expect(signature).toContain('TX:10');
+ expect(signature).toContain('FREQ:2.50');
+ expect(signature).toContain('CONTRACTS:2');
+ expect(signature).toContain('TOKENS:1');
+ expect(signature).toContain('DEX:2');
+ expect(signature).toContain('TYPE:NORMAL');
+ });
+ });
+
+ describe('generateFingerprint', () => {
+ it('should generate SHA-256 hash from signature', () => {
+ const { createHash } = require('crypto');
+ const mockHash = {
+ update: jest.fn().mockReturnThis(),
+ digest: jest.fn().mockReturnValue('abc123def456'),
+ };
+ createHash.mockReturnValue(mockHash);
+
+ const signature = 'TX:10|FREQ:2.5|TYPE:NORMAL';
+ const fingerprint = generateFingerprint(signature);
+
+ expect(createHash).toHaveBeenCalledWith('sha256');
+ expect(mockHash.update).toHaveBeenCalledWith(signature);
+ expect(mockHash.digest).toHaveBeenCalledWith('hex');
+ expect(fingerprint).toBe('abc123def456');
+ });
+ });
+
+ describe('generateBehaviorFingerprint', () => {
+ it('should generate complete fingerprint', async () => {
+ const { createHash } = require('crypto');
+ const mockHash = {
+ update: jest.fn().mockReturnThis(),
+ digest: jest.fn().mockReturnValue('testfingerprint123'),
+ };
+ createHash.mockReturnValue(mockHash);
+
+ mockProvider.getBlockNumber.mockResolvedValue(1000);
+ mockProvider.getBlock.mockResolvedValue({
+ ...mockBlock,
+ transactions: [],
+ });
+ mockProvider.getLogs.mockResolvedValue([]);
+
+ const result = await generateBehaviorFingerprint('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd', 100);
+
+ expect(result.address).toBe('0xabcdefabcdefabcdefabcdefabcdefabcdefabcd');
+ expect(result.fingerprint).toBe('testfingerprint123');
+ expect(result.metrics).toBeDefined();
+ expect(result.behaviorType).toBeDefined();
+ expect(result.riskScore).toBeGreaterThanOrEqual(0);
+ expect(result.riskScore).toBeLessThanOrEqual(100);
+ });
+ });
+});
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/app.ts b/typescript/on-chain-behaviour-fingerprint-generator/app.ts
new file mode 100644
index 0000000..afe0bbe
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/app.ts
@@ -0,0 +1,455 @@
+import { ethers } from 'ethers';
+import * as dotenv from 'dotenv';
+import { createHash } from 'crypto';
+import { startServer } from './server';
+
+dotenv.config();
+
+// Common DEX router addresses on BSC
+const COMMON_DEX_ROUTERS = [
+ '0x10ED43C718714eb63d5aA57B78B54704E256024E', // PancakeSwap Router V2
+ '0x13f4EA83D0bd40E75C8222255bc855a974568Dd4', // PancakeSwap Router V3
+ '0x11111112542D85B3EF69AE05771c2dCCff4fAa26', // 1inch Router
+ '0x05fF2B0DB69458A0750badebc4f9e13AdD608C7F', // PancakeSwap Router V1
+];
+
+// ERC-20 Transfer event signature
+const TRANSFER_EVENT_TOPIC = '0xddf252ad1be2c89b69c2b068fc378daa952ba7f163c4a11628f55a4df523b3ef';
+
+export interface TransactionPattern {
+ hash: string;
+ timestamp: number;
+ from: string;
+ to: string;
+ value: bigint;
+ gasUsed: bigint;
+ gasPrice: bigint;
+ isContractCreation: boolean;
+ isTokenTransfer: boolean;
+ tokenAddress?: string;
+}
+
+export interface BehaviorMetrics {
+ totalTransactions: number;
+ uniqueContracts: Set;
+ uniqueTokens: Set;
+ totalValueTransferred: bigint;
+ averageGasUsed: bigint;
+ averageGasPrice: bigint;
+ transactionFrequency: number; // transactions per day
+ activeHours: Set; // UTC hours when transactions occur
+ activeDays: Set; // Day of week (0-6, Sunday-Saturday)
+ dexInteractions: number;
+ contractCreations: number;
+ tokenTransfers: number;
+ averageTransactionValue: bigint;
+ timeSpan: number; // days
+}
+
+export interface BehaviorFingerprint {
+ address: string;
+ metrics: BehaviorMetrics;
+ fingerprint: string; // SHA-256 hash of behavioral signature
+ signature: string; // Human-readable signature
+ riskScore: number; // 0-100, higher = more suspicious
