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Integrate cutting-edge LLM technology quickly and easily into your apps

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We are looking to pass in user information for our Chat Completion calls, is there any documentation on how to pass in additional parameters like this to our Azure Open...

triage

ITextSearch accepts TextSearchOptions, which currently has an optional TextSearchFilter, which relies on the legacy non-LINQ vector search filtering feature. We need to modify it to use the new search interface....

.NET
memory connector
memory
Build
msft.ext.vectordata

--- name: Agent Memory; AIContextProvider implementation for Python about: Update the SK Python SDK to add the C# equivalent of AIContextProviders --- Related to #10562 that is stale and #10100...

.NET
python
stale

--- name: Magentic orchestration to take a MagenticContext as an input --- Currently, the Magentic orchestration doesn't allow users to pass a chat history to invoke the orchestration. This limits...

stale
multi-agent

The call to LLM comes back with empty message at sometimes. It's not making any tool calls or giving any response - comes back back with empty response. this works...

.NET
triage

…ync support ### Motivation and Context This change is required to enable Semantic Kernel users to store and retrieve embeddings using Oracle databases. Currently, Semantic Kernel supports vector storage for...

python
msft.ext.vectordata

**Describe the bug** The schema sent to the model for the tools when adding a [PromptTemplateConfig ](https://github.com/microsoft/semantic-kernel/blob/7d72f890f6598183ecbefbe31fdb2fb73e2a8775/python/semantic_kernel/prompt_template/prompt_template_config.py#L22)as a KernelFunction is incorrect. [PromptTemplateConfig.get_kernel_parameter_metadata](https://github.com/microsoft/semantic-kernel/blob/7d72f890f6598183ecbefbe31fdb2fb73e2a8775/python/semantic_kernel/prompt_template/prompt_template_config.py#L79) creates a KernelParameterMetadata, setting [type_ = InputVariable.json_schema](https://github.com/microsoft/semantic-kernel/blob/7d72f890f6598183ecbefbe31fdb2fb73e2a8775/python/semantic_kernel/prompt_template/prompt_template_config.py#L86). Then,...

bug
.NET
python
stale

**Describe the bug** When invoking a single AzureAIAgent with an MCP-tool calling capability via Semantic Kernel (SK) for multiple sequential function calls, the agent hallucinates and produces inaccurate function arguments...

bug
.NET
python
stale

**Describe the bug** When you instantiate a ChatCompletionAgent with KernelArguments (for example to enforce a Pydantic response schema), the registered MCP plugin is completely ignored. No function calls are emitted...

bug
python
stale

**Describe the bug** In projects with `enable` when using `AllowStrictSchemaAdherence` the schema does not add "null" for nullable parameters. For example a plugin function : `void MyFunction(string? something)` will generate...

bug
.NET
stale