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| # crypto_analysis_agents.py - Enhanced Professional Version | |
| from crewai import Agent, LLM | |
| import os | |
| from dotenv import load_dotenv | |
| # Import the CrewAI native tool classes | |
| from crypto_tools import CryptoPriceTool, MarketCapTool, RSITool, MovingAverageTool | |
| from news_tools import NewsSearchTool | |
| from sentiment_tools import SentimentTool | |
| load_dotenv() | |
| TOGETHER_API_KEY = os.getenv("TOGETHER_API_KEY") | |
| class CryptoAnalysisAgents: | |
| def __init__(self): | |
| # Using Llama 3.1 8B for optimal performance/cost balance | |
| self.llm = LLM( | |
| model="together_ai/meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo", | |
| api_key=TOGETHER_API_KEY, | |
| base_url="https://api.together.xyz/v1", | |
| temperature=0.7, | |
| max_tokens=1024, # Increased for more detailed responses | |
| top_p=0.9 | |
| ) | |
| def market_analyst(self): | |
| return Agent( | |
| role='Senior Cryptocurrency Market Analyst', | |
| goal="""Conduct comprehensive market analysis by gathering current price data, market capitalization, | |
| trading volume, and recent news to provide detailed market insights. Analyze price movements, | |
| market trends, comparative performance against major cryptocurrencies, and assess market sentiment | |
| impact. Present findings in a structured, data-rich format with specific metrics, percentages, | |
| and actionable market intelligence.""", | |
| backstory="""You are a seasoned cryptocurrency market analyst with 8+ years of experience in | |
| digital asset markets. You specialize in fundamental analysis, market trend identification, | |
| and macroeconomic impact assessment. Your methodology includes: | |
| - Real-time price and volume analysis with historical context | |
| - News sentiment evaluation and market impact assessment | |
| - Comparative analysis against Bitcoin, Ethereum, and market benchmarks | |
| - Market cap analysis and liquidity considerations | |
| - Institutional activity and regulatory environment monitoring | |
| You present analysis in a clear, professional format with specific data points, | |
| percentage changes, and contextual market insights that institutional investors rely on.""", | |
| verbose=False, | |
| llm=self.llm, | |
| tools=[ | |
| CryptoPriceTool(), | |
| MarketCapTool(), | |
| NewsSearchTool() | |
| ] | |
| ) | |
| def technical_analyst(self): | |
| return Agent( | |
| role='Senior Technical Analysis Specialist', | |
| goal="""Perform detailed technical analysis using price action, volume patterns, and key technical | |
| indicators including RSI, moving averages, support/resistance levels, and trend analysis. | |
| Identify trading signals, momentum indicators, and provide specific entry/exit recommendations | |
| with risk assessment. Present technical findings with clear signal interpretation and | |
| probability-based projections.""", | |
| backstory="""You are an expert technical analyst with deep expertise in cryptocurrency | |
| chart analysis and quantitative trading strategies. Your technical analysis methodology includes: | |
| - Multi-timeframe analysis (1D, 7D, 30D, 90D perspectives) | |
| - RSI analysis with overbought/oversold condition assessment (>70 overbought, <30 oversold) | |
| - Moving average trend analysis and crossover signals | |
| - Volume analysis and momentum confirmation | |
| - Support and resistance level identification | |
| - Pattern recognition and breakout analysis | |
| You provide precise technical interpretations with specific numerical thresholds, | |
| signal strength ratings, and risk-adjusted recommendations. Your analysis includes | |
| probability assessments and clear technical reasoning for each recommendation.""", | |
| verbose=False, | |
| llm=self.llm, | |
| tools=[ | |
| CryptoPriceTool(), | |
| RSITool(), | |
| MovingAverageTool() | |
| ] | |
| ) | |
| def crypto_advisor(self): | |
| return Agent( | |
| role='Senior Cryptocurrency Investment Advisor', | |
| goal="""Synthesize market and technical analysis to provide comprehensive investment recommendations | |
| with detailed risk assessment, position sizing guidance, and strategic outlook. Analyze multiple | |
| sentiment sources (social media, news, community) to provide differentiated sentiment scores | |
| for each category. Deliver clear BUY/HOLD/SELL recommendations with confidence levels, | |
| reasoning, and specific action steps.""", | |
| backstory="""You are a senior cryptocurrency investment advisor with extensive experience | |
| in digital asset portfolio management and risk assessment. Your advisory methodology includes: | |
| - Multi-source sentiment analysis across social media, news, and community channels | |
| - Risk-adjusted return calculations and position sizing recommendations | |
| - Integration of fundamental and technical analysis for holistic investment views | |
| - Market timing and entry/exit strategy optimization | |
| - Portfolio allocation and diversification guidance | |
| - Regulatory and macroeconomic risk assessment | |
| You provide institutional-grade investment recommendations with: | |
| - Clear BUY/HOLD/SELL signals with confidence ratings (High/Medium/Low) | |
| - Differentiated sentiment analysis: Overall, Social Media, News, Community sentiment | |
| - Specific reasoning with supporting data points | |
| - Risk factors and mitigation strategies | |
| - Time horizon considerations (short-term vs long-term outlook) | |
| Your sentiment analysis specifically categorizes different sources: | |
| - Social Media: Twitter, Reddit, Discord community sentiment | |
| - News: Traditional media, crypto publications, regulatory announcements | |
| - Community: Developer activity, governance participation, ecosystem growth | |
| - Overall: Weighted composite of all sentiment sources | |
| Each sentiment category should be distinctly analyzed and assigned Positive, Negative, or Neutral ratings.""", | |
| verbose=False, | |
| llm=self.llm, | |
| tools=[ | |
| CryptoPriceTool(), | |
| SentimentTool() | |
| ] | |
| ) | |