+ behaviorType: 'NORMAL' | 'BOT' | 'DEX_TRADER' | 'WHALE' | 'CONTRACT_INTERACTOR' | 'UNKNOWN';
+}
+
+/**
+ * Get provider for BSC network
+ */
+export function getBSCProvider(): ethers.Provider {
+ const rpcUrl = process.env.BSC_RPC_URL || 'https://bsc-dataseed1.binance.org/';
+ return new ethers.JsonRpcProvider(rpcUrl);
+}
+
+/**
+ * Check if an address is a contract
+ */
+export async function isContract(address: string, provider: ethers.Provider): Promise {
+ try {
+ const code = await provider.getCode(address);
+ return code !== '0x' && code !== '';
+ } catch (error) {
+ return false;
+ }
+}
+
+/**
+ * Fetch transactions for an address
+ */
+export async function fetchTransactions(
+ address: string,
+ provider: ethers.Provider,
+ blockRange: number = 10000
+): Promise {
+ const normalizedAddress = ethers.getAddress(address);
+ const latestBlock = await provider.getBlockNumber();
+ const startBlock = Math.max(0, latestBlock - blockRange);
+
+ const transactions: TransactionPattern[] = [];
+ const processedHashes = new Set();
+
+ // Fetch sent transactions
+ for (let i = latestBlock; i >= startBlock; i -= 1000) {
+ try {
+ const block = await provider.getBlock(i, true);
+ if (!block || !block.transactions) continue;
+
+ for (const tx of block.transactions) {
+ if (typeof tx === 'string') continue;
+
+ // TypeScript type narrowing: after the string check, tx is TransactionResponse
+ const txResponse = tx as ethers.TransactionResponse;
+ const txHash = txResponse.hash;
+ if (processedHashes.has(txHash)) continue;
+
+ if (txResponse.from?.toLowerCase() === normalizedAddress.toLowerCase()) {
+ const receipt = await provider.getTransactionReceipt(txHash).catch(() => null);
+
+ transactions.push({
+ hash: txHash,
+ timestamp: block.timestamp,
+ from: txResponse.from,
+ to: txResponse.to || '',
+ value: txResponse.value || 0n,
+ gasUsed: receipt?.gasUsed || 0n,
+ gasPrice: txResponse.gasPrice || 0n,
+ isContractCreation: !txResponse.to,
+ isTokenTransfer: false,
+ });
+
+ processedHashes.add(txHash);
+ }
+ }
+ } catch (error) {
+ // Continue on error
+ continue;
+ }
+ }
+
+ // Fetch token transfer events
+ try {
+ // Pad address to 32 bytes for topic filter
+ const addressTopic = ethers.zeroPadValue(normalizedAddress, 32);
+ const transferFilter = {
+ fromBlock: startBlock,
+ toBlock: latestBlock,
+ topics: [
+ TRANSFER_EVENT_TOPIC,
+ addressTopic, // from address
+ ],
+ };
+
+ const logs = await provider.getLogs(transferFilter).catch(() => []);
+
+ for (const log of logs) {
+ if (processedHashes.has(log.transactionHash)) continue;
+
+ try {
+ const tx = await provider.getTransaction(log.transactionHash);
+ const receipt = await provider.getTransactionReceipt(log.transactionHash);
+ if (!receipt) continue;
+
+ const block = await provider.getBlock(receipt.blockNumber);
+
+ transactions.push({
+ hash: log.transactionHash,
+ timestamp: block?.timestamp || 0,
+ from: normalizedAddress,
+ to: ethers.getAddress('0x' + log.topics[2].slice(26)),
+ value: 0n,
+ gasUsed: receipt?.gasUsed || 0n,
+ gasPrice: tx?.gasPrice || 0n,
+ isContractCreation: false,
+ isTokenTransfer: true,
+ tokenAddress: log.address,
+ });
+
+ processedHashes.add(log.transactionHash);
+ } catch (error) {
+ continue;
+ }
+ }
+ } catch (error) {
+ // Continue if event fetching fails
+ }
+
+ // Sort by timestamp (newest first)
+ return transactions.sort((a, b) => b.timestamp - a.timestamp);
+}
+
+/**
+ * Calculate behavior metrics from transactions
+ */
+export function calculateBehaviorMetrics(
+ transactions: TransactionPattern[],
+ address: string
+): BehaviorMetrics {
+ if (transactions.length === 0) {
+ return {
+ totalTransactions: 0,
+ uniqueContracts: new Set(),
+ uniqueTokens: new Set(),
+ totalValueTransferred: 0n,
+ averageGasUsed: 0n,
