LobsterSage — Autonomous Prediction & Yield Agent for Base

🦞 Builder Quest Entry — An OpenClaw agent that predicts, earns yield, and builds reputation on Base

Project Overview

LobsterSage is an autonomous AI agent that combines novel prediction markets with practical DeFi yield farming — all while building an onchain reputation.

The Vision

Transform OpenClaw into a self-improving economic agent that:

• 🔮 Predicts market movements and ecosystem trends
• 🏦 Optimizes yields across Base DeFi protocols
• 🎨 Mints predictions as collectible NFTs
• 📈 Builds reputation through accuracy and transparency
• 💰 Generates value through correct predictions + yield
• 🐦 Engages socially with insights and transparency

Why This Wins

Key Differentiator: Unlike simple yield farmers, LobsterSage creates unique insights (predictions) and proves their value through trading + reputation. The yield farming provides practical utility while the prediction system provides novelty.

Architecture

┌─────────────────────────────────────────────────────────────────────────┐
│                         OpenClaw Gateway                                 │
│                                                                          │
│  ┌───────────┐  ┌───────────┐  ┌───────────┐  ┌───────────┐            │
│  │ Telegram  │  │  Discord  │  │ Farcaster │  │    X      │            │
│  └─────┬─────┘  └─────┬─────┘  └─────┬─────┘  └─────┬─────┘            │
│        └───────────────┴───────────────┴───────────────┘                │
│                          │                                               │
│                  ┌───────▼───────┐                                       │
│                  │  LobsterSage  │                                       │
│                  │  (Main Skill) │                                       │
│                  └───────┬───────┘                                       │
│                          │                                               │
│       ┌──────────────────┼──────────────────┐                           │
│       ▼                  ▼                  ▼                           │
│  ┌──────────┐    ┌────────────┐    ┌────────────┐                      │
│  │Predictor │    │   Yield    │    │  Reputation │                     │
│  │ Engine   │    │  Optimizer │    │   System    │                     │
│  └────┬─────┘    └─────┬──────┘    └──────┬──────┘                      │
│       │                │                    │                            │
│       └────────────────┼────────────────────┘                            │
│                        │                                                 │
│               ┌────────▼────────┐                                        │
│               │  Base Chain     │                                        │
│               │  (Mainnet)      │                                        │
│               └─────────────────┘                                        │
│                                                                          │
└─────────────────────────────────────────────────────────────────────────┘

Core Capabilities

1. 🔮 Prediction Engine (Novelty)

Autonomous research and prediction system:

• Ecosystem Scanning: Monitors Base for trends, launches, events
• Market Analysis: Onchain data + sentiment for predictions
• NFT Minting: Predictions minted as collectible "Prophecies"
• Trading: Agent trades based on its own predictions (skin in game)
• Accuracy Tracking: Reputation built on prediction success rate

// Example prediction flow
const prediction = await sage.predict({
  target: "$BUILD token",
  timeframe: "7 days",
  prediction: "2x price increase",
  confidence: 73
});

// Mint as NFT
const nft = await sage.mintProphecy(prediction);

// Trade based on prediction
await sage.tradeBasedOnPrediction(prediction);

2. 🏦 Yield Optimizer (Utility)

Practical DeFi yield farming:

• Auto-rebalances to best APY opportunities
• Impermanent loss protection
• Gas-optimized transactions

3. 🎨 Prophecy NFTs (Tokenization)

Each prediction becomes an NFT:

• Mint Cost: Small fee (goes to agent treasury)
• Value: Based on prediction accuracy
• Trading: Secondary market for predictions
• Burn: Failed predictions can be burned for reputation recovery

4. 📊 Reputation System

Onchain reputation score:

• Higher reputation = higher NFT values
• Leaderboard of top predictors
• Reputation unlocks advanced features

Project Structure

openclaw-base-agent/
├── README.md
├── docs/
│   ├── ARCHITECTURE.md
│   ├── ROADMAP.md
│   ├── RESEARCH.md
│   ├── WINNING_STRATEGY.md
│   └── EXAMPLES.md
├── src/
│   ├── index.ts
│   ├── sage/
│   │   ├── predictor.ts      # Prediction engine
│   │   ├── reputation.ts     # Scoring system
│   │   └── prophesier.ts     # NFT minting
│   ├── yield/
│   │   ├── optimizer.ts      # Yield farming
│   │   ├── rebalancer.ts     # Auto-rebalance
│   │   └── protocols/        # Aave, Uniswap, Compound
│   ├── wallet/
│   │   ├── manager.ts
│   │   └── transactions.ts
│   ├── social/
│   │   ├── twitter.ts
│   │   ├── farcaster.ts
│   │   └── formatter.ts
│   └── utils/
│       ├── scanner.ts        # Base ecosystem scanner
│       └── analytics.ts      # Onchain analytics
├── contracts/
│   ├── ProphecyNFT.sol       # Prediction NFT contract
│   └── Reputation.sol        # Reputation scoring contract
├── scripts/
│   ├── deploy.ts
│   └── test-prediction.ts
└── config/
    └── sage.json

Getting Started

Prerequisites

1. OpenClaw installed and running
2. Base Mainnet access (or Sepolia for testing)
3. CDP API credentials from Coinbase
4. X/Farcaster API keys

Installation

# Clone repository
git clone https://github.com/kcpele/openclaw-base-agent.git
cd openclaw-base-agent

# Install dependencies
pnpm install

# Configure
cp .env.example .env
# Edit .env with API keys

# Deploy contracts (ProphecyNFT, Reputation)
pnpm run deploy:contracts

# Start agent
pnpm start

Configuration

{
  "network": "base-mainnet",
  "sage": {
    "mode": "autonomous",
    "predictionInterval": "6h",
    "yieldRebalanceInterval": "1h",
    "minConfidence": 65
  },
  "yield": {
    "enabled": true,
    "maxAllocation": "1000 USDC",
    "protocols": ["aave", "uniswap", "compound"]
  },
  "social": {
    "postPredictions": true,
    "postYieldReports": true,
    "postTrades": true
  }
}

Usage Examples

🔮 Make a Prediction

User: What do you predict for $BUILD token?

