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/skills/pydantic-contracts/SKILL.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/skills/microsoft/aks-lab-githubcopilot/pydantic-contracts)<a href="https://agentmods.dev/skills/microsoft/aks-lab-githubcopilot/pydantic-contracts"><img src="https://agentmods.dev/badge/skills/microsoft/aks-lab-githubcopilot/pydantic-contracts/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/skills/microsoft/aks-lab-githubcopilot/pydantic-contracts"><img src="https://agentmods.dev/badge/skills/microsoft/aks-lab-githubcopilot/pydantic-contracts.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 | $0.00000 | $0.00447 |
| Opus 5.5 | $0.00000 | $0.00179 |
| Sonnet 5.5 | $0.00000 | $0.00089 |
| Haiku 4.5 | $0.00000 | $0.00045 |
Grade A, and why
pydantic-contracts 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.
What it actually says
Skill: Pydantic Contracts (process boundary)
Any data crossing HTTP, A2A, MCP, or a queue is a frozen Pydantic v2 model.
A2A envelope (in src/shared/server.py)
from pydantic import BaseModel, ConfigDict, Field
class InvokeRequest(BaseModel):
model_config = ConfigDict(frozen=True, extra="forbid")
run_id: str = Field(min_length=1, max_length=64)
goal: str = Field(min_length=1, max_length=4000)
context: dict[str, str] = Field(default_factory=dict)
class InvokeResponse(BaseModel):
model_config = ConfigDict(frozen=True)
run_id: str
output: str
tool_calls: list[str] = Field(default_factory=list)
Orchestrator workflow contracts
class Goal(BaseModel):
model_config = ConfigDict(frozen=True)
goal: str
sku: str | None = None
store_id: str | None = None
class Plan(BaseModel):
model_config = ConfigDict(frozen=True)
stock_view: str
price_view: str
po_view: str
shipping_view: str
summary: str
Per-agent tool inputs
Each agent's tools.py defines its own pair. Examples:
class StockQuery(BaseModel):
model_config = ConfigDict(frozen=True)
sku: str
locations: list[str]
class LocationStock(BaseModel):
model_config = ConfigDict(frozen=True)
location: str
on_hand: int
reorder_point: int
class StockReport(BaseModel):
model_config = ConfigDict(frozen=True)
sku: str
items: list[LocationStock]
Rules
extra="forbid"on all request models.frozen=Trueon all models — agents and tools should never mutate inputs.- No bare
dict/Anyin tool signatures.# noqa: ANN401only with a written reason.
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 · 73 lines · 0 tokens per session scan A 359d0bbe05bd
pydantic-contracts is a skill published in the GitHub repository microsoft/AKS-Lab-GitHubCopilot (10 stars, last pushed 8d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 447 tokens. 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.
pydantic-contracts compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| pydantic-contractsmicrosoft/AKS-Lab-GitHubCopilot | Skill | 10 | 8d ago | MIT | A | 0 | Claude Code, Codex |
| fastapi-patternsaffaan-m/ECC | Skill | 298k | 4d ago | MIT | A | 35 | Claude Code, Kiro |
| stripe-projectse2b-dev/E2B | Skill | 15k | yesterday | Apache-2.0 | A | 51 | Claude Code, Codex |
| azure-mgmt-botservice-pymicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 59 | Claude Code |
| azure-messaging-webpubsubservice-pymicrosoft/skills | Skill | 3.2k | yesterday | MIT | A | 64 | Claude Code |
| azure-messaging-webpubsubservice-pybenjaminasterA/antigravity-awesome-skills | Skill | 461 | yesterday | MIT | A | 0 | Claude Code, Codex |
| azure-appconfiguration-pybenjaminasterA/antigravity-awesome-skills | Skill | 461 | yesterday | MIT | A | 0 | Claude Code, Codex |