+ averageGasPrice: 0n,
+ transactionFrequency: 0,
+ activeHours: new Set(),
+ activeDays: new Set(),
+ dexInteractions: 0,
+ contractCreations: 0,
+ tokenTransfers: 0,
+ averageTransactionValue: 0n,
+ timeSpan: 0,
+ };
+ }
+
+ const uniqueContracts = new Set();
+ const uniqueTokens = new Set();
+ let totalValue = 0n;
+ let totalGasUsed = 0n;
+ let totalGasPrice = 0n;
+ const activeHours = new Set();
+ const activeDays = new Set();
+ let dexInteractions = 0;
+ let contractCreations = 0;
+ let tokenTransfers = 0;
+
+ const timestamps = transactions.map(tx => tx.timestamp);
+ const minTimestamp = Math.min(...timestamps);
+ const maxTimestamp = Math.max(...timestamps);
+ const timeSpan = (maxTimestamp - minTimestamp) / (24 * 60 * 60); // days
+
+ for (const tx of transactions) {
+ if (tx.to) {
+ uniqueContracts.add(tx.to.toLowerCase());
+
+ // Check if it's a DEX router
+ if (COMMON_DEX_ROUTERS.some(router => router.toLowerCase() === tx.to.toLowerCase())) {
+ dexInteractions++;
+ }
+ }
+
+ if (tx.isTokenTransfer && tx.tokenAddress) {
+ uniqueTokens.add(tx.tokenAddress.toLowerCase());
+ tokenTransfers++;
+ }
+
+ if (tx.isContractCreation) {
+ contractCreations++;
+ }
+
+ totalValue += tx.value;
+ totalGasUsed += tx.gasUsed;
+ totalGasPrice += tx.gasPrice;
+
+ // Extract hour and day from timestamp
+ const date = new Date(tx.timestamp * 1000);
+ activeHours.add(date.getUTCHours());
+ activeDays.add(date.getUTCDay());
+ }
+
+ const avgGasUsed = transactions.length > 0 ? totalGasUsed / BigInt(transactions.length) : 0n;
+ const avgGasPrice = transactions.length > 0 ? totalGasPrice / BigInt(transactions.length) : 0n;
+ const avgTxValue = transactions.length > 0 ? totalValue / BigInt(transactions.length) : 0n;
+ const frequency = timeSpan > 0 ? transactions.length / timeSpan : 0;
+
+ return {
+ totalTransactions: transactions.length,
+ uniqueContracts,
+ uniqueTokens,
+ totalValueTransferred: totalValue,
+ averageGasUsed: avgGasUsed,
+ averageGasPrice: avgGasPrice,
+ transactionFrequency: frequency,
+ activeHours,
+ activeDays,
+ dexInteractions,
+ contractCreations,
+ tokenTransfers,
+ averageTransactionValue: avgTxValue,
+ timeSpan: timeSpan || 1,
+ };
+}
+
+/**
+ * Classify behavior type based on metrics
+ */
+export function classifyBehaviorType(metrics: BehaviorMetrics): BehaviorFingerprint['behaviorType'] {
+ // If no transactions, return UNKNOWN
+ if (metrics.totalTransactions === 0) {
+ return 'UNKNOWN';
+ }
+
+ // High frequency, low value = likely bot
+ // Adjusted threshold: frequency > 30 (instead of 50) and value < 0.001 BNB (1e15 wei)
+ if (metrics.transactionFrequency > 30 && Number(metrics.averageTransactionValue) < 1e15) {
+ return 'BOT';
+ }
+
+ // High DEX interactions = DEX trader
+ // Lower threshold: > 20% of transactions (instead of 30%)
+ if (metrics.totalTransactions > 0 && metrics.dexInteractions > metrics.totalTransactions * 0.2) {
+ return 'DEX_TRADER';
+ }
+
+ // High value transfers = whale
+ // Lower threshold: > 50 BNB average (1e19 wei instead of 1e20)
+ if (Number(metrics.averageTransactionValue) > 1e19) {
+ return 'WHALE';
+ }
+
+ // Many contract interactions = contract interactor
+ // Lower threshold: > 10 unique contracts (instead of 20)
+ if (metrics.uniqueContracts.size > 10 && metrics.contractCreations > 0) {
+ return 'CONTRACT_INTERACTOR';
+ }
+
+ // If has token transfers but not enough for other categories
+ if (metrics.tokenTransfers > metrics.totalTransactions * 0.5) {
+ return 'NORMAL';
+ }
+
+ // Default to normal for any address with transactions
+ return 'NORMAL';
+}
+
+/**
+ * Calculate risk score (0-100)
+ */
+export function calculateRiskScore(metrics: BehaviorMetrics, behaviorType: BehaviorFingerprint['behaviorType']): number {
+ let score = 0;
+
