non_deterministic_sw_eng: Instructions file for GitHub Copilot

04-context-engineering/copilot-instructions/.github/copilot-instructions.md

non_deterministic_sw_eng copilot-instructions.md is an instructions file for GitHub Copilot from popoloni/non_deterministic_sw_eng. It costs 422 tokens per session, scanned A, original, MIT.

Project instructions for GitHub Copilot when working on a TypeScript and React e-commerce platform with a Node.js backend and PostgreSQL database.

In plain words
What is it for?
Adding or changing frontend components, backend endpoints, database-related code, and tests while following the project’s required standards.
Why use it?
They give the coding agent consistent rules for types, components, APIs, validation, testing, authentication, and security.

Instructions file for GitHub Copilot

Written for GitHub Copilot: a Copilot instructions file.

This is popoloni/non_deterministic_sw_eng's own configuration. It tells GitHub Copilot how to work on non_deterministic_sw_eng itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything non_deterministic_sw_eng configures →

Reuse

Borrowing it

Nothing to install: this file belongs to popoloni/non_deterministic_sw_eng. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/popoloni/non_deterministic_sw_eng/main/04-context-engineering/copilot-instructions/.github/copilot-instructions.md
Clone the repo
git clone --depth 1 https://github.com/popoloni/non_deterministic_sw_eng

Made for: GitHub Copilot.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

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README.md
[![agentmods](https://agentmods.dev/badge/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions/github.svg)](https://agentmods.dev/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions)
Your own site
<a href="https://agentmods.dev/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for non_deterministic_sw_eng copilot-instructions.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/popoloni/non_deterministic_sw_eng/copilot-instructions.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 422 This file is loaded in full into every session.
When invoked 422 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00422 $0.00422
Opus 5.5 $0.00169 $0.00169
Sonnet 5.5 $0.00084 $0.00084
Haiku 4.5 $0.00042 $0.00042

Measured 1mo ago against content hash 86d3d1d9dd3f, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

non_deterministic_sw_eng copilot-instructions.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

04-context-engineering/copilot-instructions/.github/copilot-instructions.md · 70 lines

What it actually says

GitHub Copilot Instructions

This file provides project-wide instructions for GitHub Copilot.

Project Overview

E-commerce platform built with:

  • Frontend: React 18, TypeScript, TailwindCSS
  • Backend: Node.js 20, Express 4, TypeScript
  • Database: PostgreSQL 16 with Prisma ORM
  • Auth: OAuth2 with JWT tokens

Code Standards

TypeScript

  • Use strict mode, avoid any types
  • All functions require explicit return types
  • Use interfaces for object shapes
  • Prefer const over let

React

  • Functional components only (no class components)
  • Use custom hooks for shared logic
  • Props interfaces named {ComponentName}Props
  • Use React Query for server state management

API Design

  • RESTful endpoints following naming conventions
  • Use zod schemas for request validation
  • Standardized error responses
  • All endpoints require authentication unless explicitly public

Testing Requirements

  • Minimum 80% coverage for new code
  • Table-driven tests for utilities
  • Integration tests for API endpoints
  • Use React Testing Library for components

Security Requirements

  • Validate all user input at API boundary
  • Use parameterized queries only
  • Never hardcode secrets
  • Sanitize output for XSS prevention

Key Patterns

API Calls

// Use the API service, never raw fetch
import { api } from '@/services/api';
const users = await api.users.list();

Error Handling

import { ApplicationError, ErrorCode } from '@/errors';
throw new ApplicationError(ErrorCode.NOT_FOUND, 'User not found');

Reference Files

  • Component example: src/components/UserProfile/
  • Service pattern: src/services/authService.ts
  • Test example: src/utils/__tests__/
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 70 lines · 422 tokens per session scan A 86d3d1d9dd3f

Subscribe to this mod's changes

non_deterministic_sw_eng copilot-instructions.md is an instructions file published in the GitHub repository popoloni/non_deterministic_sw_eng (7 stars, last pushed 10mo ago), licensed MIT. It adds 422 tokens to every session, about $0.0017 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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