Agent: 🔮 Scanning Base ecosystem...

      Analysis:
      • New $BUILD features launching next week
      • Social sentiment: +34% in 24h
      • Onchain activity: Whales accumulating
      
      Prediction: $BUILD will 2x in 7 days
      Confidence: 73%
      
      Mint as Prophecy NFT? (yes/no)

User: yes

Agent: ✅ Prophecy NFT Minted!
      
      NFT: #42 "The BUILD Prophecy"
      Prediction: $BUILD 2x in 7d
      Confidence: 73%
      Mint Price: 0.01 ETH
      
      Trading 0.5 ETH → $BUILD based on prediction...
      Trade: 0xabc...123
      
      Posted on X: 🔮 New Prophecy from LobsterSage
                   $BUILD will 2x in 7 days (73% confidence)
                   NFT: #42 | Trade: 0xabc...123
                   Prove me wrong 🦞

💰 Check Portfolio (Yield + Predictions)

User: What's my portfolio status?

Agent: 💰 LobsterSage Portfolio
      
      ─── Yield Positions ───
      • Aave USDC: $200 @ 8.2% APY
      • Uniswap ETH/USDC LP: $300 @ 15.4% APY
      Total Yield Value: $500
      24h Yield: $0.18
      
      ─── Active Predictions ───
      • NFT #42: $BUILD 2x in 7d (73%) — 2 days left
      • NFT #43: ETH > $4k by Friday (61%) — 3 days left
      Prediction Value: $450 (staked)
      
      ─── Reputation ───
      Score: 847 (Top 12% of predictors)
      Accuracy: 68% (Last 30 days)
      Predictions Made: 23
      Correct: 16 | Incorrect: 7
      
      ─── Earnings ───
      Yield Generated: +$12.40
      Prediction Profits: +$23.00
      NFT Sales: +$5.50
      Total: +$40.90

🚜 Yield Optimization

User: Optimize my yields

Agent: 🚜 Running Yield Analysis...
      
      Current APYs:
      • Aave USDC: 8.2%
      • Compound USDC: 7.8%
      • Uniswap ETH/USDC: 15.4%
      
      Recommendation: Move $200 from Aave → Uniswap V3
      Expected APY improvement: 8.2% → 15.4%
      Extra yield: +$14.40/year
      Gas cost: $0.45
      Break-even: ~12 days
      
      Execute rebalancing? (yes/no)

User: yes

Agent: ✅ Rebalanced Successfully!
      
      Moved $200 USDC from Aave → Uniswap V3
      New APY: 15.4%
      
      Posted on X: 🔄 LobsterSage rebalanced!
                   Moved $200 to Uniswap V3
                   New APY: 15.4% (+87% improvement)
                   Smart yields for smart crustaceans 🦞

🤖 Autonomous Mode

User: Start autonomous mode

Agent: 🤖 LobsterSage entering autonomous mode
      
      Active Strategies:
      • Prediction Engine: Every 6 hours
      • Yield Optimization: Every 1 hour
      • Social Posting: Daily reports + reactions
      
      Will autonomously:
      ✓ Scan Base ecosystem for opportunities
      ✓ Generate predictions with >65% confidence
      ✓ Mint Prophecy NFTs
      ✓ Trade based on predictions
      ✓ Optimize yields across protocols
      ✓ Post updates and engage on X
      
      Capital Allocation:
      • Yield Farming: 60% ($600)
      • Prediction Trading: 40% ($400)
      
      Say '/sage stop' to exit autonomous mode.

📊 View Reputation

User: What's my reputation score?

Agent: 📊 LobsterSage Reputation
      
      Overall Score: 847 / 1000
      Rank: #43 of 342 predictors (Top 12%)
      
      Breakdown:
      ├─ Accuracy: 272/400 pts (68% correct)
      ├─ Volume: 212/250 pts ($2,450 in predictions)
      ├─ Consistency: 168/200 pts (23 days active)
      └─ Yield: 195/150 pts (+$40.90 profit)
      
      Recent Predictions:
      ✅ $BUILD 2x (Won +$15)
      ❌ ETH > $4k (Lost -$8)
      ✅ AAVE yield up (Won +$5)
      ✅ New token launch (Won +$11)
      
      Next Milestone: 900 pts (Top 10%)
      Need: +53 points (3 more correct predictions)

Submission Plan

Phase 1: Foundation (Days 1-4)

• Research and planning
• Deploy ProphecyNFT contract
• Deploy Reputation contract
• CDP SDK wallet integration
• Basic prediction engine

Phase 2: Core Capabilities (Days 5-10)

• Yield farming integration (Aave, Uniswap)
• Prediction → Trade execution
• NFT minting for predictions
• Reputation scoring system

Phase 3: Social Layer (Days 11-14)

• X bot integration
• Farcaster integration
• Daily prediction posts
• Community engagement

Phase 4: Launch (Days 15-21)

• Deploy to mainnet with seed capital
• Start autonomous operations
• Document building process
• Submit to BBQ

Judging Criteria Alignment

Resources

• Base Documentation
• CDP AgentKit
• OpenClaw Documentation
• Virtuals Protocol
• Truth Terminal Analysis

Team

• Kcpele — Lead Developer
• OpenClaw — Agent Runtime
• Base — Blockchain Infrastructure

License

MIT — Free as a lobster in the ocean 🦞

Built with 🦞 for the Base Builder Quest