+ // High transaction frequency can indicate bot activity
+ if (metrics.transactionFrequency > 100) score += 20;
+ else if (metrics.transactionFrequency > 50) score += 10;
+
+ // Many contract creations might indicate suspicious activity
+ if (metrics.contractCreations > 5) score += 15;
+
+ // Very high or very low gas prices might indicate automation
+ const avgGasPriceGwei = Number(metrics.averageGasPrice) / 1e9;
+ if (avgGasPriceGwei > 10 || avgGasPriceGwei < 1) score += 10;
+
+ // Irregular activity patterns
+ if (metrics.activeHours.size < 3 && metrics.totalTransactions > 10) score += 15;
+
+ // Behavior type adjustments
+ if (behaviorType === 'BOT') score += 25;
+ if (behaviorType === 'UNKNOWN' && metrics.totalTransactions === 0) score += 30;
+
+ return Math.min(100, score);
+}
+
+/**
+ * Generate behavioral signature string
+ */
+export function generateSignature(metrics: BehaviorMetrics, behaviorType: BehaviorFingerprint['behaviorType']): string {
+ const parts = [
+ `TX:${metrics.totalTransactions}`,
+ `FREQ:${metrics.transactionFrequency.toFixed(2)}`,
+ `CONTRACTS:${metrics.uniqueContracts.size}`,
+ `TOKENS:${metrics.uniqueTokens.size}`,
+ `DEX:${metrics.dexInteractions}`,
+ `TYPE:${behaviorType}`,
+ `HOURS:${Array.from(metrics.activeHours).sort().join(',')}`,
+ `DAYS:${Array.from(metrics.activeDays).sort().join(',')}`,
+ ];
+ return parts.join('|');
+}
+
+/**
+ * Generate fingerprint hash from signature
+ */
+export function generateFingerprint(signature: string): string {
+ return createHash('sha256').update(signature).digest('hex');
+}
+
+/**
+ * Generate complete behavior fingerprint for an address
+ */
+export async function generateBehaviorFingerprint(
+ address: string,
+ blockRange: number = 10000
+): Promise {
+ const provider = getBSCProvider();
+ const normalizedAddress = ethers.getAddress(address);
+
+ // Fetch transactions
+ const transactions = await fetchTransactions(normalizedAddress, provider, blockRange);
+
+ // Calculate metrics
+ const metrics = calculateBehaviorMetrics(transactions, normalizedAddress);
+
+ // Classify behavior
+ const behaviorType = classifyBehaviorType(metrics);
+
+ // Calculate risk score
+ const riskScore = calculateRiskScore(metrics, behaviorType);
+
+ // Generate signature and fingerprint
+ const signature = generateSignature(metrics, behaviorType);
+ const fingerprint = generateFingerprint(signature);
+
+ return {
+ address: normalizedAddress,
+ metrics,
+ fingerprint,
+ signature,
+ riskScore,
+ behaviorType,
+ };
+}
+
+/**
+ * Main function for CLI usage
+ */
+export async function main() {
+ const address = process.env.ADDRESS || process.argv[2];
+ const blockRange = parseInt(process.env.BLOCK_RANGE || process.argv[3] || '10000', 10);
+
+ if (!address) {
+ console.error('Usage: npm run cli [address] [block-range]');
+ console.error('Or set ADDRESS and optionally BLOCK_RANGE in .env file');
+ console.error('Note: Use "npm start" to launch the web UI');
+ process.exit(1);
+ }
+
+ console.log(`Generating behavior fingerprint for: ${address}`);
+ console.log(`Analyzing last ${blockRange} blocks...\n`);
+
+ try {
+ const result = await generateBehaviorFingerprint(address, blockRange);
+
+ console.log('Behavior Fingerprint:');
+ console.log('='.repeat(60));
+ console.log(`Address: ${result.address}`);
+ console.log(`Fingerprint: ${result.fingerprint}`);
+ console.log(`Behavior Type: ${result.behaviorType}`);
+ console.log(`Risk Score: ${result.riskScore}/100`);
+ console.log(`\nMetrics:`);
+ console.log(` Total Transactions: ${result.metrics.totalTransactions}`);
+ console.log(` Transaction Frequency: ${result.metrics.transactionFrequency.toFixed(2)} tx/day`);
+ console.log(` Unique Contracts: ${result.metrics.uniqueContracts.size}`);
+ console.log(` Unique Tokens: ${result.metrics.uniqueTokens.size}`);
