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The following commit(s) were added to refs/heads/main by this push:
     new 68de82e65032 CAMEL-24767: camel-ai - toolSearchStrategy enum values 
should match the enum constants (#28528)
68de82e65032 is described below

commit 68de82e6503286d2a2adf15bc691f6964f199fa4
Author: Claus Ibsen <[email protected]>
AuthorDate: Mon Oct 26 20:21:59 2026 +0100

    CAMEL-24767: camel-ai - toolSearchStrategy enum values should match the 
enum constants (#28528)
    
    The toolSearchStrategy option in camel-langchain4j-agent, camel-openai and
    camel-spring-ai-chat documented the enum values as keyword,vector while the
    AiToolSearchStrategy enum constants are KEYWORD,VECTOR. This is not tooling
    friendly, for example camel-spring-boot generated 
AiToolSearchStrategy.keyword
    which does not compile.
    
    Co-authored-by: Claude Opus 5.5 (1M context) <[email protected]>
---
 .../catalog/components/langchain4j-agent.json      |  8 ++---
 .../org/apache/camel/catalog/components/llm.json   |  4 +--
 .../apache/camel/catalog/components/openai.json    |  4 +--
 .../camel/catalog/components/spring-ai-chat.json   |  4 +--
 .../catalog/docs/langchain4j-agent-component.adoc  |  2 +-
 .../org/apache/camel/catalog/docs/openai-mcp.adoc  |  4 +--
 .../catalog/docs/spring-ai-chat-component.adoc     |  2 +-
 .../langchain4j/agent/langchain4j-agent.json       |  8 ++---
 .../src/main/docs/langchain4j-agent-component.adoc |  2 +-
 .../agent/LangChain4jAgentConfiguration.java       |  8 ++---
 .../agent/LangChain4jAgentProducer.java            |  2 +-
 .../agent/LangChain4jAgentToolSearchTest.java      |  2 +-
 .../org/apache/camel/component/openai/llm.json     |  4 +--
 .../org/apache/camel/component/openai/openai.json  |  4 +--
 .../camel-openai/src/main/docs/openai-mcp.adoc     |  4 +--
 .../component/openai/OpenAIConfiguration.java      |  8 ++---
 .../camel/component/openai/OpenAIToolSearch.java   |  2 +-
 .../component/openai/OpenAIToolSearchMockTest.java |  4 +--
 .../component/springai/chat/spring-ai-chat.json    |  4 +--
 .../src/main/docs/spring-ai-chat-component.adoc    |  2 +-
 .../springai/chat/SpringAiChatConfiguration.java   |  8 ++---
 .../springai/chat/SpringAiToolSearch.java          |  2 +-
 .../springai/chat/SpringAiChatToolSearchTest.java  |  2 +-
 .../Langchain4jAgentComponentBuilderFactory.java   |  8 ++---
 .../LangChain4jAgentEndpointBuilderFactory.java    | 16 ++++-----
 .../endpoint/dsl/OpenAIEndpointBuilderFactory.java | 42 +++++++++++-----------
 .../dsl/SpringAiChatEndpointBuilderFactory.java    | 16 ++++-----
 27 files changed, 88 insertions(+), 88 deletions(-)

diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/langchain4j-agent.json
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/langchain4j-agent.json
index 57a6dbc6cac5..725bac3f9159 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/langchain4j-agent.json
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/langchain4j-agent.json
@@ -36,9 +36,9 @@
     "outputClass": { "index": 9, "kind": "property", "displayName": "Output 
Class", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.Class<java.lang.Object>", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Java class to use for 
structured output. Camel deriv [...]
     "tags": { "index": 10, "kind": "property", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolSearch": { "index": 11, "kind": "property", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and re [...]
-    "toolSearchEmbeddingModel": { "index": 12, "kind": "property", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Lan [...]
+    "toolSearchEmbeddingModel": { "index": 12, "kind": "property", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Lan [...]
     "toolSearchMaxResults": { "index": 13, "kind": "property", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned  [...]
-    "toolSearchStrategy": { "index": 14, "kind": "property", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"co [...]
+    "toolSearchStrategy": { "index": 14, "kind": "property", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"co [...]
     "autowiredEnabled": { "index": 15, "kind": "property", "displayName": 
"Autowired Enabled", "group": "advanced", "label": "advanced", "required": 
false, "type": "boolean", "javaType": "boolean", "deprecated": false, 
"autowired": false, "secret": false, "defaultValue": true, "description": 
"Whether autowiring is enabled. This is used for automatic autowiring options 
(the option must be marked as autowired) by looking up in the registry to find 
if there is a single instance of matching  [...]
     "mcpClients": { "index": 16, "kind": "property", "displayName": "Mcp 
Clients", "group": "advanced", "label": "advanced", "required": false, "type": 
"array", "javaType": "java.util.List<dev.langchain4j.mcp.client.McpClient>", 
"deprecated": false, "autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Pre-built MCP (Model 
Context Protocol) client inst [...]
     "mcpServer": { "index": 17, "kind": "property", "displayName": "Mcp 
Server", "group": "advanced", "label": "advanced", "required": false, "type": 
"object", "javaType": "java.util.Map<java.lang.String, java.lang.Object>", 
"prefix": "mcpServer.", "multiValue": true, "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "MCP server [...]
@@ -84,9 +84,9 @@
     "outputClass": { "index": 8, "kind": "parameter", "displayName": "Output 
Class", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.Class<java.lang.Object>", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Java class to use for 
structured output. Camel deri [...]
     "tags": { "index": 9, "kind": "parameter", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolSearch": { "index": 10, "kind": "parameter", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and r [...]
-    "toolSearchEmbeddingModel": { "index": 11, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "La [...]
+    "toolSearchEmbeddingModel": { "index": 11, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "La [...]
     "toolSearchMaxResults": { "index": 12, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned [...]
-    "toolSearchStrategy": { "index": 13, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"c [...]
+    "toolSearchStrategy": { "index": 13, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"c [...]
     "lazyStartProducer": { "index": 14, "kind": "parameter", "displayName": 
"Lazy Start Producer", "group": "producer (advanced)", "label": 
"producer,advanced", "required": false, "type": "boolean", "javaType": 
"boolean", "deprecated": false, "autowired": false, "secret": false, 
"defaultValue": false, "description": "Whether the producer should be started 
lazy (on the first message). By starting lazy you can use this to allow 
CamelContext and routes to startup in situations where a produ [...]
     "mcpClients": { "index": 15, "kind": "parameter", "displayName": "Mcp 
Clients", "group": "advanced", "label": "advanced", "required": false, "type": 
"array", "javaType": "java.util.List<dev.langchain4j.mcp.client.McpClient>", 
"deprecated": false, "autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Pre-built MCP (Model 
Context Protocol) client ins [...]
     "mcpServer": { "index": 16, "kind": "parameter", "displayName": "Mcp 
Server", "group": "advanced", "label": "advanced", "required": false, "type": 
"object", "javaType": "java.util.Map<java.lang.String, java.lang.Object>", 
"prefix": "mcpServer.", "multiValue": true, "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "MCP serve [...]
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/llm.json
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/llm.json
index 51fb669ee15e..a9e3dd8a82bb 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/llm.json
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/llm.json
@@ -234,9 +234,9 @@
     "temperature": { "index": 77, "kind": "parameter", "displayName": 
"Temperature", "group": "common", "label": "", "required": false, "type": 
"number", "javaType": "java.lang.Double", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Temperature for response 
generation (0.0 to 2.0)" },
     "toolExecutionErrorStrategy": { "index": 78, "kind": "parameter", 
"displayName": "Tool Execution Error Strategy", "group": "common", "label": "", 
"required": false, "type": "enum", "javaType": 
"org.apache.camel.component.openai.ToolExecutionErrorStrategy", "enum": [ 
"failExchange", "repromptModel" ], "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": "failExchange", 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfigurat [...]
     "toolSearch": { "index": 79, "kind": "parameter", "displayName": "Tool 
Search", "group": "common", "label": "", "required": false, "type": "boolean", 
"javaType": "boolean", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "When true, route tools marked searchable and 
remote MCP tools are omitted fro [...]
-    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=vector, for examp [...]
+    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=VECTOR, for examp [...]
     "toolSearchMaxResults": { "index": 81, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "common", "label": "", "required": false, 
"type": "integer", "javaType": "int", "deprecated": false, "deprecationNote": 
"", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one tool search. Route and  [...]
-    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
+    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
     "topP": { "index": 83, "kind": "parameter", "displayName": "Top P", 
"group": "common", "label": "", "required": false, "type": "number", 
"javaType": "java.lang.Double", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Top P for response generation (0.0 to 1.0)" },
     "userMessage": { "index": 84, "kind": "parameter", "displayName": "User 
Message", "group": "common", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Default user message text to use when no 
prompt is provided" },
     "writeTimeout": { "index": 85, "kind": "parameter", "displayName": "Write 
Timeout", "group": "common", "label": "", "required": false, "type": "integer", 
"javaType": "long", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": 0, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Timeout in milliseconds for writing the 
request body, which matters for large pa [...]
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/openai.json
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/openai.json
index 2b7d671bf66d..23f7ebdf0b30 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/openai.json
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/openai.json
@@ -234,9 +234,9 @@
     "temperature": { "index": 77, "kind": "parameter", "displayName": 
"Temperature", "group": "common", "label": "", "required": false, "type": 
"number", "javaType": "java.lang.Double", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Temperature for response 
generation (0.0 to 2.0)" },
     "toolExecutionErrorStrategy": { "index": 78, "kind": "parameter", 
"displayName": "Tool Execution Error Strategy", "group": "common", "label": "", 
"required": false, "type": "enum", "javaType": 
"org.apache.camel.component.openai.ToolExecutionErrorStrategy", "enum": [ 
"failExchange", "repromptModel" ], "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": "failExchange", 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfigurat [...]
     "toolSearch": { "index": 79, "kind": "parameter", "displayName": "Tool 
Search", "group": "common", "label": "", "required": false, "type": "boolean", 
"javaType": "boolean", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "When true, route tools marked searchable and 
remote MCP tools are omitted fro [...]
-    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=vector, for examp [...]
+    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=VECTOR, for examp [...]
     "toolSearchMaxResults": { "index": 81, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "common", "label": "", "required": false, 
"type": "integer", "javaType": "int", "deprecated": false, "deprecationNote": 
"", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one tool search. Route and  [...]
-    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
+    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
     "topP": { "index": 83, "kind": "parameter", "displayName": "Top P", 
"group": "common", "label": "", "required": false, "type": "number", 
"javaType": "java.lang.Double", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Top P for response generation (0.0 to 1.0)" },
     "userMessage": { "index": 84, "kind": "parameter", "displayName": "User 
Message", "group": "common", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Default user message text to use when no 
prompt is provided" },
     "writeTimeout": { "index": 85, "kind": "parameter", "displayName": "Write 
Timeout", "group": "common", "label": "", "required": false, "type": "integer", 
"javaType": "long", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": 0, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Timeout in milliseconds for writing the 
request body, which matters for large pa [...]
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/spring-ai-chat.json
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/spring-ai-chat.json
index 7e80f5d0d06c..604b4df4b1c9 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/spring-ai-chat.json
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/components/spring-ai-chat.json
@@ -75,9 +75,9 @@
     "tags": { "index": 5, "kind": "parameter", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolNames": { "index": 6, "kind": "parameter", "displayName": "Tool 
Names", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "autowired": false, 
"secret": false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Comma-separated tool 
names for selecting tools by name. Names are resolved against a 
ToolCallbackResolv [...]
     "toolSearch": { "index": 7, "kind": "parameter", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and remote MCP [...]
-    "toolSearchEmbeddingModel": { "index": 8, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"org.springframework.ai.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Spring AI  [...]
+    "toolSearchEmbeddingModel": { "index": 8, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"org.springframework.ai.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Spring AI  [...]
     "toolSearchMaxResults": { "index": 9, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one t [...]
-    "toolSearchStrategy": { "index": 10, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configura [...]
+    "toolSearchStrategy": { "index": 10, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configura [...]
     "userMessage": { "index": 11, "kind": "parameter", "displayName": "User 
Message", "group": "producer", "label": "", "required": false, "type": 
"string", "javaType": "java.lang.String", "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Default user message 
text for multimodal requests. Can be combined with media data in the message  
[...]
     "lazyStartProducer": { "index": 12, "kind": "parameter", "displayName": 
"Lazy Start Producer", "group": "producer (advanced)", "label": 
"producer,advanced", "required": false, "type": "boolean", "javaType": 
"boolean", "deprecated": false, "autowired": false, "secret": false, 
"defaultValue": false, "description": "Whether the producer should be started 
lazy (on the first message). By starting lazy you can use this to allow 
CamelContext and routes to startup in situations where a produ [...]
     "advisors": { "index": 13, "kind": "parameter", "displayName": "Advisors", 
"group": "advanced", "label": "advanced", "required": false, "type": "array", 
"javaType": 
"java.util.List<org.springframework.ai.chat.client.advisor.api.Advisor>", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "List of custom adviso 
[...]
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/langchain4j-agent-component.adoc
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/langchain4j-agent-component.adoc
index 53cad52144d4..16fd8cd9dac6 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/langchain4j-agent-component.adoc
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/langchain4j-agent-component.adoc
@@ -318,7 +318,7 @@ from("direct:start")
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-`toolSearchStrategy=vector` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. A dynamic tool provider registered 
outside Camel's composite is refreshed by LangChain4j after search and is not 
part of this catalogue. Tool search is only applied in inline agent creation 
mode.
+`toolSearchStrategy=VECTOR` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. A dynamic tool provider registered 
outside Camel's composite is refreshed by LangChain4j after search and is not 
part of this catalogue. Tool search is only applied in inline agent creation 
mode.
 
