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| 1 | +--- |
| 2 | +icon: python |
| 3 | +--- |
| 4 | + |
| 5 | +# Hypernative Agents SDK |
| 6 | + |
| 7 | +Welcome to the Invariantive SDK documentation! This comprehensive guide will help you build powerful blockchain monitoring and automation agents using our Python SDK. |
| 8 | + |
| 9 | +### What is Invariantive? |
| 10 | + |
| 11 | +Invariantive is a Python-based SDK for creating blockchain monitoring and automation agents. It enables you to: |
| 12 | + |
| 13 | +* **Monitor on-chain events** and transactions across multiple blockchains |
| 14 | +* **Create complex calculations** and correlations |
| 15 | +* **Access historical blockchain data** for analysis |
| 16 | +* **Maintain persistent state** across executions |
| 17 | +* **Trigger automated responses** based on conditions |
| 18 | +* **Stream metrics** to dashboards and notification systems |
| 19 | + |
| 20 | +### Quick Navigation |
| 21 | + |
| 22 | +#### Getting Started |
| 23 | + |
| 24 | +* **Installation** - Set up the SDK and configure credentials |
| 25 | +* **Core Concepts** - Understand the architecture and key components |
| 26 | +* **Quick Start** - Build your first agent in minutes |
| 27 | + |
| 28 | +#### Learning and Reference |
| 29 | + |
| 30 | +* **Examples** - Practical examples and common patterns |
| 31 | +* **Real-World Examples** - Production examples with advanced patterns |
| 32 | +* **Model Reference** - Complete documentation of all classes and methods |
| 33 | +* **Advanced Features** - Sophisticated patterns and techniques |
| 34 | + |
| 35 | +#### Best Practices and Support |
| 36 | + |
| 37 | +* **Best Practices** - Production-ready development guidelines |
| 38 | +* **Troubleshooting** - Common issues and solutions |
| 39 | + |
| 40 | +### Architecture Overview |
| 41 | + |
| 42 | +Every Invariantive agent consists of four main components: |
| 43 | + |
| 44 | +``` |
| 45 | +┌─────────────┐ ┌──────────────┐ ┌────────────┐ ┌─────────────┐ |
| 46 | +│ Trigger │───▶│ Variables │───▶│ Alert │───▶│ Notification│ |
| 47 | +│ │ │ │ │ │ │ │ |
| 48 | +│ When to run │ │ Data extract │ │ Conditions │ │ Send alert │ |
| 49 | +└─────────────┘ └──────────────┘ └────────────┘ └─────────────┘ |
| 50 | +``` |
| 51 | + |
| 52 | +1. **Trigger**: Defines when your agent executes (every block, on events, or function calls) |
| 53 | +2. **Variables**: Extract and process data from blockchains, APIs, or custom logic |
| 54 | +3. **Alert**: Evaluate conditions and generate notifications |
| 55 | +4. **Notification**: Send alerts to configured channels |
| 56 | + |
| 57 | +### Key Features |
| 58 | + |
| 59 | +#### 🔗 Multi-Chain Support |
| 60 | + |
| 61 | +Monitor across 80+ blockchains including Ethereum, Arbitrum, Polygon, Base, Solana, Bitcoin, StarkNet, and many more EVM and non-EVM chains. |
| 62 | + |
| 63 | +#### 📊 Rich Data Sources |
| 64 | + |
| 65 | +* Smart contract state reading |
| 66 | +* Historical event analysis |
| 67 | +* External API integration |
| 68 | +* Custom Python processing |
| 69 | + |
| 70 | +#### 🚀 Production Ready |
| 71 | + |
| 72 | +* Error handling and informative error descriptions |
| 73 | +* Object Oriented Programming |
| 74 | +* Performance optimization |
| 75 | +* Secret management |
| 76 | +* Comprehensive testing |
| 77 | + |
| 78 | +#### 🔔 Flexible Alerting |
| 79 | + |
| 80 | +* Multiple notification channels |
| 81 | +* Templated messages |
| 82 | +* State-based and one-shot alerts |
| 83 | +* Custom severity levels |
| 84 | + |
| 85 | +### Quick Example |
| 86 | + |
| 87 | +Here's a simple agent that monitors USDT total supply: |
| 88 | + |
| 89 | +```python |
| 90 | +from invariantive.model.agent import Agent |
| 91 | +from invariantive.model.trigger import BlockTrigger |
| 92 | +from invariantive.model.variable import GenericContractReadVariable |
| 93 | +from invariantive.model.alert import AlertConfig |
| 94 | +from invariantive.model.run import RunConfig |
