agent-framework-azure-ai-py

Build Azure AI Foundry agents using the Microsoft Agent Framework Python SDK (agent-framework-azure-ai). Use when creating persistent agents with AzureAIAgentsProvider, using hosted tools (code int...

100.00x

Quality

88%

Does it follow best practices?

Impact

100%

100.00x

Average score across 3 eval scenarios

Securityby

Advisory

Suggest reviewing before use

Evaluation results

100%

Project Pipeline Assistant

Function tools with parameter annotations

Criteria

Without context

With context

AzureAIAgentsProvider import

100%

Credential import source

100%

Functions passed directly to tools

100%

Annotated parameter syntax

100%

Annotated from typing

100%

Field from pydantic

100%

Credential context manager

100%

Provider context manager

100%

Without context: $0.6038 · 5m 53s · 32 turns · 39 in / 6,821 out tokens

With context: $0.2654 · 3m 46s · 17 turns · 437 in / 2,897 out tokens

100%

Competitive Intelligence Agent

Hosted tools and streaming responses

Criteria

Without context

With context

HostedCodeInterpreterTool import

100%

HostedWebSearchTool import

100%

WebSearchTool name param

100%

run_stream usage

100%

async for streaming loop

100%

chunk.text check

100%

AzureAIAgentsProvider context manager

100%

AzureAIAgentsProvider import source

100%

Without context: $0.1570 · 1m 49s · 10 turns · 14 in / 3,197 out tokens

With context: $0.3752 · 3m 35s · 21 turns · 285 in / 3,220 out tokens

100%

96%

Sales Performance Analysis Chatbot

Multi-turn threads and structured output

Criteria

Without context

With context

get_new_thread usage

100%

thread passed to run

100%

conversation_id accessed

40%

100%

Pydantic BaseModel for output

100%

ConfigDict extra=forbid

100%

response_format on run()

100%

model_validate_json parsing

100%

ConfigDict import

100%

Without context: $0.6146 · 5m 53s · 31 turns · 30 in / 9,489 out tokens

With context: $0.2425 · 2m 29s · 14 turns · 279 in / 2,986 out tokens

Repository: boisenoise/skills-collections
Commit: 5c5ae21

Evaluated: 17 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Project Pipeline Assistant Competitive Intelligence Agent Sales Performance Analysis Chatbot

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