AptosOracle 🔍🚀

(AI Agent searching and analyzing alpha posts on social platform and executing on-chain transactions)

🌟 Core Features Highlights

AI-Powered Social Finance Intelligence Engine - Real-time analysis of alpha posts on X/farcaster with:

• 🚨 Real-time market pulse monitoring
• 💎 Early-stage alpha opportunity detection
• 🤖 One-click on-chain execution
• 📊 Multi-dimensional token valuation
• 🧠 AI-powered sentiment analysis
• ⚖️ Bullish/Bearish post classification

🔥 Core Features

Real-Time Alpha Posts Analysis

AI-Powered Sentiment Analysis

📈 Sentiment Analysis Result:
- Bullish Probability: 92%
- Bearish Probability: 8%
- Confidence Score: 0.89
- Key Factors: "partnership", "announcement"
- Historical Accuracy: 86% on similar phrases

### Real-Time Impact Assessment

Evaluate post impact on token price

⚖️ Impact Assessment:
- Predicted Price Impact: +8.5% (1h)
- Credibility Score: 94/100
- Author Influence: Tier 1 (500K+ followers)
- Historical Accuracy: 83%
- Market Correlation: 0.92

### Intelligent Token Insights

```text
🍰 CAKE Deep Dive:
- Price Trend: $3.45 (+8.2% 24h)
- Social Heat: Tweets ↑30%, "yield farming" mentions ↑40%
- On-chain: Large transfers increasing (>10K CAKE)
- Risk Assessment: Medium volatility, healthy holder distribution
- Sentiment Trend: Bullish (83% ↑12% weekly)

## 🔥 More Features

### Farcaster Alpha Casts

/find-alpha --platform farcaster --topics defi,nft,zkp

```text
🔍 Farcaster Alpha Analysis:
- 5 trending DeFi alpha casts from verified accounts
- 3 high-engagement ZKP innovation discussions
- Top influencers mentioning Aptos ecosystem: @0xJohn, @cryptobuilder
- Topic correlation: DeFi mentions increased 40% with APT price movement
- Cast sentiment: 85% positive, 12% neutral, 3% negative

Personalized Alpha Recommendations

🎯 Personalized Recommendations:
- Trending: "APT staking solutions gaining traction" (93% relevance)
- Similar to your interests: New Move language deployment framework
- Based on your portfolio: 3 undervalued tokens with recent developer activity
- Community signals: Governance proposals you should track
- Whale watching: Key wallet movements related to your holdings

AI-Powered Market Sentiment Labeling

🏷️ Sentiment Labeling Results:
- Analyzed: 25 recent posts (14 Twitter, 11 Farcaster)
- Bullish posts: 18 (72%) with avg. confidence 0.91
- Bearish posts: 5 (20%) with avg. confidence 0.87
- Neutral posts: 2 (8%) with avg. confidence 0.79
- Top bullish signals: "partnership", "mainnet launch", "institutional adoption"
- Top bearish signals: "delay announcement", "regulatory concerns"
- Sentiment trend: +15% more bullish than previous 24h
- Actionable insight: Strong positive shift detected for $APT ecosystem

Seamless Token Swap Experience

💱 Token Swap Details:
- Swapping: 10 APT ➝ ~82.5 USDC
- Best route: APT → USDC (Liquidswap)
- Gas estimate: 0.002 APT
- Slippage: 0.3%
- Historical timing: Favorable (price up 2.4% vs 24h avg)
- One-click execution or schedule for target price
- Transaction confirmed: 0x742a...3d7f

🧠 Technical Architecture

flowchart TB
    subgraph "Future Plans"
        SocialLogin[Social Login Integration]
        WalletCreation[Built-in Wallet Creation]
        AdvancedAnalytics[Advanced Analytics Tools]
        EnhancedEncryption[Enhanced Data Encryption]
    end
    subgraph "UI Layer" 
        UI[Frontend Application\nReact Native + Expo]
        WebServer
    end
    subgraph "Core Functionality Layer"
        AlphaAnalysis[Real-time Alpha Post Analysis]
        SentimentAnalysis[Sentiment Analysis]
        ImpactAssessment[Impact Assessment]
        TokenInsights[Token Insights]
        PersonalRec[Personalized Recommendations]
        TokenExchange[Token Exchange]
        MarketSentiment[Market Sentiment Tagging]
    end
    subgraph "Data Processing Layer"
        DataCollection[Data Collection]
        DataProcessing[Data Processing]
    end
    subgraph "Execution Layer"
        ExecutionEngine[Execution Engine]
    end
    
    %% UI Layer to Core Functionality Layer connections
    UI --> SentimentAnalysis
    UI --> AlphaAnalysis
    UI --> TokenInsights
    UI --> TokenExchange
    UI --> PersonalRec
    UI --> ImpactAssessment
    WebServer --> UI
    %% Core Functionality Layer to Data Processing Layer connections
    AlphaAnalysis --> DataProcessing
    SentimentAnalysis --> DataProcessing
    ImpactAssessment --> DataProcessing
    TokenInsights --> DataProcessing
    PersonalRec --> DataProcessing
    MarketSentiment --> DataProcessing
    %% Data Processing Layer connections
    DataCollection --> DataProcessing
    %% Data sources
    TwitterFarcaster[Social Media Platforms\nTwitter/Farcaster] --> DataCollection
    %% Execution Layer connections
    DataProcessing --> ExecutionEngine
    TokenExchange --> ExecutionEngine
    %% Execution Layer to Blockchain connection
    Blockchain[Blockchain] <--> ExecutionEngine
    %% Styles
    classDef future fill:#fcf,stroke:#333,stroke-width:1px
    class SocialLogin,WalletCreation,AdvancedAnalytics,EnhancedEncryption future
    
    %% Background color adjustments
    classDef default fill:#f9f9f9,stroke:#666,stroke-width:1px
    classDef ui fill:#e6f3ff,stroke:#666,stroke-width:1px
    class UI,WebServer ui

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TODO List

• Integrate social login and create built-in wallet.
• Design user-friendly interface with React Native and Expo.
• Develop advanced analytics for sentiment analysis and trend prediction.
• Ensure data encryption for sensitive information.

🚀 Quick Start

1. Initialize Project

git clone https://github.com/your-repo/aptos-alpha-agent.git
cd aptos-alpha-agent
cp .env.example .env

2. Configure Environment

# Wallet Config
APTOS_PRIVATE_KEY=your_private_key

3. Launch Agent

pnpm install
pnpm build
pnpm start --character ./characters/aptosOracle.character.json

4. Start Interaction

pnpm start:client

Visit http://localhost:3000 to begin