What is ads-copilot AGENTS.md?

Repository instructions for ADS Copilot, a voice-enabled assistant for Architecture Design Sessions. It has a FastAPI and WebSocket backend, a Next.js frontend, Azure infrastructure files and skills for several Microsoft data platforms.

Use them when developing or validating the FastAPI backend, Next.js frontend, Azure Bicep infrastructure, WebSocket connection or architecture-session skills.

They explain how the backend, frontend, infrastructure and mirrored skills fit together, while listing the available manual validation commands. This helps agents change the right part and check it correctly.

How HaoZhang615/ads-copilot configures Codex and OpenCode

Reuse

Borrowing it

Nothing to install: this file belongs to HaoZhang615/ads-copilot. 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/HaoZhang615/ads-copilot/main/AGENTS.md

Clone the repo

git clone --depth 1 https://github.com/HaoZhang615/ads-copilot

Made for: Codex, OpenCode.

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.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/haozhang615/ads-copilot/agents-md/github.svg)](https://agentmods.dev/instructions/haozhang615/ads-copilot/agents-md)

Your own site

<a href="https://agentmods.dev/instructions/haozhang615/ads-copilot/agents-md"><img src="https://agentmods.dev/badge/instructions/haozhang615/ads-copilot/agents-md/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.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/haozhang615/ads-copilot/agents-md"><img src="https://agentmods.dev/badge/instructions/haozhang615/ads-copilot/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 1,615 This file is loaded in full into every session.

When invoked 1,615 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.

Model	Per session	Once invoked
Fable 5.1	$0.01615	$0.01615
Opus 5.5	$0.00646	$0.00646
Sonnet 5.5	$0.00323	$0.00323
Haiku 4.5	$0.00161	$0.00161

Measured 2mo ago against content hash 8a35756b8006, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ads-copilot AGENTS.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 2mo 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.

AGENTS.md · 131 lines

How it starts

The opening of the file, as written. The whole thing — 131 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

Guidelines for AI agents operating in this repository.

Repository Overview

ADS Copilot — voice-enabled AI copilot for Architecture Design Sessions. FastAPI/WebSocket backend + Next.js 15 frontend. Ships with three domain skills: Azure Databricks, Microsoft Fabric, and Microsoft Foundry.

Backend: app/backend/ — FastAPI, async/await, Copilot SDK agent, WebSocket endpoint
Frontend: app/frontend/ — Next.js 15 / React 19 / Tailwind CSS 4, App Router
Skills: skills/databricks-ads-session/, skills/fabric-ads-session/, skills/foundry-ads-session/ — domain knowledge + Mermaid generators
Mirror skills: .github/skills/ — duplicates for GitHub Copilot discovery (must stay in sync)
Infra: infra/ — Azure Bicep IaC

Build / Lint / Test Commands

No linter, formatter, or test framework is configured. Validation is manual.

Backend

cd app/backend && pip install -r requirements.txt          # Install
python -m uvicorn app.backend.main:app --reload            # Dev server (from repo root)
python -c "import py_compile; py_compile.compile('app/backend/main.py', doraise=True)"  # Compile check

Frontend

cd app/frontend
npm install
npm run dev       # Dev server on :3000
npm run build     # Production build (validates TypeScript + Next.js)

Docker / Azure

cp .env.sample .env && cd app && docker compose up --build   # Local stack
azd auth login && azd up                                      # Azure deployment

Diagram Generator (Skill Scripts)

python skills/databricks-ads-session/scripts/generate_architecture.py --list              # List patterns
python skills/databricks-ads-session/scripts/generate_architecture.py --pattern medallion  # Generate one
python skills/fabric-ads-session/scripts/generate_architecture.py --list                   # Fabric patterns
python skills/foundry-ads-session/scripts/generate_architecture.py --list                  # Foundry patterns
python skills/foundry-ads-session/scripts/generate_architecture.py --pattern baseline-chat  # Generate one

Read the full file on GitHub · 131 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.

2mo ago First seen · 131 lines · 1,615 tokens per session scan A 8a35756b8006

Subscribe to this mod's changes

ads-copilot AGENTS.md is an instructions file published in the GitHub repository HaoZhang615/ads-copilot (2 stars, last pushed 8mo ago), licensed MIT. It adds 1,615 tokens to every session, about $0.0065 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.

architecture azure copilot databricks fastapi mermaid

ads-copilot AGENTS.md next to 6 instructions from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
ads-copilot AGENTS.mdHaoZhang615/ads-copilot	Instructions file	2	8mo ago	MIT	A	1,615	Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	9,719	GitHub Copilot
next.js AGENTS.mdvercel/next.js	Instructions file	143k	yesterday	MIT	A	7,461	Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchain	Instructions file	149k	yesterday	MIT	A	4,680	Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	5,516	GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscode	Instructions file	195k	yesterday	MIT	A	3,093	GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness	Instructions file	274k	2d ago	MIT	A	4,313	Codex, OpenCode

ads-copilot: Instructions file for Codex