determinism-guard

Audit codebases for non-deterministic patterns across JavaScript, TypeScript, Python, Go, and Rust.

1|Updated Apr 19, 2026
One-click install
npx skills add https://github.com/oldmangrizzz/REAL_JARVIS --skill determinism-guard
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: determinism-guard
Source: https://github.com/oldmangrizzz/REAL_JARVIS/tree/main/claude-skills/_journey/determinism-guard/.claude/skills/determinism-guard
Command: npx skills add https://github.com/oldmangrizzz/REAL_JARVIS --skill determinism-guard

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Determinism Guard identifies non-deterministic patterns in codebases that can undermine reproducibility in simulations, ML pipelines, games, and scientific computing, enabling reliable replays and consistent testing.

Core Features & Use Cases

  • Static pattern detection across languages (JavaScript/TypeScript, Python, Go, Rust) to flag nondeterministic constructs.
  • Triage-ready reports that classify findings as true positives, guarded, or false positives to minimize false alarms.
  • Language-aware audit scope focusing on deterministic-critical paths and producing actionable remediation guidance for developers.

Quick Start

Ask your agent to run a determinism audit on src/.

Frequently Asked Questions about determinism-guard

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect nondeterministic patterns in my simulation or ML pipeline code?

Detect nondeterministic patterns by running a static code audit that flags RNG usage, clock-based timestamps, and unsorted collections across critical paths. This identifies reproducibility breaks in simulations and ML pipelines without modifying source code.

Does static analysis for reproducibility work across multiple programming languages?

Static analysis for reproducibility works across multiple languages including JavaScript, TypeScript, Python, Go, and Rust. The audit is language-aware, targeting deterministic-critical paths specific to each language's constructs.

What causes nondeterminism in scientific computing and game replays?

Nondeterminism in scientific computing and games is caused by unseeded random number generation, system clock dependencies, and iterating over unsorted collections. These non-deterministic constructs break reliable replays and consistent testing.

How do I audit a codebase for reproducibility issues without changing the source?

Audit a codebase for reproducibility issues using a read-only static analysis tool. It scans source directories, classifies findings as true positives or false alarms, and produces actionable remediation guidance without modifying any files.

Can I get actionable fixes for RNG and timestamp issues found during a determinism audit?

You can get actionable fixes for RNG and timestamp issues through a triage-ready report. The audit classifies nondeterministic findings and provides specific remediation guidance for developers to ensure reproducible code.

When should I use a determinism audit for my codebase?

Use a determinism audit when developing games, simulations, ML pipelines, or scientific computing applications where reliable replays and consistent testing are critical. It spots nondeterministic patterns early to ensure reproducible code.