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T

Nico Möller 2f06fe557a Python : Ollama Connector for Agent Framework (#1104 )

* Initial Commit for Olama Connector

* Added Olama Sample

* Add Sample & Fixed Open Telemetry

* Fixed Spelling from Olama to Ollama

* remove"opentelemetry-semantic-conventions-ai ~=0.4.13" since its handled in a different pr

* Added Tool Calling

* Finalizing test cases

* Adjust samples to be more reliable

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update python/packages/ollama/pyproject.toml

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update python/packages/ollama/tests/test_ollama_chat_client.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Improved Docstrings & Sample

* Update python/packages/ollama/agent_framework_ollama/_chat_client.py

Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

* Integrate PR Feedback
- Divided Streaming and Non-Streaming into independent Methods
- Catch Ollama Validation Error
- Add OTEL Provider Name
- Checked Ollama Messages
- Add Usage Statistics

* Revert setting, so it can be none

* Validate Message formatting between AF and Ollama

* Catch Ollama Error and raise a ServiceResponse Error

* Fix mypy error

* remove .vscode comma

* Add Reasoning support & adjust to new structure

* Add Ollama Multimodality and Reasoning

* Add test cases for reasoning

* Add Tests for Error Handling in Ollama Client

* Update python/samples/getting_started/multimodal_input/ollama_chat_multimodal.py

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>

* Integrated Copilot Feedback

* Implement first PR Feedback

* Adjust Readme files for examples

* Adjust argument passing via additional chat options

* Implemented PR Feedback

* Removing Ollama Package from Core and moving samples

* Fix Link & Adding Samples to Main Sample Readme

* Fixing Links in Readme

* Moved Multimodal and Chat Example

* Fixed Link in ChatClient to Ollama

* Fix AgentFramework Links in Ollama Project

* Fix observability breaking change

---------

Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
Co-authored-by: Eduard van Valkenburg <eavanvalkenburg@users.noreply.github.com>

2f06fe557a · 2025-12-16 15:02:38 +00:00

History

a2a

a2a sample update (#2391 )

2025-11-24 10:57:00 +00:00

anthropic

Python: Anthropic foundry (#2302 )

2025-11-18 16:03:40 +00:00

azure_ai

Capture file IDs from code interpreter in streaming responses (#2741 )

2025-12-11 07:30:19 +00:00

azure_ai_agent

Capture file IDs from code interpreter in streaming responses (#2741 )

2025-12-11 07:30:19 +00:00

azure_openai

Python: Added Azure OpenAI Responses File Search sample + Integration test update (#2645 )

2025-12-05 19:01:48 +00:00

copilotstudio

Agents + Chat Client Samples Doctsring Updates (#1028 )

2025-10-01 07:18:53 +00:00

custom

Agents + Chat Client Samples Doctsring Updates (#1028 )

2025-10-01 07:18:53 +00:00

ollama

Python : Ollama Connector for Agent Framework (#1104 )

2025-12-16 15:02:38 +00:00

openai

Python: [BREAKING] Removed default "store" value (#2443 )

2025-11-25 17:53:08 +00:00

resources

Python: Foundry Agent Completeness (#954 )

2025-10-01 13:38:51 +00:00

README.md

Python: Updated documentation for Azure AI (#2280 )

2025-11-17 19:14:07 +00:00

README.md

Agent Examples

This folder contains examples demonstrating how to create and use agents with different chat clients from the Agent Framework. Each sub-folder focuses on a specific provider and client type, showing various capabilities like function tools, code interpreter, thread management, structured outputs, image processing, web search, Model Context Protocol (MCP) integration, and more.

Examples by Provider

Azure AI Foundry Examples

Folder	Description
`azure_ai_agent/`	Create agents using Azure AI Agent Service (based on `azure-ai-agents` V1 package) including function tools, code interpreter, MCP integration, thread management, and more.
`azure_ai/`	Create agents using Azure AI Agent Service (based on `azure-ai-projects` V2 package) including function tools, code interpreter, MCP integration, thread management, and more.

Microsoft Copilot Studio Examples

Folder	Description
`copilotstudio/`	Create agents using Microsoft Copilot Studio with streaming and non-streaming responses, authentication handling, and explicit configuration options

Azure OpenAI Examples

Folder	Description
`azure_openai/`	Create agents using Azure OpenAI APIs with multiple client types (Assistants, Chat, and Responses clients) supporting function tools, code interpreter, thread management, and more

OpenAI Examples

Folder	Description
`openai/`	Create agents using OpenAI APIs with comprehensive examples including Assistants, Chat, and Responses clients featuring function tools, code interpreter, file search, web search, MCP integration, image analysis/generation, structured outputs, reasoning, and thread management

Anthropic Examples

Folder	Description
`anthropic/`	Create agents using Anthropic models through OpenAI Chat Client configuration, demonstrating tool calling capabilities

Custom Implementation Examples

Folder	Description
`custom/`	Create custom agents and chat clients by extending the base framework classes, showing complete control over agent behavior and backend integration