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* Python: Enhance Azure AI Search citations with document URLs in Foundry V2 (Responses API) Override _parse_response_from_openai and _parse_chunk_from_openai in RawAzureAIClient to extract get_urls from azure_ai_search_call_output items and enrich url_citation annotations with document-specific URLs. - Non-streaming: first pass collects get_urls, post-processes annotations - Streaming: captures search output state, enriches url_citation events (also handles url_citation annotation type not handled by base class) - Updated V2 sample to demonstrate citation URL extraction - Added 14 unit tests covering extraction, enrichment, and edge cases Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * refactor: rework search citation enrichment to override _inner_get_response - Remove all direct openai/pydantic imports from _client.py - Override _inner_get_response instead of _parse_response_from_openai/_parse_chunk_from_openai - Use closure-local state for streaming instead of instance-level _streaming_search_get_urls - Add _build_url_citation_content helper for streaming url_citation handling - Fix mypy errors by using str(value or '') for Annotation TypedDict fields - Fix docstring to say 'citation' instead of 'url_citation' - Update tests to match new approach Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * fix: handle streaming search citations from output_item.done events The azure_ai_search_call_output item only has populated output data (including get_urls) in the response.output_item.done event, not in the response.output_item.added event. Also removed the search_get_urls guard on url_citation handling so annotations are always produced even if get_urls haven't been captured yet. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * addressed comments * refactor: address PR review - eliminate type: ignore[assignment] pattern Call super()._inner_get_response() independently in each branch instead of once at the top with union type reassignment. Non-streaming uses two-arg super() in the closure; streaming uses cast() for type narrowing. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * refactor: remove defensive patterns per PR review - Replace all getattr() with direct attribute access - Remove cast() for streaming branch, use type: ignore[assignment] - Simplify _build_url_citation_content to use dict access directly - Simplify _extract_azure_search_urls to use item.type/item.output - Handle empty list output from streaming 'added' events - Update tests to match actual runtime types (objects, not dicts) Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com> * mypy fix * small fixes --------- Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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Provider Samples Overview
This directory groups provider-specific samples for Agent Framework.
| Folder | What you will find |
|---|---|
anthropic/ |
Anthropic Claude samples using both AnthropicClient and ClaudeAgent, including tools, MCP, sessions, and Foundry Anthropic integration. |
amazon/ |
AWS Bedrock samples using BedrockChatClient, including tool-enabled agent usage. |
azure_ai/ |
Azure AI Foundry V2 (azure-ai-projects) samples with AzureAIClient, from basic setup to advanced patterns like search, memory, A2A, MCP, and provider methods. |
azure_ai_agent/ |
Azure AI Foundry V1 (azure-ai-agents) samples with AzureAIAgentsProvider, including provider methods and common hosted tool integrations. |
azure_openai/ |
Azure OpenAI samples for Assistants, Chat, and Responses clients, with examples for sessions, tools, MCP, file search, and code interpreter. |
copilotstudio/ |
Microsoft Copilot Studio agent samples, including required environment/app registration setup and explicit authentication patterns. |
custom/ |
Framework extensibility samples for building custom BaseAgent and BaseChatClient implementations, including layer-composition guidance. |
foundry_local/ |
Foundry Local samples using FoundryLocalClient for local model inference with streaming, non-streaming, and tool-calling patterns. |
github_copilot/ |
GitHubCopilotAgent samples showing basic usage, session handling, permission-scoped shell/file/url access, and MCP integration. |
ollama/ |
Local Ollama samples using OllamaChatClient (recommended) plus OpenAI-compatible Ollama setup, including reasoning and multimodal examples. |
openai/ |
OpenAI provider samples for Assistants, Chat, and Responses clients, including tools, structured output, sessions, MCP, web search, and multimodal tasks. |
Each folder has its own README with setup requirements and file-by-file details.