Merge branch 'main' into 2850-security-advancedsetting-enableGraphVisualization

Author: benironside

redirects.yml

@@ -343,6 +343,7 @@ redirects:
   'release-notes/fleet-elastic-agent/breaking-changes.md': 'fleet-server://release-notes/breaking-changes.md'
   'release-notes/fleet-elastic-agent/deprecations.md': 'fleet-server://release-notes/deprecations.md'
   'release-notes/fleet-elastic-agent/known-issues.md': 'fleet-server://release-notes/known-issues.md'
+
 # Redirects `path_prefix`
   'release-notes/fleet/index.md': 'fleet-server://release-notes/index.md'
   'release-notes/fleet/breaking-changes.md': 'fleet-server://release-notes/breaking-changes.md'
@@ -351,4 +352,7 @@ redirects:
 
 # Related to https://github.com/elastic/docs-content/issues/2985
 
-  'troubleshoot/observability/apm-agent-swift/apm-ios-agent.md': 'troubleshoot/ingest/opentelemetry/edot-sdks/ios/index.md'
+  'troubleshoot/observability/apm-agent-swift/apm-ios-agent.md': 'troubleshoot/ingest/opentelemetry/edot-sdks/ios/index.md'
+
+# Related to https://github.com/elastic/docs-content/pull/2843
+  'solutions/search/serverless-elasticsearch-get-started.md': 'solutions/search/get-started.md'

solutions/images/serverless-get-started-create-an-index.png

@@ -17,7 +17,7 @@ products:
 
 Before setting up observability for Kubernetes, make sure you have the following:
 
-- Elastic Stack (self-managed or [Elastic Cloud](https://www.elastic.co/cloud)) version 8.16.0 or higher, or an [{{es}} serverless](/solutions/search/serverless-elasticsearch-get-started.md) project.
+- Elastic Stack (self-managed or [Elastic Cloud](https://www.elastic.co/cloud)) version 8.16.0 or higher, or an [{{es-serverless}}](/solutions/search.md#elasticsearch-serverless) project.
 
 - A Kubernetes version supported by the OpenTelemetry Operator. Refer to the operator's [compatibility matrix](https://github.com/open-telemetry/opentelemetry-operator/blob/main/docs/compatibility.md#compatibility-matrix) for more details.
 

solutions/images/serverless-getting-started-page.png

@@ -30,4 +30,23 @@ Here are a few common real-world applications:
 | **Chatbots/RAG**                     | Enable natural conversations, provide context, maintain knowledge  | Vector search, ML models, knowledge base integration          |
 | **Geospatial search**                | Process location queries, sort by proximity, filter by area        | Geo-mapping, spatial indexing, distance calculations          |
 
+## {{es-serverless}} [elasticsearch-serverless]
+```{applies_to}
+serverless:
+  elasticsearch: ga
+```
 
+{{es-serverless}} is one of the three available project types on [{{serverless-full}}](/deploy-manage/deploy.md).
+
+This project type enables you to use the core functionality of {{es}}: searching, indexing, storing, and analyzing data of all shapes and sizes.
+
+When using {{es}} on {{serverless-full}} you don’t need to worry about managing the infrastructure that keeps {{es}} distributed and available: nodes, shards, and replicas. These resources are completely automated on the serverless platform, which is designed to scale up and down with your workload.
+This automation allows you to focus on building your search applications and solutions.
+
+::::{tip}
+Not sure whether {{es}} on {{serverless-full}} is the right deployment choice for you?
+
+Check out the following resources to help you decide:
+- [What’s different?](/deploy-manage/deploy/elastic-cloud/differences-from-other-elasticsearch-offerings.md): Understand the differences between {{serverless-full}} and other deployment types.
+- [Billing](/deploy-manage/cloud-organization/billing/elasticsearch-billing-dimensions.md): Learn about the billing model for {{es}} on {{serverless-full}}.
+::::

solutions/observability/get-started/opentelemetry/use-cases/kubernetes/prerequisites-compatibility.md

@@ -29,20 +29,26 @@ The MCP server is available at:
 Most MCP clients (such as Claude Desktop, Cursor, VS Code, etc.) have similar configuration patterns. To connect to your Elastic instance, you'll need to provide your Kibana URL and API key in the client's configuration file, typically in the following format:
 
 ```json
+
 {
   "mcpServers": {
     "elastic-agent-builder": {
       "command": "npx",
-      "args": ["@elastic/agent-builder-mcp"],
+      "args": [
+        "mcp-remote",
+        "<YOUR_KIBANA_URL>/api/agent_builder/mcp",
+        "--header",
+        "Authorization:${AUTH_HEADER}"
+      ],
       "env": {
-        "KIBANA_URL": "<YOUR_KIBANA_URL>",
-        "API_KEY": "<YOUR_API_KEY>"
+        "AUTH_HEADER": "ApiKey <YOUR_API_KEY>"
       }
     }
-  }
 }
 ```
 