 [source,yaml]
 ----
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/openai-mcp.adoc
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/openai-mcp.adoc
index 58676f384848..cef6118bb38a 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/openai-mcp.adoc
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/openai-mcp.adoc
@@ -479,7 +479,7 @@ Route-based tools registered via the 
xref:components::ai-tool-component.adoc[ai-
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-`toolSearchStrategy=keyword` (the default) matches the tool name and 
description. `toolSearchStrategy=vector` requires `toolSearchEmbeddingModel` 
and does not fall back to keyword search. `toolSearchMaxResults` defaults to 5. 
With `conversationMemory=true`, discovered names remain available across manual 
tool-loop steps on the same exchange, even when no session ID is supplied. To 
retain discoveries across separate exchanges, enable `conversationMemory=true` 
on `openai:chat-completion` a [...]
+`toolSearchStrategy=KEYWORD` (the default) matches the tool name and 
description. `toolSearchStrategy=VECTOR` requires `toolSearchEmbeddingModel` 
and does not fall back to keyword search. `toolSearchMaxResults` defaults to 5. 
With `conversationMemory=true`, discovered names remain available across manual 
tool-loop steps on the same exchange, even when no session ID is supplied. To 
retain discoveries across separate exchanges, enable `conversationMemory=true` 
on `openai:chat-completion` a [...]
 
 [source,yaml]
 ----
@@ -494,7 +494,7 @@ Enabling tool search does not skip MCP `tools/list`. It 
only reduces the definit
               tags: erp
               toolSearch: true
               toolSearchMaxResults: 5
-              toolSearchStrategy: keyword
+              toolSearchStrategy: KEYWORD
 ----
 
 === MCP Tool Call Headers
diff --git 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/spring-ai-chat-component.adoc
 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/spring-ai-chat-component.adoc
index 000b9689d5b8..7f2309bcb07f 100644
--- 
a/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/spring-ai-chat-component.adoc
+++ 
b/catalog/camel-catalog/src/generated/resources/org/apache/camel/catalog/docs/spring-ai-chat-component.adoc
@@ -1013,7 +1013,7 @@ available tools. You can combine `toolNames` with `tags` 
— both tool sources a
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-Camel has to build the `ChatClient` from `chatModel`. A prebuilt `chatClient` 
cannot install the search advisor and fails at startup when `toolSearch=true`. 
`toolSearchStrategy=vector` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. Retained discoveries are keyed by 
`CamelSpringAiChatConversationId`. Sessions expire after 30 minutes of 
inactivity and each `SpringAiToolSearch` instance retains at most 10,000 
sessions, evicting the least-recently- [...]
+Camel has to build the `ChatClient` from `chatModel`. A prebuilt `chatClient` 
cannot install the search advisor and fails at startup when `toolSearch=true`. 
`toolSearchStrategy=VECTOR` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. Retained discoveries are keyed by 
`CamelSpringAiChatConversationId`. Sessions expire after 30 minutes of 
inactivity and each `SpringAiToolSearch` instance retains at most 10,000 
sessions, evicting the least-recently- [...]
 
 [source,yaml]
 ----
diff --git 
a/components/camel-ai/camel-langchain4j-agent/src/generated/resources/META-INF/org/apache/camel/component/langchain4j/agent/langchain4j-agent.json
 
b/components/camel-ai/camel-langchain4j-agent/src/generated/resources/META-INF/org/apache/camel/component/langchain4j/agent/langchain4j-agent.json
index 57a6dbc6cac5..725bac3f9159 100644
--- 
a/components/camel-ai/camel-langchain4j-agent/src/generated/resources/META-INF/org/apache/camel/component/langchain4j/agent/langchain4j-agent.json
+++ 
b/components/camel-ai/camel-langchain4j-agent/src/generated/resources/META-INF/org/apache/camel/component/langchain4j/agent/langchain4j-agent.json
@@ -36,9 +36,9 @@
     "outputClass": { "index": 9, "kind": "property", "displayName": "Output 
Class", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.Class<java.lang.Object>", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Java class to use for 
structured output. Camel deriv [...]
     "tags": { "index": 10, "kind": "property", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolSearch": { "index": 11, "kind": "property", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and re [...]
-    "toolSearchEmbeddingModel": { "index": 12, "kind": "property", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Lan [...]
+    "toolSearchEmbeddingModel": { "index": 12, "kind": "property", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Lan [...]
     "toolSearchMaxResults": { "index": 13, "kind": "property", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned  [...]
-    "toolSearchStrategy": { "index": 14, "kind": "property", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"co [...]
+    "toolSearchStrategy": { "index": 14, "kind": "property", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"co [...]
     "autowiredEnabled": { "index": 15, "kind": "property", "displayName": 
"Autowired Enabled", "group": "advanced", "label": "advanced", "required": 
false, "type": "boolean", "javaType": "boolean", "deprecated": false, 
"autowired": false, "secret": false, "defaultValue": true, "description": 
"Whether autowiring is enabled. This is used for automatic autowiring options 
(the option must be marked as autowired) by looking up in the registry to find 
if there is a single instance of matching  [...]
     "mcpClients": { "index": 16, "kind": "property", "displayName": "Mcp 
Clients", "group": "advanced", "label": "advanced", "required": false, "type": 
"array", "javaType": "java.util.List<dev.langchain4j.mcp.client.McpClient>", 
"deprecated": false, "autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Pre-built MCP (Model 
Context Protocol) client inst [...]
     "mcpServer": { "index": 17, "kind": "property", "displayName": "Mcp 
Server", "group": "advanced", "label": "advanced", "required": false, "type": 
"object", "javaType": "java.util.Map<java.lang.String, java.lang.Object>", 
"prefix": "mcpServer.", "multiValue": true, "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "MCP server [...]
@@ -84,9 +84,9 @@
     "outputClass": { "index": 8, "kind": "parameter", "displayName": "Output 
Class", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.Class<java.lang.Object>", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Java class to use for 
structured output. Camel deri [...]
     "tags": { "index": 9, "kind": "parameter", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolSearch": { "index": 10, "kind": "parameter", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and r [...]
-    "toolSearchEmbeddingModel": { "index": 11, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "La [...]
+    "toolSearchEmbeddingModel": { "index": 11, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"dev.langchain4j.model.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "La [...]
     "toolSearchMaxResults": { "index": 12, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned [...]
-    "toolSearchStrategy": { "index": 13, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"c [...]
+    "toolSearchStrategy": { "index": 13, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"c [...]
     "lazyStartProducer": { "index": 14, "kind": "parameter", "displayName": 
"Lazy Start Producer", "group": "producer (advanced)", "label": 
"producer,advanced", "required": false, "type": "boolean", "javaType": 
"boolean", "deprecated": false, "autowired": false, "secret": false, 
"defaultValue": false, "description": "Whether the producer should be started 
lazy (on the first message). By starting lazy you can use this to allow 
CamelContext and routes to startup in situations where a produ [...]
     "mcpClients": { "index": 15, "kind": "parameter", "displayName": "Mcp 
Clients", "group": "advanced", "label": "advanced", "required": false, "type": 
"array", "javaType": "java.util.List<dev.langchain4j.mcp.client.McpClient>", 
"deprecated": false, "autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "Pre-built MCP (Model 
Context Protocol) client ins [...]
     "mcpServer": { "index": 16, "kind": "parameter", "displayName": "Mcp 
Server", "group": "advanced", "label": "advanced", "required": false, "type": 
"object", "javaType": "java.util.Map<java.lang.String, java.lang.Object>", 
"prefix": "mcpServer.", "multiValue": true, "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.langchain4j.agent.LangChain4jAgentConfiguration", 
"configurationField": "configuration", "description": "MCP serve [...]
diff --git 
a/components/camel-ai/camel-langchain4j-agent/src/main/docs/langchain4j-agent-component.adoc
 
