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An Application Framework for AI Engineering

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**Bug description** According to the [OpenAI Guide](https://platform.openai.com/docs/guides/text#message-roles-and-instruction-following) and the [Model Spec](https://model-spec.openai.com/2025-02-12.html#chain_of_command) the former 'system' role' has now been replaced by the 'developer' role. The o1 range of models reject the...

azure
openai

Closes #4835 As a developer, it would be really helpful to know when the (default) max token count is exceeded, what was the configured max value and what was the...

# APPLICATION FAILED TO START when **create-indices = true** ## Bug description The property `spring.ai.chat.memory.repository.mongo.create-indices = true` causes the following error: ``` *************************** APPLICATION FAILED TO START *************************** Description: An...

bug

This follows the discussion on ticket #3368 This is a draft PR as the work is pretty big, I'll start with the simpler implementations (Embeddings) and finish with the more...

Motivation: We have additional ctx field, so we need this change as an extension point.

Hi, My configuration is: spring-ai-starter-mcp-server-webmvc:1.1.0 spring.ai.mcp.server.protocol = STATELESS spring.ai.mcp.server.type= SYNC McpTool was not scanned in case of AOP. Example: @Service public class CaseMcpTool { @Tool(description = "{Get balance of case...

status: waiting-for-triage

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...

bug
Bedrock

There are critical timing and resolution issues in the Spring AI MCP client auto-configuration that prevent MCP-annotated beans from being properly registered and cause tool callbacks to be resolved prematurely....

bug
MCP

Thank you for taking time to contribute this pull request! You might have already read the [contributor guide][1], but as a reminder, please make sure to: * Add a Signed-off-by...