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An Application Framework for AI Engineering

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## OpenSearch: Document ID management for AWS OpenSearch Serverless (manageDocumentIds) ### Summary - AWS OpenSearch Serverless vector collections do not allow indexing with custom document IDs (issue: gh-3818). - `OpenSearchVectorStore#doAdd(List)`...

vector store
opensearch
status: waiting-for-feedback

In most cases, when I explicitly tell the model which tool to use, the model can accurately complete the call, but there are a few cases where the tool_resp request...

status: waiting-for-triage

I'm new to both Spring AI and VertexAI so forgive me in advance if I've misunderstood something. When looking in the [documentation](https://docs.spring.io/spring-ai/reference/index.html) of Spring AI, I see that you support...

vector store
vertex
gcp

**Bug description** While input schema generation includes Jackson annotations like `@JsonPropertyDescription`, output schema generation does not. The root cause of this is `JsonSchemaGenerator.internalGenerateFromClass` creating its schema generator config from scratch...

status: waiting-for-triage

**Bug description & Expected Behavior** Enable `generateOutputSchema` to detect and use `@JsonFormat`. Without this support, the MCP server is giving the MCP Inspector an error (confirmed gemini cli also breaks...

status: waiting-for-triage

The `ImageResponse` can have more helpers to convert base64 to binary. Review for ease of use in using the `ImageResponse` Maybe `getResponseFormat` can be an enum instead of a string

design
image models

Please do a quick search on GitHub issues first, there might be already a duplicate issue for the one you are about to create. If the bug is trivial, just...

If the BedrockAwsConnectionProperties#region by default the auto-configuration will try to pick the default region using the `DefaultAwsRegionProviderChain.builder().build()`. Related to #2146 and #3217

Bedrock

When I use the deepseek chat model to call mcp, an error is reported 2025-05-15T22:12:57.519+08:00 ERROR 34807 --- [zfo.ai] [oundedElastic-1] o.s.ai.chat.model.MessageAggregator : Aggregation Error java.lang.IllegalStateException: Error calling tool: [TextContent[audience=null, priority=null,...

deepseek

Please do a quick search on GitHub issues first, the feature you are about to request might have already been requested. **Expected Behavior** I've seen other mcp memory stores in...

enhancement
Chat Memory