b/components/camel-ai/camel-langchain4j-agent/src/main/docs/langchain4j-agent-component.adoc
index 53cad52144d4..16fd8cd9dac6 100644
--- 
a/components/camel-ai/camel-langchain4j-agent/src/main/docs/langchain4j-agent-component.adoc
+++ 
b/components/camel-ai/camel-langchain4j-agent/src/main/docs/langchain4j-agent-component.adoc
@@ -318,7 +318,7 @@ from("direct:start")
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-`toolSearchStrategy=vector` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. A dynamic tool provider registered 
outside Camel's composite is refreshed by LangChain4j after search and is not 
part of this catalogue. Tool search is only applied in inline agent creation 
mode.
+`toolSearchStrategy=VECTOR` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. A dynamic tool provider registered 
outside Camel's composite is refreshed by LangChain4j after search and is not 
part of this catalogue. Tool search is only applied in inline agent creation 
mode.
 
 [source,yaml]
 ----
diff --git 
a/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentConfiguration.java
 
b/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentConfiguration.java
index a9ccc307c48c..9c26d5906a9d 100644
--- 
a/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentConfiguration.java
+++ 
b/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentConfiguration.java
@@ -140,16 +140,16 @@ public class LangChain4jAgentConfiguration implements 
Cloneable {
               description = "Maximum number of tools returned by one tool 
search. Route and MCP tools are ranked together.")
     private int toolSearchMaxResults = AiToolSearch.DEFAULT_MAX_RESULTS;
 
-    @UriParam(enums = "keyword,vector", defaultValue = "keyword")
+    @UriParam(enums = "KEYWORD,VECTOR", defaultValue = "KEYWORD")
     @Metadata(label = "producer",
-              description = "How tool search ranks route and MCP tools. 
'keyword' matches the tool name and description. "
-                            + "'vector' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
+              description = "How tool search ranks route and MCP tools. 
'KEYWORD' matches the tool name and description. "
+                            + "'VECTOR' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
                             + "does not fall back to keyword search.")
     private AiToolSearchStrategy toolSearchStrategy = 
AiToolSearchStrategy.KEYWORD;
 
     @UriParam
     @Metadata(label = "producer", autowired = true,
-              description = "LangChain4j embedding model used when 
toolSearchStrategy=vector. Required for vector search.")
+              description = "LangChain4j embedding model used when 
toolSearchStrategy=VECTOR. Required for vector search.")
     private EmbeddingModel toolSearchEmbeddingModel;
 
     public LangChain4jAgentConfiguration() {
diff --git 
a/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentProducer.java
 
b/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentProducer.java
index aa36486fbbb9..b67c8af36e86 100644
--- 
a/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentProducer.java
+++ 
b/components/camel-ai/camel-langchain4j-agent/src/main/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentProducer.java
@@ -308,7 +308,7 @@ public class LangChain4jAgentProducer extends 
DefaultProducer {
             if (endpointConfiguration.getToolSearchStrategy() == 
AiToolSearchStrategy.VECTOR
                     && endpointConfiguration.getToolSearchEmbeddingModel() == 
null) {
                 throw new IllegalArgumentException(
-                        "toolSearchStrategy=vector requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
+                        "toolSearchStrategy=VECTOR requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
             }
             CamelToolSearchStrategy strategy = new CamelToolSearchStrategy(
                     endpointConfiguration.getToolSearchStrategy(),
diff --git 
a/components/camel-ai/camel-langchain4j-agent/src/test/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentToolSearchTest.java
 
b/components/camel-ai/camel-langchain4j-agent/src/test/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentToolSearchTest.java
index d9ac8b6ff01a..0c76bdec0038 100644
--- 
a/components/camel-ai/camel-langchain4j-agent/src/test/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentToolSearchTest.java
+++ 
b/components/camel-ai/camel-langchain4j-agent/src/test/java/org/apache/camel/component/langchain4j/agent/LangChain4jAgentToolSearchTest.java
@@ -196,7 +196,7 @@ class LangChain4jAgentToolSearchTest extends 
CamelTestSupport {
                 @Override
                 public void configure() {
                     from("direct:vector")
-                            
.to("langchain4j-agent:vector?agentConfiguration=#cfg&toolSearch=true&toolSearchStrategy=vector");
+                            
.to("langchain4j-agent:vector?agentConfiguration=#cfg&toolSearch=true&toolSearchStrategy=VECTOR");
                 }
             });
 