+ console.log(` DEX Interactions: ${result.metrics.dexInteractions}`);
+ console.log(` Token Transfers: ${result.metrics.tokenTransfers}`);
+ console.log(` Contract Creations: ${result.metrics.contractCreations}`);
+ console.log(` Time Span: ${result.metrics.timeSpan.toFixed(2)} days`);
+ console.log(` Active Hours: ${Array.from(result.metrics.activeHours).sort().join(', ')}`);
+ console.log(` Active Days: ${Array.from(result.metrics.activeDays).sort().join(', ')}`);
+ console.log(`\nSignature: ${result.signature}`);
+ } catch (error) {
+ console.error('Error:', error instanceof Error ? error.message : error);
+ process.exit(1);
+ }
+}
+
+// Run if executed directly
+if (require.main === module) {
+ // Always start the UI server when running npm start
+ const port = parseInt(process.env.PORT || '3000');
+ startServer(port);
+}
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/env.template b/typescript/on-chain-behaviour-fingerprint-generator/env.template
new file mode 100644
index 0000000..87c43d5
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/env.template
@@ -0,0 +1,11 @@
+# BSC RPC Endpoint
+BSC_RPC_URL=https://bsc-dataseed1.binance.org/
+
+# Address to analyze (optional - can also be passed as argument)
+ADDRESS=
+
+# Block range to analyze (default: 10000)
+BLOCK_RANGE=10000
+
+# Server port (default: 3001)
+PORT=3001
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/index.html b/typescript/on-chain-behaviour-fingerprint-generator/index.html
new file mode 100644
index 0000000..edbc66f
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/index.html
@@ -0,0 +1,753 @@
+
+
+
+
+
+ On-Chain Behavior Fingerprint Generator - BNBChain Cookbook
+
+
+
+
+
+
๐ On-Chain Behavior Fingerprint
+
+
What is this?
+
+ This tool analyzes on-chain transaction patterns of addresses on BNB Smart Chain (BSC)
+ to generate a unique behavioral fingerprint. The fingerprint captures transaction patterns,
+ timing, and interaction types to create a unique signature for each address.
+
+
+
Why is this useful?
+
+ Behavioral fingerprints can help identify:
+
+
+ Bot Activity : Automated trading bots often have distinct patterns
+ DEX Traders : Frequent DEX interactions indicate active traders
+ Whales : Large value transfers identify high-value addresses
+ Contract Interactors : Addresses that frequently interact with smart contracts
+ Risk Assessment : Unusual patterns may indicate suspicious activity
+
+
+
Behavior Types
+
+
+ NORMAL
+ Standard user behavior with typical transaction patterns
+
+
+ DEX_TRADER
+ High frequency of DEX router interactions
+
+
+ WHALE
+ Large value transactions indicating high-net-worth addresses
+
+
+ BOT
+ High transaction frequency with low values, indicating automation
+
+
+ CONTRACT_INTERACTOR
+ Frequent interactions with various smart contracts
+
+
+ UNKNOWN
+ Insufficient data to classify behavior
+
+
+
+
How it works
+
+ Enter a BSC address to analyze
+ Optionally specify block range (default: 10,000 blocks)
+ Click "Generate Fingerprint" to analyze transactions
+ Review the unique fingerprint, behavior type, and metrics
+
+
+
Fingerprint Components
+
+ The fingerprint is a SHA-256 hash generated from:
+
+
+ Transaction count and frequency
+ Number of unique contracts and tokens
+ DEX interaction patterns
+ Active hours and days of activity
+ Behavior classification
+
+
+
Risk Score
+
+ The risk score (0-100) indicates potential suspicious activity based on:
+
+
+ Transaction frequency anomalies
+ Contract creation patterns
+ Gas price irregularities
+ Activity timing patterns
+
+
+
+
+
Generate Behavior Fingerprint
+
+
+ BSC Address
+
+
+
+
+
+
+ Block Range (optional, default: 10000)
+
+
+
+
Generate Fingerprint
+
Clear Results
+
+
+
+
Analyzing on-chain behavior...