 :::{note}
 Replace `<YOUR_KIBANA_URL>` with your actual Kibana URL and `<YOUR_API_KEY>` with your API key. For information on generating API keys, see [API keys](https://www.elastic.co/docs/solutions/search/search-connection-details).
+
+Tools will be executed with the scope assigned to the API key. Make sure your API key has the appropriate permissions to only access the indices and data that you want to expose via the MCP server.
 :::

solutions/search.md

@@ -25,7 +25,7 @@ If you're looking for an introduction to the {{stack}} or the {{es}} product, go
 :::::{step} Choose your deployment type
 
 Elastic provides several self-managed and Elastic-managed options.
-For simplicity and speed, try out [{{es-serverless}}](/solutions/search/serverless-elasticsearch-get-started.md):
+For simplicity and speed, try out [{{es-serverless}}](/solutions/search.md#elasticsearch-serverless):
 
 ::::{dropdown} Create an {{es-serverless}} project
 :::{include} /deploy-manage/deploy/_snippets/create-serverless-project-intro.md
@@ -64,8 +64,9 @@ To learn about adding data for other search goals, go to [](/solutions/search/in
 For a broader overview of ingestion options, go to [](/manage-data/ingest.md).
 
 If you're not ready to add your own data, you can use [sample data](/manage-data/ingest/sample-data.md) or create small data sets when you follow the instructions in the [quickstarts](/solutions/search/get-started/quickstarts.md).
-:::::
 
+The {{es}} home page in the UI also provides workflow guides for creating indices and ready-to-use code examples for ingesting data by using REST APIs.
+:::::
 :::::{{step}} Build your search queries
 
 Your next steps will be to choose a method to write queries and interact with {{es}}.

solutions/search/agent-builder/mcp-server.md

@@ -29,6 +29,9 @@ To follow the steps, you must have a recent version of a Python interpreter.
 
 Choose the {{es}} project type and provide a name.
 You can optionally edit the project settings, such as the [region](/deploy-manage/deploy/elastic-cloud/regions.md).
+
+To add the sample data in subsequent steps, you must have a `developer` or `admin` predefined role or an equivalent custom role.
+To learn about role-based access control, go to [](/deploy-manage/users-roles/cluster-or-deployment-auth/user-roles.md).
 ::::
 ::::{step} Create an index
 

solutions/search/get-started.md

@@ -22,7 +22,7 @@ By playing with a simple use case, you'll take the first steps toward understand
 
 ## Prerequisites
 
-- If you're using [{{es-serverless}}](/solutions/search/serverless-elasticsearch-get-started.md), you must have a `developer` or `admin` predefined role or an equivalent custom role to add the sample data.
+- If you're using {{es-serverless}}, you must have a `developer` or `admin` predefined role or an equivalent custom role to add the sample data.
 - If you're using [{{ech}}](/deploy-manage/deploy/elastic-cloud/cloud-hosted.md) or [running {{es}} locally](/deploy-manage/deploy/self-managed/local-development-installation-quickstart.md), start {{es}} and {{kib}}. To add the sample data, log in with a user that has the `superuser` built-in role.
 
 To learn about role-based access control, check out [](/deploy-manage/users-roles/cluster-or-deployment-auth/user-roles.md).

solutions/search/get-started/keyword-search-python.md

@@ -11,7 +11,6 @@ products:
   - id: elasticsearch
   - id: cloud-serverless
 ---
-
 # Ingest for search use cases
 
 $$$elasticsearch-ingest-time-series-data$$$
@@ -45,8 +44,8 @@ You can use these specialized tools to add general content to {{es}} indices.
 
 | Method | Description | Notes |
 |--------|-------------|-------|
-| [**Web crawler**](https://github.com/elastic/crawler) | Programmatically discover and index content from websites and knowledge bases | Crawl public-facing web content or internal sites accessible via HTTP proxy |
-| [**Content connectors**](https://github.com/elastic/connectors) | Third-party integrations to popular content sources like databases, cloud storage, and business applications | Choose from a range of Elastic-built connectors or build your own in Python using the Elastic connector framework|
+| [**Elastic Open Web Crawler**](https://github.com/elastic/crawler) | Programmatically discover and index content from websites and knowledge bases | Crawl public-facing web content or internal sites accessible via HTTP proxy |
+| [**Content connectors**](elasticsearch://reference/search-connectors/index.md) | Third-party integrations to popular content sources like databases, cloud storage, and business applications | Choose from a range of Elastic-built connectors or build your own in Python using the Elastic connector framework|
 | [**File upload**](/manage-data/ingest/upload-data-files.md)| One-off manual uploads through the UI | Useful for testing or very small-scale use cases, but not recommended for production workflows |
 
 ### Process data at ingest time