Arbor copilot-instructions.md

Arbor copilot-instructions.md is an instructions file for GitHub Copilot from advaitgore/Arbor. It costs 504 tokens per session, scanned A, original, MIT.

Repository instructions that tell an AI coding assistant what the product does, which technologies it uses, and which development rules to follow. The project is an MVP for letting organizations control and audit purchases requested by software agents.

In plain words
What is it for?
Use them when building or changing the FastAPI, React, TypeScript, and PostgreSQL application. They guide work on organizations, agents, spending mandates, purchase requests, decisions, and audit records.
Why use it?
They keep the assistant aligned with the product’s limited scope and existing code style. This reduces invented features, unnecessary dependencies, and inconsistent architecture.

Instructions file for GitHub Copilot

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add instructions/advaitgore/arbor/copilot-instructions
Clone the repo
git clone --depth 1 https://github.com/advaitgore/Arbor

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.

agentmods badge for Arbor copilot-instructions.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/advaitgore/arbor/copilot-instructions.svg)](https://agentmods.dev/instructions/advaitgore/arbor/copilot-instructions)
Your own site
<a href="https://agentmods.dev/instructions/advaitgore/arbor/copilot-instructions"><img src="https://agentmods.dev/badge/instructions/advaitgore/arbor/copilot-instructions.svg" alt="Measured on agentmods" height="20"></a>
Per session 504 This file is loaded in full into every session.
When invoked 504 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.00504 $0.00504
Opus 5 $0.00252 $0.00252
Sonnet 5 $0.00101 $0.00101
Haiku 4.5 $0.00050 $0.00050

Measured 3d ago against content hash 4eb53b63041f, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

Arbor 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 3d 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.

.github/copilot-instructions.md · 82 lines

How it starts

The opening of the file, as written. The whole thing — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Copilot instructions

Product

This repository is an MVP for autonomous agent purchasing infrastructure.

The product allows:

  • organizations to create agents,
  • operators to define spending mandates for agents,
  • agents to submit purchase requests,
  • the system to evaluate requests against policy,
  • the app to log decisions and audit events.

This is not a full bank, exchange, or wallet product. Do not introduce credits, FX, real payment rails, or compliance-heavy features unless explicitly requested.

Tech stack

  • Backend: FastAPI, Pydantic, PostgreSQL
  • Frontend: React, TypeScript, Vite, Tailwind, shadcn/ui
  • Keep dependencies minimal.

MVP priorities

Prioritize:

  1. simple end-to-end flows,
  2. clarity,
  3. maintainability,
  4. explicit validation,
  5. clean data models,
  6. fast iteration.

Prefer boring and explicit code over clever abstractions.

Core domain entities

  • Organization
  • User
  • Agent
  • Mandate
  • PurchaseRequest
  • Decision
  • AuditEvent

Architecture rules

  • Keep one responsibility per file.
  • Reuse existing patterns before creating new ones.
  • Do not invent new abstractions unless repetition clearly justifies them.
  • Keep functions short and easy to read.
  • Prefer service-layer logic over fat route handlers.
  • Prefer explicit schemas and typed interfaces before implementation.
  • Do not modify unrelated files.
  • If a task is ambiguous, propose a short plan before coding.

Backend rules

  • Use Pydantic models for request/response validation.
  • Keep route handlers thin.
  • Put business logic in services.
  • Validate all external input.
  • Return consistent JSON responses.
  • Write simple, explicit error handling.

Frontend rules

  • Use TypeScript strictly.
  • Build small reusable components.
  • Prefer simple local state for MVP.
  • Do not add global state libraries unless explicitly necessary.
  • Prioritize clarity and professional polish.
  • Avoid flashy UI and generic AI-dashboard design.

Code quality

  • Avoid duplicate helpers and duplicate business logic.
  • Preserve existing behavior during refactors.
  • Add tests for important logic when relevant.
  • Keep comments minimal and useful.
  • Use clear names over short names.
  • Do not leave dead code, commented-out code, or placeholder TODO logic.

Read the full file on GitHub · 82 lines

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. 3d ago First seen · 82 lines · 504 tokens per session scan A 4eb53b63041f

Subscribe to this mod's changes

Arbor copilot-instructions.md is an instructions file published in the GitHub repository advaitgore/Arbor (0 stars, last pushed 2mo ago), licensed MIT. It adds 504 tokens to every session, about $0.0025 per session on Opus 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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