diff --git 
a/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/llm.json
 
b/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/llm.json
index 51fb669ee15e..a9e3dd8a82bb 100644
--- 
a/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/llm.json
+++ 
b/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/llm.json
@@ -234,9 +234,9 @@
     "temperature": { "index": 77, "kind": "parameter", "displayName": 
"Temperature", "group": "common", "label": "", "required": false, "type": 
"number", "javaType": "java.lang.Double", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Temperature for response 
generation (0.0 to 2.0)" },
     "toolExecutionErrorStrategy": { "index": 78, "kind": "parameter", 
"displayName": "Tool Execution Error Strategy", "group": "common", "label": "", 
"required": false, "type": "enum", "javaType": 
"org.apache.camel.component.openai.ToolExecutionErrorStrategy", "enum": [ 
"failExchange", "repromptModel" ], "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": "failExchange", 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfigurat [...]
     "toolSearch": { "index": 79, "kind": "parameter", "displayName": "Tool 
Search", "group": "common", "label": "", "required": false, "type": "boolean", 
"javaType": "boolean", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "When true, route tools marked searchable and 
remote MCP tools are omitted fro [...]
-    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=vector, for examp [...]
+    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=VECTOR, for examp [...]
     "toolSearchMaxResults": { "index": 81, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "common", "label": "", "required": false, 
"type": "integer", "javaType": "int", "deprecated": false, "deprecationNote": 
"", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one tool search. Route and  [...]
-    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
+    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
     "topP": { "index": 83, "kind": "parameter", "displayName": "Top P", 
"group": "common", "label": "", "required": false, "type": "number", 
"javaType": "java.lang.Double", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Top P for response generation (0.0 to 1.0)" },
     "userMessage": { "index": 84, "kind": "parameter", "displayName": "User 
Message", "group": "common", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Default user message text to use when no 
prompt is provided" },
     "writeTimeout": { "index": 85, "kind": "parameter", "displayName": "Write 
Timeout", "group": "common", "label": "", "required": false, "type": "integer", 
"javaType": "long", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": 0, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Timeout in milliseconds for writing the 
request body, which matters for large pa [...]
diff --git 
a/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/openai.json
 
b/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/openai.json
index 2b7d671bf66d..23f7ebdf0b30 100644
--- 
a/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/openai.json
+++ 
b/components/camel-ai/camel-openai/src/generated/resources/META-INF/org/apache/camel/component/openai/openai.json
@@ -234,9 +234,9 @@
     "temperature": { "index": 77, "kind": "parameter", "displayName": 
"Temperature", "group": "common", "label": "", "required": false, "type": 
"number", "javaType": "java.lang.Double", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Temperature for response 
generation (0.0 to 2.0)" },
     "toolExecutionErrorStrategy": { "index": 78, "kind": "parameter", 
"displayName": "Tool Execution Error Strategy", "group": "common", "label": "", 
"required": false, "type": "enum", "javaType": 
"org.apache.camel.component.openai.ToolExecutionErrorStrategy", "enum": [ 
"failExchange", "repromptModel" ], "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": "failExchange", 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfigurat [...]
     "toolSearch": { "index": 79, "kind": "parameter", "displayName": "Tool 
Search", "group": "common", "label": "", "required": false, "type": "boolean", 
"javaType": "boolean", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "When true, route tools marked searchable and 
remote MCP tools are omitted fro [...]
-    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=vector, for examp [...]
+    "toolSearchEmbeddingModel": { "index": 80, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "common", "label": "", 
"required": false, "type": "string", "javaType": "java.lang.String", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Embedding model used when 
toolSearchStrategy=VECTOR, for examp [...]
     "toolSearchMaxResults": { "index": 81, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "common", "label": "", "required": false, 
"type": "integer", "javaType": "int", "deprecated": false, "deprecationNote": 
"", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": "org.apache.camel.component.openai.OpenAIConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one tool search. Route and  [...]
-    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
+    "toolSearchStrategy": { "index": 82, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "common", "label": "", "required": false, 
"type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configurat [...]
     "topP": { "index": 83, "kind": "parameter", "displayName": "Top P", 
"group": "common", "label": "", "required": false, "type": "number", 
"javaType": "java.lang.Double", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Top P for response generation (0.0 to 1.0)" },
     "userMessage": { "index": 84, "kind": "parameter", "displayName": "User 
Message", "group": "common", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Default user message text to use when no 
prompt is provided" },
     "writeTimeout": { "index": 85, "kind": "parameter", "displayName": "Write 
Timeout", "group": "common", "label": "", "required": false, "type": "integer", 
"javaType": "long", "deprecated": false, "deprecationNote": "", "autowired": 
false, "secret": false, "defaultValue": 0, "configurationClass": 
"org.apache.camel.component.openai.OpenAIConfiguration", "configurationField": 
"configuration", "description": "Timeout in milliseconds for writing the 
request body, which matters for large pa [...]
diff --git a/components/camel-ai/camel-openai/src/main/docs/openai-mcp.adoc 
b/components/camel-ai/camel-openai/src/main/docs/openai-mcp.adoc
index 58676f384848..cef6118bb38a 100644
--- a/components/camel-ai/camel-openai/src/main/docs/openai-mcp.adoc
+++ b/components/camel-ai/camel-openai/src/main/docs/openai-mcp.adoc
@@ -479,7 +479,7 @@ Route-based tools registered via the 
xref:components::ai-tool-component.adoc[ai-
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-`toolSearchStrategy=keyword` (the default) matches the tool name and 
description. `toolSearchStrategy=vector` requires `toolSearchEmbeddingModel` 
and does not fall back to keyword search. `toolSearchMaxResults` defaults to 5. 
With `conversationMemory=true`, discovered names remain available across manual 
tool-loop steps on the same exchange, even when no session ID is supplied. To 
retain discoveries across separate exchanges, enable `conversationMemory=true` 
on `openai:chat-completion` a [...]
+`toolSearchStrategy=KEYWORD` (the default) matches the tool name and 
description. `toolSearchStrategy=VECTOR` requires `toolSearchEmbeddingModel` 
and does not fall back to keyword search. `toolSearchMaxResults` defaults to 5. 
With `conversationMemory=true`, discovered names remain available across manual 
tool-loop steps on the same exchange, even when no session ID is supplied. To 
retain discoveries across separate exchanges, enable `conversationMemory=true` 
on `openai:chat-completion` a [...]
 
