AI Agent Monitor
Real-time monitoring and security analysis for autonomous AI agents. Detect anomalies, track behavior, and ensure safe operations.
Key Features
Track agent actions, API calls, and decision-making processes in real-time with comprehensive logging.
AI-powered anomaly detection identifies unusual behavior patterns and potential security threats automatically.
Analyze agent behavior patterns, decision trees, and action sequences to ensure alignment with policies.
Instant notifications for security violations, policy breaches, and suspicious agent activities.
Review historical agent behavior, track trends, and identify patterns over time for forensic analysis.
Monitor agent performance, resource usage, and efficiency metrics alongside security indicators.
Monitoring Capabilities
API Call Monitoring
Track all external API calls, parameters, and responses
Decision Logging
Record agent reasoning and decision-making processes
Resource Access
Monitor file system, database, and network access
Tool Usage
Track which tools and functions agents invoke
Prompt Injection Detection
Identify attempts to manipulate agent behavior
Policy Violation Alerts
Detect actions that violate security policies
Data Exfiltration Prevention
Monitor for unauthorized data access or transmission
Behavioral Anomalies
ML-based detection of unusual agent patterns
Installation & Usage
1. Install the Agent Monitor
pip install ai-agent-monitor
2. Initialize Monitoring
from agent_monitor import AgentMonitor
monitor = AgentMonitor(
agent_id="my-agent",
log_level="INFO",
alert_webhook="https://your-webhook.com"
)
# Wrap your agent
monitored_agent = monitor.wrap(your_agent)
3. Configure Security Policies
monitor.add_policy({
"max_api_calls_per_minute": 100,
"allowed_domains": ["api.example.com"],
"forbidden_actions": ["delete_database"],
"require_approval": ["financial_transaction"]
})
Access the web-based monitoring dashboard to view real-time agent activity, security alerts, and analytics.
agent-monitor dashboard --port 8080
Then navigate to http://localhost:8080 to view the dashboard.
Download AI Agent Monitor
Get started with comprehensive agent monitoring and security analysis.