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Azure Web PubSub Service SDK for Python.
Passed 20 of 22 test cases with the skill, and 15 of 22 without it.
and 2 more in the full report
5 fixed15 passed either way2 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
Write a Python code snippet using the client-side Azure Web PubSub SDK (azure-messaging-webpubsubclient) to handle incoming group messages from group 'chat-room'.
| Checked | Without skill | With skill |
|---|---|---|
| Registers event handler using @client.on("group-message") | Missed | Passed |
| Accesses the group attribute on the event object inside the handler | Passed | Passed |
The instructions your model reads when the skill loads.
Real-time messaging with WebSocket connections at scale.
# Service SDK (server-side)
pip install azure-messaging-webpubsubservice
# Client SDK (for Python WebSocket clients)
pip install azure-messaging-webpubsubclient
AZURE_WEBPUBSUB_HUB=my-hub # Required for all auth methods
AZURE_TOKEN_CREDENTIALS=prod # Required only if DefaultAzureCredential is used in production
🔑 Two rules apply to every code sample below:
- Prefer
DefaultAzureCredential. It works locally (Azure CLI / VS Code / Developer CLI) and in Azure (managed identity, workload identity) with no code change. Avoid connection strings, account/API keys — they bypass Entra audit and rotation.
- Local dev:
DefaultAzureCredentialworks as-is.- Production: set
AZURE_TOKEN_CREDENTIALS=prod(orAZURE_TOKEN_CREDENTIALS=<specific_credential>) to constrain the credential chain to production-safe credentials.- Wrap every client in a context manager so HTTP transports, sockets, and token caches are released deterministically:
- Sync:
with <Client>(...) as client:- Async:
async with <Client>(...) as client:andasync with DefaultAzureCredential() as credential:(fromazure.identity.aio)Snippets may abbreviate this setup, but production code should always follow both rules.
from azure.messaging.webpubsubservice import WebPubSubServiceClient
test cases passed, vs 15 / 22 without
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