 [source,yaml]
 ----
@@ -494,7 +494,7 @@ Enabling tool search does not skip MCP `tools/list`. It 
only reduces the definit
               tags: erp
               toolSearch: true
               toolSearchMaxResults: 5
-              toolSearchStrategy: keyword
+              toolSearchStrategy: KEYWORD
 ----
 
 === MCP Tool Call Headers
diff --git 
a/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIConfiguration.java
 
b/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIConfiguration.java
index 53ea9d934dcb..4d2c2736fc96 100644
--- 
a/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIConfiguration.java
+++ 
b/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIConfiguration.java
@@ -346,14 +346,14 @@ public class OpenAIConfiguration implements Cloneable {
                             + "together against this limit.")
     private int toolSearchMaxResults = AiToolSearch.DEFAULT_MAX_RESULTS;
 
-    @UriParam(enums = "keyword,vector", defaultValue = "keyword")
-    @Metadata(description = "How tool search ranks route and MCP tools. 
'keyword' matches the tool name and description. "
-                            + "'vector' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
+    @UriParam(enums = "KEYWORD,VECTOR", defaultValue = "KEYWORD")
+    @Metadata(description = "How tool search ranks route and MCP tools. 
'KEYWORD' matches the tool name and description. "
+                            + "'VECTOR' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
                             + "does not fall back to keyword search.")
     private AiToolSearchStrategy toolSearchStrategy = 
AiToolSearchStrategy.KEYWORD;
 
     @UriParam
-    @Metadata(description = "Embedding model used when 
toolSearchStrategy=vector, for example text-embedding-3-small. "
+    @Metadata(description = "Embedding model used when 
toolSearchStrategy=VECTOR, for example text-embedding-3-small. "
                             + "Required for vector search. It is not read from 
the embeddings operation model option.")
     private String toolSearchEmbeddingModel;
 
diff --git 
a/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIToolSearch.java
 
b/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIToolSearch.java
index 699ab41c6372..4d412a04d43d 100644
--- 
a/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIToolSearch.java
+++ 
b/components/camel-ai/camel-openai/src/main/java/org/apache/camel/component/openai/OpenAIToolSearch.java
@@ -93,7 +93,7 @@ final class OpenAIToolSearch {
         if (configuration.getToolSearchStrategy() == 
AiToolSearchStrategy.VECTOR
                 && 
ObjectHelper.isEmpty(configuration.getToolSearchEmbeddingModel())) {
             throw new IllegalArgumentException(
-                    "toolSearchStrategy=vector requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
+                    "toolSearchStrategy=VECTOR requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
         }
     }
 
diff --git 
a/components/camel-ai/camel-openai/src/test/java/org/apache/camel/component/openai/OpenAIToolSearchMockTest.java
 
b/components/camel-ai/camel-openai/src/test/java/org/apache/camel/component/openai/OpenAIToolSearchMockTest.java
index dd4ebe85e992..41451e79ab71 100644
--- 
a/components/camel-ai/camel-openai/src/test/java/org/apache/camel/component/openai/OpenAIToolSearchMockTest.java
+++ 
b/components/camel-ai/camel-openai/src/test/java/org/apache/camel/component/openai/OpenAIToolSearchMockTest.java
@@ -197,7 +197,7 @@ class OpenAIToolSearchMockTest extends CamelTestSupport {
     void vectorSearchFindsAndExecutesTheSemanticallyMatchingMcpTool() {
         String endpointUri = 
"openai:chat-completion?model=gpt-4o-mini&apiKey=dummy"
                              + "&autoToolExecution=true&toolSearch=true"
-                             + 
"&toolSearchStrategy=vector&toolSearchEmbeddingModel=text-embedding-ada-002"
+                             + 
"&toolSearchStrategy=VECTOR&toolSearchEmbeddingModel=text-embedding-ada-002"
                              + "&toolSearchMaxResults=1&tags=search&baseUrl="
                              + openAIMock.getBaseUrl() + "/v1";
         injectWeather(endpointUri);
@@ -411,7 +411,7 @@ class OpenAIToolSearchMockTest extends CamelTestSupport {
                             + base);
                 from("direct:vector")
                         
.to("openai:chat-completion?model=gpt-4o-mini&apiKey=dummy&autoToolExecution=true"
-                            + "&toolSearch=true&toolSearchStrategy=vector"
+                            + "&toolSearch=true&toolSearchStrategy=VECTOR"
                             + 
"&toolSearchEmbeddingModel=text-embedding-ada-002&toolSearchMaxResults=1"
                             + "&tags=search&baseUrl=" + base);
                 from("direct:manual")
diff --git 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/generated/resources/META-INF/org/apache/camel/component/springai/chat/spring-ai-chat.json
 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/generated/resources/META-INF/org/apache/camel/component/springai/chat/spring-ai-chat.json
index 7e80f5d0d06c..604b4df4b1c9 100644
--- 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/generated/resources/META-INF/org/apache/camel/component/springai/chat/spring-ai-chat.json
+++ 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/generated/resources/META-INF/org/apache/camel/component/springai/chat/spring-ai-chat.json
@@ -75,9 +75,9 @@
     "tags": { "index": 5, "kind": "parameter", "displayName": "Tags", "group": 
"producer", "label": "", "required": false, "type": "string", "javaType": 
"java.lang.String", "deprecated": false, "autowired": false, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Tags for discovering and 
calling Camel route tools" },
     "toolNames": { "index": 6, "kind": "parameter", "displayName": "Tool 
Names", "group": "producer", "label": "", "required": false, "type": "string", 
"javaType": "java.lang.String", "deprecated": false, "autowired": false, 
"secret": false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Comma-separated tool 
names for selecting tools by name. Names are resolved against a 
ToolCallbackResolv [...]
     "toolSearch": { "index": 7, "kind": "parameter", "displayName": "Tool 
Search", "group": "producer", "label": "producer", "required": false, "type": 
"boolean", "javaType": "boolean", "deprecated": false, "deprecationNote": "", 
"autowired": false, "secret": false, "defaultValue": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "When true, route tools 
marked searchable and remote MCP [...]
-    "toolSearchEmbeddingModel": { "index": 8, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"org.springframework.ai.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Spring AI  [...]
+    "toolSearchEmbeddingModel": { "index": 8, "kind": "parameter", 
"displayName": "Tool Search Embedding Model", "group": "producer", "label": 
"producer", "required": false, "type": "object", "javaType": 
"org.springframework.ai.embedding.EmbeddingModel", "deprecated": false, 
"deprecationNote": "", "autowired": true, "secret": false, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Spring AI  [...]
     "toolSearchMaxResults": { "index": 9, "kind": "parameter", "displayName": 
"Tool Search Max Results", "group": "producer", "label": "producer", 
"required": false, "type": "integer", "javaType": "int", "deprecated": false, 
"deprecationNote": "", "autowired": false, "secret": false, "defaultValue": 5, 
"configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Maximum number of tools 
returned by one t [...]
-    "toolSearchStrategy": { "index": 10, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "keyword", 
"vector" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "keyword", "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configura [...]
+    "toolSearchStrategy": { "index": 10, "kind": "parameter", "displayName": 
"Tool Search Strategy", "group": "producer", "label": "producer", "required": 
false, "type": "enum", "javaType": 
"org.apache.camel.component.ai.tool.AiToolSearchStrategy", "enum": [ "KEYWORD", 
"VECTOR" ], "deprecated": false, "deprecationNote": "", "autowired": false, 
"secret": false, "defaultValue": "KEYWORD", "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configura [...]
     "userMessage": { "index": 11, "kind": "parameter", "displayName": "User 
Message", "group": "producer", "label": "", "required": false, "type": 
"string", "javaType": "java.lang.String", "deprecated": false, "autowired": 
false, "secret": false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "Default user message 
text for multimodal requests. Can be combined with media data in the message  
[...]
     "lazyStartProducer": { "index": 12, "kind": "parameter", "displayName": 
"Lazy Start Producer", "group": "producer (advanced)", "label": 
"producer,advanced", "required": false, "type": "boolean", "javaType": 
"boolean", "deprecated": false, "autowired": false, "secret": false, 
"defaultValue": false, "description": "Whether the producer should be started 
lazy (on the first message). By starting lazy you can use this to allow 
CamelContext and routes to startup in situations where a produ [...]
     "advisors": { "index": 13, "kind": "parameter", "displayName": "Advisors", 
"group": "advanced", "label": "advanced", "required": false, "type": "array", 
"javaType": 
"java.util.List<org.springframework.ai.chat.client.advisor.api.Advisor>", 
"deprecated": false, "deprecationNote": "", "autowired": false, "secret": 
false, "configurationClass": 
"org.apache.camel.component.springai.chat.SpringAiChatConfiguration", 
"configurationField": "configuration", "description": "List of custom adviso 
[...]
diff --git 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/docs/spring-ai-chat-component.adoc
 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/docs/spring-ai-chat-component.adoc
index 000b9689d5b8..7f2309bcb07f 100644
--- 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/docs/spring-ai-chat-component.adoc
+++ 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/docs/spring-ai-chat-component.adoc
@@ -1013,7 +1013,7 @@ available tools. You can combine `toolNames` with `tags` 
— both tool sources a
 
