ZavaShop on AKS and Azure Container Apps is a hands-on lab for delivering a multi-agent retail supply-chain application from requirements through deployment. It demonstrates a team of six GitHub Copilot custom coding agents working across specifications, application code, MCP servers, tests, infrastructure, and CI. The catalogue entries define the agents, skills, and instructions used in that workflow.
Borrowing it
Nothing to install: this file belongs to microsoft/AKS-Lab-GitHubCopilot. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/microsoft/AKS-Lab-GitHubCopilot/main/.github/instructions/agent-framework.instructions.mdgit clone --depth 1 https://github.com/microsoft/AKS-Lab-GitHubCopilotWrote 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.
[](https://agentmods.dev/instructions/microsoft/aks-lab-githubcopilot/agent-framework)<a href="https://agentmods.dev/instructions/microsoft/aks-lab-githubcopilot/agent-framework"><img src="https://agentmods.dev/badge/instructions/microsoft/aks-lab-githubcopilot/agent-framework/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.
<a href="https://agentmods.dev/instructions/microsoft/aks-lab-githubcopilot/agent-framework"><img src="https://agentmods.dev/badge/instructions/microsoft/aks-lab-githubcopilot/agent-framework.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.01227 | $0.01227 |
| Opus 5.5 | $0.00491 | $0.00491 |
| Sonnet 5.5 | $0.00245 | $0.00245 |
| Haiku 4.5 | $0.00123 | $0.00123 |
Grade A, and why
AKS-Lab-GitHubCopilot agent-framework.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 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.
How it starts
The opening of the file, as written. The whole thing — 128 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Microsoft Agent Framework + GitHub Copilot SDK conventions
Imports
from agent_framework import AgentResponse, FunctionTool, tool
from agent_framework.github import GitHubCopilotAgent, GitHubCopilotOptions
from copilot.generated.rpc import PermissionDecisionApproveOnce
from copilot.session import PermissionRequestResult
from src.shared.copilot import build_copilot_client
For MCP servers (FastMCP, not agents):
from mcp.server.fastmcp import FastMCP
Model
Every agent in this repo uses GitHubCopilotAgent with GitHubCopilotOptions(model="gpt-5.5"). Enforced — do not introduce AzureOpenAIChatClient, OpenAIChatClient, GitHubCopilotChatClient, or ChatAgent(client=...). If a future lab needs a different model, add it via config but keep gpt-5.5 as the default.
Building an agent
agent.py exposes exactly one factory returning a _RunnableAgent adapter (so make_app only needs .run(message)):
def _approve_all(_req: object, _ctx: dict[str, str]) -> PermissionRequestResult:
return PermissionDecisionApproveOnce()
async def build_agent(settings: Settings) -> _RunnableAgent:
agent = GitHubCopilotAgent(
instructions=SYSTEM_PROMPT,
client=build_copilot_client(),
name="inventory",
description="ZavaShop inventory specialist (...).",
tools=list(TOOLS), # usually [] — MCP is wired below
default_options=GitHubCopilotOptions(
model=settings.copilot_model,
timeout=settings.copilot_timeout_seconds,
on_permission_request=_approve_all,
mcp_servers={
"inventory": {
"type": "http",
"url": settings.inventory_mcp_url,
"tools": ["*"],
"timeout": int(settings.copilot_timeout_seconds * 1000),
},
},
),
)
return _RunnableAgent(agent=agent)
client=build_copilot_client() is mandatory so the lab GITHUB_TOKEN is passed explicitly to the Copilot SDK. on_permission_request=_approve_all is also mandatory. Without it the SDK denies every tool call and the LLM silently reports "all specialists rejected the request". mcp_servers[*].timeout is milliseconds, unlike GitHubCopilotOptions.timeout, which is seconds.
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 · 128 lines · 1,227 tokens per session scan A 62a063b93c4f
AKS-Lab-GitHubCopilot agent-framework.instructions.md is an instructions file published in the GitHub repository microsoft/AKS-Lab-GitHubCopilot (10 stars, last pushed 8d ago), licensed MIT. It adds 1,227 tokens to every session, about $0.0049 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.
AKS-Lab-GitHubCopilot agent-framework.instructions.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| AKS-Lab-GitHubCopilot agent-framework.instructions.mdmicrosoft/AKS-Lab-GitHubCopilot | Instructions file | 10 | 8d ago | MIT | A | 1,227 | GitHub Copilot |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
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| 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 |