+
This may take a moment depending on transaction history
+
+
+
+
+
+
+
+
+
+
+
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/jest.config.js b/typescript/on-chain-behaviour-fingerprint-generator/jest.config.js
new file mode 100644
index 0000000..37dae21
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/jest.config.js
@@ -0,0 +1,23 @@
+module.exports = {
+ preset: 'ts-jest',
+ testEnvironment: 'node',
+ roots: [''],
+ testMatch: ['**/*.test.ts'],
+ collectCoverageFrom: [
+ 'app.ts',
+ '!**/*.test.ts',
+ '!**/node_modules/**',
+ '!**/dist/**'
+ ],
+ coverageThreshold: {
+ global: {
+ branches: 80,
+ functions: 80,
+ lines: 80,
+ statements: 80
+ }
+ }
+};
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/package-lock.json b/typescript/on-chain-behaviour-fingerprint-generator/package-lock.json
new file mode 100644
index 0000000..d4e25d4
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/package-lock.json
@@ -0,0 +1,5066 @@
+{
+ "name": "on-chain-behaviour-fingerprint-generator",
+ "version": "1.0.0",
+ "lockfileVersion": 3,
+ "requires": true,
+ "packages": {
+ "": {
+ "name": "on-chain-behaviour-fingerprint-generator",
+ "version": "1.0.0",
+ "license": "MIT",
+ "dependencies": {
+ "dotenv": "^16.3.1",
+ "ethers": "^6.9.0",
+ "express": "^4.18.2"
+ },
+ "devDependencies": {
+ "@types/express": "^4.17.21",
+ "@types/jest": "^29.5.11",
+ "@types/node": "^20.10.6",
+ "jest": "^29.7.0",
+ "ts-jest": "^29.1.1",
+ "ts-node": "^10.9.2",
+ "typescript": "^5.3.3"
+ }
+ },
+ "node_modules/@adraffy/ens-normalize": {
+ "version": "1.10.1",
+ "resolved": "https://registry.npmjs.org/@adraffy/ens-normalize/-/ens-normalize-1.10.1.tgz",
+ "integrity": "sha512-96Z2IP3mYmF1Xg2cDm8f1gWGf/HUVedQ3FMifV4kG/PQ4yEP51xDtRAEfhVNt5f/uzpNkZHwWQuUcu6D6K+Ekw==",
+ "license": "MIT"
+ },
+ "node_modules/@babel/code-frame": {
+ "version": "7.28.6",
+ "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.28.6.tgz",
+ "integrity": "sha512-JYgintcMjRiCvS8mMECzaEn+m3PfoQiyqukOMCCVQtoJGYJw8j/8LBJEiqkHLkfwCcs74E3pbAUFNg7d9VNJ+Q==",
+ "dev": true,
+ "license": "MIT",
+ "dependencies": {
+ "@babel/helper-validator-identifier": "^7.28.5",
+ "js-tokens": "^4.0.0",
+ "picocolors": "^1.1.1"
+ },
+ "engines": {
+ "node": ">=6.9.0"
+ }
+ },
+ "node_modules/@babel/compat-data": {
+ "version": "7.28.6",
+ "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.28.6.tgz",
+ "integrity": "sha512-2lfu57JtzctfIrcGMz992hyLlByuzgIk58+hhGCxjKZ3rWI82NnVLjXcaTqkI2NvlcvOskZaiZ5kjUALo3Lpxg==",
+ "dev": true,
+ "license": "MIT",
+ "engines": {
+ "node": ">=6.9.0"
+ }
+ },
+ "node_modules/@babel/core": {
+ "version": "7.28.6",
+ "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.28.6.tgz",
+ "integrity": "sha512-H3mcG6ZDLTlYfaSNi0iOKkigqMFvkTKlGUYlD8GW7nNOYRrevuA46iTypPyv+06V3fEmvvazfntkBU34L0azAw==",
+ "dev": true,
+ "license": "MIT",
+ "peer": true,
+ "dependencies": {
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diff --git a/typescript/on-chain-behaviour-fingerprint-generator/package.json b/typescript/on-chain-behaviour-fingerprint-generator/package.json
new file mode 100644
index 0000000..a9772ba
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/package.json
@@ -0,0 +1,44 @@
+{
+ "name": "on-chain-behaviour-fingerprint-generator",
+ "version": "1.0.0",
+ "description": "BNBChain Cookbook: Generate unique behavioral fingerprints from on-chain transaction patterns on BSC",
+ "main": "dist/app.js",
+ "scripts": {
+ "build": "tsc",
+ "start": "node dist/app.js",
+ "cli": "node dist/app.js cli",
+ "start:ui": "node dist/server.js",
+ "test": "jest",
+ "test:watch": "jest --watch",
+ "dev": "ts-node app.ts",
+ "dev:ui": "ts-node server.ts"
+ },
+ "keywords": [
+ "bnbchain",
+ "bsc",
+ "ethereum",
+ "fingerprint",
+ "behavior",
+ "analytics",
+ "on-chain"
+ ],
+ "author": "",
+ "license": "MIT",
+ "dependencies": {
+ "ethers": "^6.9.0",
+ "dotenv": "^16.3.1",
+ "express": "^4.18.2"
+ },
+ "devDependencies": {
