AI Coding Agent Collision Analyzer

Replay Claude Code logs to spot conflicts between parallel sessions

Problem

Developers running multiple AI coding agents (like Claude Code) on different tasks often hit conflicts when agents modify the same file, call the same API, or bind the same port simultaneously—leading to hard-to-reproduce bugs. Logs are scattered across sessions, making it difficult to analyze collisions after the fact. Someone even built a tool specifically to replay Claude Code logs and count parallel session collisions, confirming this is a real pain point.

Solution

A lightweight local tool that parses Claude Code (or other agent) session logs, visualizes timelines, flags collisions where the same file/resource is accessed or modified concurrently across sessions, and offers suggestions. Export a collision report to adjust agent scheduling or code structure.

Users

Indie developers and tech leads in small teams using multiple AI coding agents

MVP

Import Claude Code log directory; parse file read/write events and timestamps; simple timeline view highlighting parallel collisions; export Markdown report; runs locally with no upload

Revenue

Free basic tier + paid advanced tier (support more agent types, team collaboration, historical comparison); one-time purchase or subscription

Why now

AI coding agents are rapidly proliferating, multi-agent parallel workflows are becoming the norm, yet debugging tools are almost non-existent—a quick win for indie developers