 Enabling tool search does not skip MCP `tools/list`. It only reduces the 
definitions sent to the model. `toolSearch=false` (the default) sends the 
current combined set, and the `searchable` flag has no effect.
 
-Camel has to build the `ChatClient` from `chatModel`. A prebuilt `chatClient` 
cannot install the search advisor and fails at startup when `toolSearch=true`. 
`toolSearchStrategy=vector` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. Retained discoveries are keyed by 
`CamelSpringAiChatConversationId`. Sessions expire after 30 minutes of 
inactivity and each `SpringAiToolSearch` instance retains at most 10,000 
sessions, evicting the least-recently- [...]
+Camel has to build the `ChatClient` from `chatModel`. A prebuilt `chatClient` 
cannot install the search advisor and fails at startup when `toolSearch=true`. 
`toolSearchStrategy=VECTOR` requires an autowired `toolSearchEmbeddingModel` 
and does not fall back to keyword search. Retained discoveries are keyed by 
`CamelSpringAiChatConversationId`. Sessions expire after 30 minutes of 
inactivity and each `SpringAiToolSearch` instance retains at most 10,000 
sessions, evicting the least-recently- [...]
 
 [source,yaml]
 ----
diff --git 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiChatConfiguration.java
 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiChatConfiguration.java
index f60d797d211b..efc52d243400 100644
--- 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiChatConfiguration.java
+++ 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiChatConfiguration.java
@@ -177,16 +177,16 @@ public class SpringAiChatConfiguration implements 
Cloneable {
               description = "Maximum number of tools returned by one tool 
search. Route and MCP tools are ranked together.")
     private int toolSearchMaxResults = AiToolSearch.DEFAULT_MAX_RESULTS;
 
-    @UriParam(enums = "keyword,vector", defaultValue = "keyword")
+    @UriParam(enums = "KEYWORD,VECTOR", defaultValue = "KEYWORD")
     @Metadata(label = "producer",
-              description = "How tool search ranks route and MCP tools. 
'keyword' matches the tool name and description. "
-                            + "'vector' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
+              description = "How tool search ranks route and MCP tools. 
'KEYWORD' matches the tool name and description. "
+                            + "'VECTOR' uses cosine similarity and requires 
toolSearchEmbeddingModel. Vector search "
                             + "does not fall back to keyword search.")
     private AiToolSearchStrategy toolSearchStrategy = 
AiToolSearchStrategy.KEYWORD;
 
     @UriParam
     @Metadata(label = "producer", autowired = true,
-              description = "Spring AI embedding model used when 
toolSearchStrategy=vector. Required for vector search.")
+              description = "Spring AI embedding model used when 
toolSearchStrategy=VECTOR. Required for vector search.")
     private EmbeddingModel toolSearchEmbeddingModel;
 
     public ChatClient getChatClient() {
diff --git 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiToolSearch.java
 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiToolSearch.java
index 4fb7fbb6a00b..9ec7d2fb1ae6 100644
--- 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiToolSearch.java
+++ 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/main/java/org/apache/camel/component/springai/chat/SpringAiToolSearch.java
@@ -98,7 +98,7 @@ final class SpringAiToolSearch {
         if (configuration.getToolSearchStrategy() == 
AiToolSearchStrategy.VECTOR
                 && configuration.getToolSearchEmbeddingModel() == null) {
             throw new IllegalArgumentException(
-                    "toolSearchStrategy=vector requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
+                    "toolSearchStrategy=VECTOR requires 
toolSearchEmbeddingModel and does not fall back to keyword search");
         }
     }
 
diff --git 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/test/java/org/apache/camel/component/springai/chat/SpringAiChatToolSearchTest.java
 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/test/java/org/apache/camel/component/springai/chat/SpringAiChatToolSearchTest.java
index 987447e99d44..f1173eb70f9f 100644
--- 
a/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/test/java/org/apache/camel/component/springai/chat/SpringAiChatToolSearchTest.java
+++ 
b/components/camel-spring-parent/camel-spring-ai/camel-spring-ai-chat/src/test/java/org/apache/camel/component/springai/chat/SpringAiChatToolSearchTest.java
@@ -216,7 +216,7 @@ class SpringAiChatToolSearchTest extends CamelTestSupport {
                         
.to("spring-ai-chat:chat?chatModel=#chatModel&tags=erp&toolSearch=true&toolSearchMaxResults=5");
                 from("direct:vector")
                         