+ "@types/jest": "^29.5.11",
+ "@types/node": "^20.10.6",
+ "@types/express": "^4.17.21",
+ "jest": "^29.7.0",
+ "ts-jest": "^29.1.1",
+ "ts-node": "^10.9.2",
+ "typescript": "^5.3.3"
+ }
+}
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/server.ts b/typescript/on-chain-behaviour-fingerprint-generator/server.ts
new file mode 100644
index 0000000..f264d10
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/server.ts
@@ -0,0 +1,100 @@
+import express from 'express';
+import path from 'path';
+import * as net from 'net';
+import { generateBehaviorFingerprint } from './app';
+
+const app = express();
+const DESIRED_PORT = process.env.PORT ? parseInt(process.env.PORT) : 3000;
+
+// Export startServer function for use in app.ts
+export function startServer(desiredPort: number = 3000) {
+ return findAvailablePort(desiredPort)
+ .then((port) => {
+ app.listen(port, () => {
+ console.log(`Server running at http://localhost:${port}`);
+ console.log(`Open http://localhost:${port} in your browser to use the UI`);
+ if (port !== desiredPort) {
+ console.log(`Note: Port ${desiredPort} was in use, using port ${port} instead`);
+ }
+ });
+ })
+ .catch((err) => {
+ console.error('Failed to find available port:', err);
+ process.exit(1);
+ });
+}
+
+/**
+ * Find the next available port starting from the desired port
+ */
+function findAvailablePort(startPort: number): Promise {
+ return new Promise((resolve, reject) => {
+ const server = net.createServer();
+
+ server.listen(startPort, () => {
+ const port = (server.address() as net.AddressInfo).port;
+ server.close(() => resolve(port));
+ });
+
+ server.on('error', (err: NodeJS.ErrnoException) => {
+ if (err.code === 'EADDRINUSE') {
+ // Port is in use, try next port
+ findAvailablePort(startPort + 1).then(resolve).catch(reject);
+ } else {
+ reject(err);
+ }
+ });
+ });
+}
+
+// Middleware
+app.use(express.json());
+// Serve static files from the root directory (one level up from dist)
+app.use(express.static(path.join(__dirname, '..')));
+
+// Serve the HTML file
+app.get('/', (req, res) => {
+ res.sendFile(path.join(__dirname, '..', 'index.html'));
+});
+
+// API endpoint to generate fingerprint
+app.post('/api/fingerprint', async (req, res) => {
+ try {
+ const { address, blockRange = 10000 } = req.body;
+
+ if (!address) {
+ return res.status(400).json({ error: 'Address is required' });
+ }
+
+ const result = await generateBehaviorFingerprint(address, blockRange);
+
+ // Convert Sets to Arrays for JSON serialization
+ const response = {
+ ...result,
+ metrics: {
+ ...result.metrics,
+ uniqueContracts: Array.from(result.metrics.uniqueContracts),
+ uniqueTokens: Array.from(result.metrics.uniqueTokens),
+ activeHours: Array.from(result.metrics.activeHours),
+ activeDays: Array.from(result.metrics.activeDays),
+ // Convert BigInt to string for JSON
+ totalValueTransferred: result.metrics.totalValueTransferred.toString(),
+ averageGasUsed: result.metrics.averageGasUsed.toString(),
+ averageGasPrice: result.metrics.averageGasPrice.toString(),
+ averageTransactionValue: result.metrics.averageTransactionValue.toString(),
+ },
+ };
+
+ res.json(response);
+ } catch (error) {
+ console.error('Error generating fingerprint:', error);
+ res.status(500).json({
+ error: error instanceof Error ? error.message : 'Unknown error occurred'
+ });
+ }
+});
+
+// Auto-start server if this file is run directly
+if (require.main === module) {
+ startServer(DESIRED_PORT);
+}
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/setup.sh b/typescript/on-chain-behaviour-fingerprint-generator/setup.sh
new file mode 100644
index 0000000..1135582
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/setup.sh
@@ -0,0 +1,78 @@
+#!/bin/bash
+
+# BNBChain Cookbook - On-Chain Behavior Fingerprint Generator Setup Script
+# This script provides a hassle-free setup for evaluators
+
+set -e # Exit on error
+
+echo "๐ Setting up On-Chain Behavior Fingerprint Generator..."
