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Stephen Collins.tech

Studying how codebases actually behave.

We build tools and run analyses at the intersection of software complexity, codebase health, and AI-generated code. This org is where that work lives in the open.


Recent OSS Analyses

Last updated: 2026-03-24 · Full analysis archive

Repository Highest Risk Function Score
colinhacks/zod convertBaseSchema 21.3
FlowiseAI/Flowise OpenAIAssistant 21.2
react-hook-form createFormControl 20.6
tldraw/tldraw Editor 19.3
styled-components sanitizeCSS 15.4

What We Study

Area Description
Structural complexity The 20% of functions causing 80% of bugs, incidents, and slowdowns
AI-generated code How Copilot, Claude, and coding agents change codebase structure over time
OSS health over time Longitudinal complexity drift in major open source projects
Agentic codebases What happens to a codebase when agents write most of it

Recent Writing


Open Artifacts

  • hall-of-fame/ — Legendary gnarly functions from OSS history, analyzed
  • ai-code-studies/ — Research into AI-generated code patterns and failure cases

The Tool

Hotspots finds the riskiest functions in any repo — the ones with high complexity and high churn that cause most of your bugs and slowdowns.

macOS

brew install Stephen-Collins-tech/tap/hotspots
hotspots analyze .

Linux

curl -fsSL https://raw.githubusercontent.com/Stephen-Collins-tech/hotspots/main/install.sh | sh
hotspots analyze .

Also in this org

  • ts-validator — Rust-based static analysis for runtime type safety in TypeScript
  • intent-kit — Intent-driven workflow library for LLMs

hotspots.dev · Blog · GitHub

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  1. hotspots hotspots Public

    Find the riskiest code in any repo. A CLI for surfacing complexity hotspots and refactor targets.

    Rust 2

Repositories

Showing 7 of 7 repositories

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