Security Monitoring Tool

AI Agent Monitor

Real-time monitoring and security analysis for autonomous AI agents. Detect anomalies, track behavior, and ensure safe operations.

Key Features

Real-time Monitoring

Track agent actions, API calls, and decision-making processes in real-time with comprehensive logging.

Anomaly Detection

AI-powered anomaly detection identifies unusual behavior patterns and potential security threats automatically.

Behavior Analysis

Analyze agent behavior patterns, decision trees, and action sequences to ensure alignment with policies.

Security Alerts

Instant notifications for security violations, policy breaches, and suspicious agent activities.

Historical Analysis

Review historical agent behavior, track trends, and identify patterns over time for forensic analysis.

Performance Metrics

Monitor agent performance, resource usage, and efficiency metrics alongside security indicators.

Monitoring Capabilities

Agent Activity Tracking
Comprehensive visibility into agent operations

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

Security Analysis
Advanced threat detection and prevention

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

Quick Start

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"]
})
Dashboard Access

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.

Related Resources

Agent Sandbox
Isolated testing environment
Multi-Agent Security
Secure multi-agent systems
Agentic Security
Comprehensive guide