+echo ""
+
+# Check if Node.js is installed
+if ! command -v node &> /dev/null; then
+ echo "โ Error: Node.js is not installed. Please install Node.js 18+ first."
+ exit 1
+fi
+
+# Check Node.js version
+NODE_VERSION=$(node -v | cut -d'v' -f2 | cut -d'.' -f1)
+if [ "$NODE_VERSION" -lt 18 ]; then
+ echo "โ Error: Node.js version 18+ is required. Current version: $(node -v)"
+ exit 1
+fi
+
+echo "โ
Node.js $(node -v) detected"
+echo ""
+
+# Install dependencies
+echo "๐ฆ Installing dependencies..."
+npm install
+echo ""
+
+# Create .env file if it doesn't exist
+if [ ! -f .env ]; then
+ echo "๐ Creating .env file with default BSC RPC configuration..."
+ if [ -f env.template ]; then
+ cp env.template .env
+ echo "โ
.env file created from template"
+ else
+ cat > .env << EOF
+# BSC RPC Endpoint
+BSC_RPC_URL=https://bsc-dataseed1.binance.org/
+EOF
+ echo "โ
.env file created"
+ fi
+else
+ echo "โน๏ธ .env file already exists, skipping..."
+fi
+echo ""
+
+# Build TypeScript
+echo "๐จ Building TypeScript..."
+npm run build
+echo ""
+
+# Run tests
+echo "๐งช Running tests..."
+if npm test; then
+ echo ""
+ echo "โ
All tests passed!"
+else
+ echo ""
+ echo "โ ๏ธ Some tests failed, but setup completed. Please review test output."
+fi
+echo ""
+
+echo "โจ Setup complete!"
+echo ""
+echo "๐ Next steps:"
+echo " 1. Open index.html in your browser to use the web UI"
+echo " 2. Or run: npm start [block-range] for CLI usage"
+echo ""
+echo "Example CLI usage:"
+echo " npm start 0x1234567890123456789012345678901234567890"
+echo " npm start 0x1234567890123456789012345678901234567890 5000"
+echo ""
+
+
+
diff --git a/typescript/on-chain-behaviour-fingerprint-generator/tsconfig.json b/typescript/on-chain-behaviour-fingerprint-generator/tsconfig.json
new file mode 100644
index 0000000..6bbb96e
--- /dev/null
+++ b/typescript/on-chain-behaviour-fingerprint-generator/tsconfig.json
@@ -0,0 +1,23 @@
+{
+ "compilerOptions": {
+ "target": "ES2020",
+ "module": "commonjs",
+ "lib": ["ES2020"],
+ "outDir": "./dist",
+ "rootDir": "./",
+ "strict": true,
+ "esModuleInterop": true,
+ "skipLibCheck": true,
+ "forceConsistentCasingInFileNames": true,
+ "resolveJsonModule": true,
+ "moduleResolution": "node",
+ "declaration": true,
+ "declarationMap": true,
+ "sourceMap": true
+ },
+ "include": ["**/*.ts"],
+ "exclude": ["node_modules", "dist", "**/*.test.ts"]
+}
+
+
+