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BC azure-openai-to-responses

Shift Python apps dem from Azure OpenAI Chat Completions go Responses API. E cover AzureOpenAI/AsyncAzureOpenAI client shift go v1 endpoint, streaming, tools, structured output, multi-turn, EntraID auth, plus model compatibility checks. Na Python-focused, Azure OpenAI-specific. USE FOR: shift go responses API, change from chat completions, openai responses, upgrade openai SDK, responses API migration, move from completions go responses, gpt-5 migration, azure openai python migration, chat completions go responses, AzureOpenAI go OpenAI client, python azure openai upgrade. DO NOT USE FOR: build new apps from scratch (start with responses directly), Node/TypeScript/C#/Java/Go migrations (dis skill na Python-only), Azure infrastructure setup (use azure-prepare), deploy models (use microsoft-foundry).

microsoft/ai-agents-for-beginners Agent Skills author: microsoft MIT 4 files body ≈ 5 794 tokens Open the sourcegithub.com↗ analyzed 6 d ago

Shift Python apps dem from Azure OpenAI Chat Completions go Responses API.

As a process C 63/100 · Has gaps — References files that are not bundled: ../../../../../.agents/skills/azure-openai-to-responses/scripts/detect_legacy.py

IntegrationAzureGitHubInfrastructureAI and agentsSoftware developmenttype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
B
91/100
safety, quality, tests
Safety 60%
100
Quality 40%
77
Run on models
none yet
Process rating
C
63/100
Has gaps
References files that are not bundled: ../../../../../.agents/skills/azure-openai-to-responses/scripts/detect_legacy.py
Tools and files w 18
0
Progress reporting w 2
0
When it triggers w 12
50
the three weakest of ten parameters · all ten

How to improve

  1. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  2. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 4. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning body-long SKILL.md body ≈ 5794 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: ../../../../../.agents/skills/azure-openai-to-responses/scripts/detect_legacy.py
  • note edit-residue the text marks something as outdated (lines 231, 233, 236, 414): check that old rules are not kept next to new ones — the full check reads the text for contradictions

Process rating: all ten parameters 63/100

Will not run. References files that are not bundled: ../../../../../.agents/skills/azure-openai-to-responses/scripts/detect_legacy.py
  • 0Tools and files. 1 referenced file(s) missing: ../../../../../.agents/skills/azure-openai-to-responses/scripts/detect_legacy.py
  • 0Progress reporting. Says nothing while it works
  • 50When it triggers. No condition that starts the skill
  • 60Failures and branches. 2 branches
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 70Execution cost. Instruction body is 5794 tokens
  • 85Steps. 92 steps, 3 vague phrases
  • 100Result and completion. Output format and completion criterion are stated
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. Mutating operations check current state
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 13 top-level sections: this looks like several domains in one skill

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +3Description length 808: 120–800 characters recommended
  • +2Single-language instructions
  • +4Description says when NOT to use the skill
  • +4Structure: 36 headings
  • +3Step-by-step instructions: 92 items
  • +3Output format is stated explicitly
  • +4Has examples (5 code blocks)
  • +4Reference files are cited in the instructions (3 of 3)
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 77.