# Priority Inversion Detector AI Agent Connect

> Detect and resolve priority inversion in real-time systems.

## Overview
- **Category:** system-utilities
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_RA8765qLfd9hYaTvmBczRrThfskskI6iZnt6Gtld/ai-agent-connect
- **Tags:** priority-inversion, real-time, concurrency, scheduling, deadlock-detection

## Description

This MCP server provides deterministic tools to identify and mitigate priority inversion in concurrent systems. Use `analyze_system_state` to detect when high-priority tasks are blocked by low-priority tasks, and `evaluate_resolution_strategies` to simulate the impact of priority inheritance or priority ceiling protocols. You can also use `assess_system_risk_and_fairness` to calculate deadlock probability and Jain's Fairness Index to ensure system stability.

## Tools

### analyze_system_state
Detects active priority inversions and calculates their duration and impact

### assess_system_risk_and_fairness
Quantifies system stability via deadlock probability and Jain's Fairness Index

### evaluate_resolution_strategies
Calculates how different mitigation protocols affect system throughput and priorities

## Prompt Examples

**Prompt:** 
```
Analyze the current system state for priority inversions.
```

**Response:** 
```
The system has one critical inversion: Task A (Priority 10) is blocked by Task C (Priority 2) for 45 seconds, resulting in an impact score of 450.
```

**Prompt:** 
```
What happens if I apply priority inheritance to this task set?
```

**Response:** 
```
Applying priority inheritance will increase throughput by 15% and reduce the high-priority task delay to 5 seconds.
```

**Prompt:** 
```
Is the system currently at risk of a deadlock?
```

**Response:** 
```
The current deadlock risk is 0.02, which is within the safe operating threshold.
```

## Frequently Asked Questions

**How do I detect if a high-priority task is being blocked?**
You can use the `analyze_system_state` tool to identify active inversions and calculate their duration and impact.

**What resolution strategies are supported?**
The server supports `priority_inheritance` and `priority_ceiling` via the `evaluate_resolution_strategies` tool.

**Can I check for deadlock risks?**
Yes, use `assess_system_risk_and_fairness` to calculate the probability of a circular wait condition.