| 95 | +from invariantive.common.consts import Chain |
| 96 | +from invariantive.common.environment import set_default_chain |
| 97 | + |
| 98 | +set_default_chain(Chain.ethereum) |
| 99 | + |
| 100 | +# 1. Create trigger |
| 101 | +trigger = BlockTrigger(period=1, period_unit="blocks") |
| 102 | + |
| 103 | +# 2. Create agent |
| 104 | +agent = Agent(trigger=trigger) |
| 105 | + |
| 106 | +# 3. Add variable to monitor USDT supply |
| 107 | +supply_var = GenericContractReadVariable( |
| 108 | + contract_address="0xdAC17F958D2ee523a2206206994597C13D831ec7", |
| 109 | + func_sig="totalSupply", |
| 110 | + output_index="output_arg_0", |
| 111 | + var_name="total_supply" |
| 112 | +) |
| 113 | +agent.add_variable(supply_var) |
| 114 | + |
| 115 | +# 4. Configure alert |
| 116 | +alert = AlertConfig( |
| 117 | + var_name="total_supply", |
| 118 | + operator="gt", |
| 119 | + operands=[80000000000000], |
| 120 | + description="USDT supply exceeded threshold: {{total_supply}}" |
| 121 | +) |
| 122 | +agent.set_alert(alert) |
| 123 | + |
| 124 | +# 5. Test and deploy |
| 125 | +findings = agent.run(RunConfig(blocks=[0])) |
| 126 | +print("num findings:", len(findings["findings"])) |
| 127 | +for f in findings["findings"]: |
| 128 | + print(f["description"]) |
| 129 | + print("extracted variables during the run:", f["extracted_variables"]) |
| 130 | +agent.save_config("usdt_monitor.json") |
| 131 | +``` |
| 132 | + |
| 133 | +### Use Cases |
| 134 | + |
| 135 | +#### DeFi Monitoring |
| 136 | + |
| 137 | +* Protocol health monitoring |
| 138 | +* Liquidity pool analysis |
| 139 | +* Utilization rate monitoring |
| 140 | +* Position health monitoring |
| 141 | + |
| 142 | +#### Security Monitoring |
| 143 | + |
| 144 | +* Unusual transaction patterns |
| 145 | +* Update monitoring agents based on contract deployment |
| 146 | +* Integration with screener products |
| 147 | +* Cross-chain correlation |
| 148 | + |
| 149 | +#### Compliance and Risk |
| 150 | + |
| 151 | +* Transaction volume thresholds |
| 152 | +* Blacklist monitoring |
| 153 | +* Data streaming |
| 154 | +* Offchain data source integration via API |
| 155 | + |
| 156 | +#### Portfolio Management |
| 157 | + |
| 158 | +* Balance tracking |
| 159 | +* Performance analysis |
| 160 | +* Rebalancing triggers |
| 161 | +* Market opportunity detection |
| 162 | + |
| 163 | +### Supported Chains |
| 164 | + |
| 165 | +**EVM Compatible:**\ |
| 166 | +Ethereum, Arbitrum, Base, Polygon, Optimism, Avalanche, BSC, Fantom, Gnosis, Linea, Scroll, and more |
| 167 | + |
| 168 | +**Non-EVM:**\ |
| 169 | +Bitcoin, Solana, Starknet |
| 170 | + |
| 171 | +**Testnets:**\ |
| 172 | +Ethereum Sepolia, Ethereum Holesky |
| 173 | + |
| 174 | +See the Model Reference for the complete list. |
| 175 | + |
| 176 | +### Learning Path |
| 177 | + |
| 178 | +#### Beginner |
| 179 | + |
| 180 | +1. Start with Installation |
| 181 | +2. Read Core Concepts |
| 182 | +3. Follow the Quick Start guide |
| 183 | +4. Try the basic examples in Examples |
| 184 | + |
| 185 | +#### Intermediate |
| 186 | + |
| 187 | +1. Explore advanced patterns in Examples |
| 188 | +2. Learn about Advanced Features |
| 189 | +3. Review Best Practices |
| 190 | +4. Build custom agents for your use case |
| 191 | + |
| 192 | +#### Advanced |
| 193 | + |
| 194 | +1. Master complex patterns from Advanced Features |
| 195 | +2. Implement production systems using Best Practices |
| 196 | +3. Contribute to the community with your own patterns |
| 197 | + |
| 198 | + |
| 199 | + |
| 200 | +### What's Next? |
| 201 | + |
| 202 | +Ready to start building? Choose your path: |
| 203 | + |
| 204 | +* **New to blockchain monitoring?** → Start with [Core Concepts](core-concepts.md) |
| 205 | +* **Want to jump right in?** → Go to [Quick Start](quick-start.md) |
| 206 | +* **Looking for specific examples?** → [Browse Examples](examples.md) |
| 207 | +* **Building for production?** → Review Best Practices |
| 208 | + |
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