agent-inspector 1.0.0

CLI launcher for Cylestio Perimeter with default OpenAI and Anthropic configs

Agent Inspector

Debug, trace, and evaluate agent risk and behavior in real-time.

Agent Inspector gives you instant visibility into your AI agents with ready-to-run profiles for OpenAI and Anthropic. Start a local proxy and live tracing dashboard with a single command.

Ideal for development-time evaluation and for running alongside your test suite (including CI).

Installation

Install via pipx (recommended):

pipx install agent-inspector

Or via pip:

pip install agent-inspector

Or run directly with uvx:

uvx agent-inspector

Quick Start

Launch Agent Inspector for your provider:

# For OpenAI
agent-inspector openai

# For Anthropic
agent-inspector anthropic

This starts:

• A proxy server on port 4000 (configurable)
• A live trace dashboard on port 7100 (configurable)

Point your AI application to http://localhost:4000 and start monitoring immediately.

Usage

Basic Commands

# Launch with default settings
agent-inspector openai

# Override ports
agent-inspector openai --port 8000 --trace-port 9090

# View bundled configurations
agent-inspector --show-configs

# Get help
agent-inspector --help

Configuration

Agent Inspector comes with preconfigured profiles for OpenAI and Anthropic. Each profile includes:

• Local proxy settings
• Streaming trace interceptor for real-time analytics
• Sensible logging defaults

Features

Live Tracing & Debugging

• Streaming live trace of sessions, tool executions, and messages for instant debugging
• Real-time token usage and duration tracking
• Tool usage monitoring
• Health badges and status indicators

Risk Analytics

Evaluate agent risk across four categories:

• Resource Management: Token usage, session duration, and tool call patterns
• Environment & Supply Chain: Model versions and tool adoption
• Behavioral Stability: Consistency and predictability scoring
• Privacy & PII: Automated detection of sensitive data exposure

PII Detection (Microsoft Presidio)

• Scan prompts, messages, and tool inputs for sensitive data
• Confidence scoring on each finding
• Session-level and aggregate reporting

Session Intelligence

• Step-by-step timeline of model calls and tool executions
• Behavioral pattern analysis and outlier detection
• Deep drill-downs for rapid debugging and triage

Dependencies

Agent Inspector is built on:

• cylestio-perimeter - Agent monitoring infrastructure
• Microsoft Presidio - PII detection and analysis

License

Apache License - see LICENSE for details