.to("spring-ai-chat:chat?chatModel=#chatModel&tags=erp&toolSearch=true"
-                            + 
"&toolSearchMaxResults=1&toolSearchStrategy=vector"
+                            + 
"&toolSearchMaxResults=1&toolSearchStrategy=VECTOR"
                             + "&toolSearchEmbeddingModel=#embeddingModel");
             }
         };
diff --git 
a/dsl/camel-componentdsl/src/generated/java/org/apache/camel/builder/component/dsl/Langchain4jAgentComponentBuilderFactory.java
 
b/dsl/camel-componentdsl/src/generated/java/org/apache/camel/builder/component/dsl/Langchain4jAgentComponentBuilderFactory.java
index e772bfa033e5..f9e0dedf7b16 100644
--- 
a/dsl/camel-componentdsl/src/generated/java/org/apache/camel/builder/component/dsl/Langchain4jAgentComponentBuilderFactory.java
+++ 
b/dsl/camel-componentdsl/src/generated/java/org/apache/camel/builder/component/dsl/Langchain4jAgentComponentBuilderFactory.java
@@ -285,7 +285,7 @@ public interface Langchain4jAgentComponentBuilderFactory {
         }
     
         /**
-         * LangChain4j embedding model used when toolSearchStrategy=vector.
+         * LangChain4j embedding model used when toolSearchStrategy=VECTOR.
          * Required for vector search.
          * 
          * The option is a:
@@ -321,15 +321,15 @@ public interface Langchain4jAgentComponentBuilderFactory {
     
         
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
          * The option is a:
          * 
&lt;code&gt;org.apache.camel.component.ai.tool.AiToolSearchStrategy&lt;/code&gt;
 type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: producer
          * 
          * @param toolSearchStrategy the value to set
diff --git 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/LangChain4jAgentEndpointBuilderFactory.java
 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/LangChain4jAgentEndpointBuilderFactory.java
index e17920b4a5f0..7afc9b6e414c 100644
--- 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/LangChain4jAgentEndpointBuilderFactory.java
+++ 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/LangChain4jAgentEndpointBuilderFactory.java
@@ -377,7 +377,7 @@ public interface LangChain4jAgentEndpointBuilderFactory {
             return this;
         }
         /**
-         * LangChain4j embedding model used when toolSearchStrategy=vector.
+         * LangChain4j embedding model used when toolSearchStrategy=VECTOR.
          * Required for vector search.
          * 
          * The option is a:
@@ -393,7 +393,7 @@ public interface LangChain4jAgentEndpointBuilderFactory {
             return this;
         }
         /**
-         * LangChain4j embedding model used when toolSearchStrategy=vector.
+         * LangChain4j embedding model used when toolSearchStrategy=VECTOR.
          * Required for vector search.
          * 
          * The option will be converted to a
@@ -441,8 +441,8 @@ public interface LangChain4jAgentEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -450,7 +450,7 @@ public interface LangChain4jAgentEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: producer
          * 
          * @param toolSearchStrategy the value to set
@@ -461,8 +461,8 @@ public interface LangChain4jAgentEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -470,7 +470,7 @@ public interface LangChain4jAgentEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: producer
          * 
          * @param toolSearchStrategy the value to set
diff --git 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/OpenAIEndpointBuilderFactory.java
 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/OpenAIEndpointBuilderFactory.java
index 2f3d36333699..562d302c30df 100644
--- 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/OpenAIEndpointBuilderFactory.java
+++ 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/OpenAIEndpointBuilderFactory.java
@@ -2005,7 +2005,7 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * Embedding model used when toolSearchStrategy=vector, for example
+         * Embedding model used when toolSearchStrategy=VECTOR, for example
          * text-embedding-3-small. Required for vector search. It is not read
          * from the embeddings operation model option.
          * 
@@ -2053,8 +2053,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -2062,7 +2062,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
@@ -2073,8 +2073,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -2082,7 +2082,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
@@ -4567,7 +4567,7 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * Embedding model used when toolSearchStrategy=vector, for example
+         * Embedding model used when toolSearchStrategy=VECTOR, for example
          * text-embedding-3-small. Required for vector search. It is not read
          * from the embeddings operation model option.
          * 
@@ -4615,8 +4615,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -4624,7 +4624,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
@@ -4635,8 +4635,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -4644,7 +4644,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
@@ -6978,7 +6978,7 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * Embedding model used when toolSearchStrategy=vector, for example
+         * Embedding model used when toolSearchStrategy=VECTOR, for example
          * text-embedding-3-small. Required for vector search. It is not read
          * from the embeddings operation model option.
          * 
@@ -7026,8 +7026,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -7035,7 +7035,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
@@ -7046,8 +7046,8 @@ public interface OpenAIEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -7055,7 +7055,7 @@ public interface OpenAIEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: common
          * 
          * @param toolSearchStrategy the value to set
diff --git 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/SpringAiChatEndpointBuilderFactory.java
 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/SpringAiChatEndpointBuilderFactory.java
index 2d13c9911b35..37d044314f6f 100644
--- 
a/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/SpringAiChatEndpointBuilderFactory.java
+++ 
b/dsl/camel-endpointdsl/src/generated/java/org/apache/camel/builder/endpoint/dsl/SpringAiChatEndpointBuilderFactory.java
@@ -233,7 +233,7 @@ public interface SpringAiChatEndpointBuilderFactory {
             return this;
         }
         /**
-         * Spring AI embedding model used when toolSearchStrategy=vector.
+         * Spring AI embedding model used when toolSearchStrategy=VECTOR.
          * Required for vector search.
          * 
          * The option is a:
@@ -249,7 +249,7 @@ public interface SpringAiChatEndpointBuilderFactory {
             return this;
         }
         /**
-         * Spring AI embedding model used when toolSearchStrategy=vector.
+         * Spring AI embedding model used when toolSearchStrategy=VECTOR.
          * Required for vector search.
          * 
          * The option will be converted to a
@@ -297,8 +297,8 @@ public interface SpringAiChatEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -306,7 +306,7 @@ public interface SpringAiChatEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: producer
          * 
          * @param toolSearchStrategy the value to set
@@ -317,8 +317,8 @@ public interface SpringAiChatEndpointBuilderFactory {
             return this;
         }
         /**
-         * How tool search ranks route and MCP tools. 'keyword' matches the 
tool
-         * name and description. 'vector' uses cosine similarity and requires
+         * How tool search ranks route and MCP tools. 'KEYWORD' matches the 
tool
+         * name and description. 'VECTOR' uses cosine similarity and requires
          * toolSearchEmbeddingModel. Vector search does not fall back to 
keyword
          * search.
          * 
@@ -326,7 +326,7 @@ public interface SpringAiChatEndpointBuilderFactory {
          * <code>org.apache.camel.component.ai.tool.AiToolSearchStrategy</code>
          * type.
          * 
-         * Default: keyword
+         * Default: KEYWORD
          * Group: producer
          * 
          * @param toolSearchStrategy the value to set

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