🌐 Agent Framework Generalization Guide

OBSERVE → EVALUATE → PLAN → EXECUTE → LEARN
(Repeat continuously with threshold-based escalation)

class BackendHealthAgent(UniversalAutonomousAgent):
    async def observe(self):
        return [
            await self.check_api_endpoints(),
            await self.check_database_connections(),
            await self.monitor_response_times(),
            await self.check_error_rates()
        ]
    
    async def evaluate(self, observations):
        # All endpoints < 200ms: Score++
        # Error rate < 0.1%: Score++
        # DB connections healthy: Score++
        pass
    
    async def plan(self, evaluation):
        # If slow: Add caching
        # If errors: Restart service
        # If DB issues: Scale connection pool
        pass

class DatabaseOptimizationAgent(UniversalAutonomousAgent):
    async def observe(self):
        return [
            await self.analyze_slow_queries(),
            await self.check_index_usage(),
            await self.monitor_table_bloat(),
            await self.check_connection_pool()
        ]
    
    async def plan(self, evaluation):
        # Slow queries → Add indexes
        # Table bloat → Run VACUUM
        # Connection issues → Adjust pool
        pass

class SecurityAuditAgent(UniversalAutonomousAgent):
    async def observe(self):
        return [
            await self.scan_dependencies(),
            await self.check_cors_config(),
            await self.audit_authentication(),
            await self.check_secrets_exposure()
        ]
    
    async def plan(self, evaluation):
        # Vulnerable deps → Update
        # CORS misconfigured → Fix
        # Secrets exposed → Rotate
        pass

Claude Skills Marketplace
├── Development
│   ├── continuous-qa-agent ⭐⭐⭐⭐⭐
│   ├── style-compliance-agent ⭐⭐⭐⭐
│   ├── performance-monitor-agent
│   └── security-audit-agent
│
├── Infrastructure  
│   ├── database-optimizer-agent
│   ├── cost-optimization-agent
│   └── backup-verification-agent
│
├── Business
│   ├── analytics-quality-agent
│   ├── data-pipeline-monitor
│   └── api-sla-guardian
│
└── Custom
    └── create-your-own (template)

# Browse skills
claude skills search "continuous qa"
 
# Install
claude skills install continuous-qa-agent
 
# Configure
claude skills configure continuous-qa-agent \
  --frontend-dir ./clients/frontend \
  --num-clickers 3
 
# Start
claude skills start continuous-qa-agent
 
# Monitor via Claude
# > /skills status continuous-qa-agent

Developer time on bugs/errors: 30%
QA team cost: $240k/year
Release frequency: Weekly
Mean time to fix: 2-4 hours

Developer time on bugs: 5% (6x reduction)
Agent cost: $28k/year (9x cheaper)
Release frequency: Continuous
Mean time to fix: 3-5 minutes (30x faster)

Year 1:
  Development cost: $20k (initial)
  Operating cost: $28k
  Savings: $212k
  ROI: 441%

Year 2+:
  Operating cost: $28k
  Savings: $227k
  ROI: 811%