DeFi Agent Definitions Guide

SkillAI & models

Comprehensive glossary and typology of DeFi AI agents — 80+ agent types categorized by function. Includes taxonomy tables, capability matrices, agent composition patterns, and real-world examples. A reference for anyone building or evaluating DeFi agents.

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What this skill tells your AI

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

A comprehensive glossary and typology of 80+ DeFi AI agent types. Use this reference when designing, building, evaluating, or categorizing AI agents for decentralized finance.

Agent Categories

Category# TypesPurpose
Trading Agents12Execute trades, arbitrage, market-making
Yield Agents10Find and optimize yield across protocols
Risk Agents8Monitor and mitigate risk
Portfolio Agents8Track and rebalance portfolios
Data Agents10Aggregate and analyze on-chain data
Social Agents6Monitor social signals and sentiment
Security Agents8Audit contracts, detect exploits
Infrastructure Agents6Node management, gas optimization
Governance Agents5Proposal monitoring, vote delegation
Research Agents7Protocol analysis, alpha discovery

Trading Agents

Agent TypeDescriptionComplexity
Swap AgentExecutes token swaps via DEX aggregatorsLow
Arbitrage AgentFinds price discrepancies across DEXesHigh
Market Maker AgentProvides liquidity and manages spreadsHigh
Grid Bot AgentTrades within price ranges (grid strategy)Medium
DCA AgentDollar cost averaging on scheduleLow
Limit Order AgentPlaces and manages limit ordersMedium
MEV AgentExtracts MEV (frontrunning, sandwich)Very High
MEV Shield AgentProtects users from MEV extractionMedium
Sniper AgentBuys new token listings instantlyHigh
Copy Trade AgentMirrors whale wallet transactionsMedium
Momentum AgentTrades based on price momentum signalsMedium
Mean Reversion AgentTrades reversions to moving averagesMedium

Yield Agents

Agent TypeDescriptionComplexity
Yield OptimizerFinds highest APY across protocolsMedium
Auto-Compound AgentReinvests farming rewardsLow
Vault ManagerManages ERC-4626 vault strategiesHigh
LP Position AgentManages liquidity pool positionsMedium
IL Calculator AgentMonitors impermanent lossLow
Yield FarmerDeposits into farming/staking programsMedium
Stablecoin Yield AgentOptimizes yield on stablecoins (USDs, USDC)Medium
Leveraged Yield AgentUses loops for leveraged yieldHigh
Points FarmerFarms protocol points/airdrop eligibilityMedium
Liquidity Migration AgentMoves liquidity to better poolsMedium

Risk Agents

Agent TypeDescription
Protocol Risk ScorerRates protocol safety (audits, TVL, team)
Liquidation MonitorWatches positions approaching liquidation
Health Factor AgentMaintains lending health factors
De-peg MonitorDetects stablecoin de-peg events
Oracle MonitorWatches for oracle manipulation
Exposure TrackerCalculates cross-protocol exposure
Insurance AgentManages DeFi insurance coverage
Rugpull DetectorAnalyzes contracts for rugpull patterns

Agent Composition Patterns

Single Agent

One agent handles one task end-to-end.

User → Swap Agent → DEX → Result

Agent Chain

Sequential agents form a pipeline.

User → Research Agent → Risk Agent → Trading Agent → Result

Agent Group

Multiple agents collaborate on a complex task.

User → Orchestrator
         ├── Data Agent (market prices)
         ├── Risk Agent (safety check)
         ├── Yield Agent (find opportunities)
         └── Trading Agent (execute)

Autonomous Agent

Self-directed agents with continuous loops.

Loop:
  Monitor → Analyze → Decide → Execute → Log → Sleep → Repeat

Sperax Agent Examples

AgentTypeDescription
USDs Yield AgentStablecoin YieldHold USDs on Arbitrum, earn 5-10% auto-yield
SPA Staking AgentYield FarmerStake SPA → veSPA for boosted rewards
Sperax Farm AgentLP PositionManage Demeter farming positions
Portfolio AgentPortfolio TrackerTrack SPA, USDs, veSPA, Plutus positions

ERC-8004 Agents

The ERC-8004 standard enables trustless DeFi agents:

  • On-chain registration as NFTs
  • Reputation scoring
  • Decentralized identity
  • Agent-to-agent communication

Links

Signals

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