fixing broken bookmarks

Author: paulth1

articles/ai-studio/how-to/prompt-flow-tools/faiss-index-lookup-tool.md

@@ -18,7 +18,7 @@ author: lgayhardt
 [!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
 
 > [!IMPORTANT]
-> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
+> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#migrate-from-legacy-tools-to-the-index-lookup-tool)
 
 The prompt flow *Faiss Index Lookup* tool is tailored for querying within a user-provided Faiss-based vector store. In combination with the [Large Language Model (LLM) tool](llm-tool.md), it can help to extract contextually relevant information from a domain knowledge base.
 

articles/ai-studio/how-to/prompt-flow-tools/serp-api-tool.md

@@ -70,7 +70,7 @@ The following input parameters are available.
 
 ## Outputs
 
-The JSON representation from a `serpapi` query.
+The JSON representation from a `serpapi` query:
 
 | Engine   | Return type | Output                                                |
 |----------|-------------|-------------------------------------------------------|

articles/ai-studio/how-to/prompt-flow-tools/vector-db-lookup-tool.md

@@ -18,7 +18,7 @@ author: lgayhardt
 [!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
 
 > [!IMPORTANT]
-> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
+> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#migrate-from-legacy-tools-to-the-index-lookup-tool)
 
 The prompt flow *Vector DB Lookup* tool is a vector search tool that allows users to search top-k similar vectors from vector database. This tool is a wrapper for multiple third-party vector databases. The list of current supported databases is as follows.
 

articles/ai-studio/how-to/prompt-flow-tools/vector-index-lookup-tool.md

@@ -18,7 +18,7 @@ author: lgayhardt
 [!INCLUDE [Azure AI Studio preview](../../includes/preview-ai-studio.md)]
 
 > [!IMPORTANT]
-> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#how-to-migrate-from-legacy-tools-to-the-index-lookup-tool)
+> Vector, Vector DB and Faiss Index Lookup tools are deprecated and will be retired soon. [Migrated to the new Index Lookup tool (preview).](index-lookup-tool.md#migrate-from-legacy-tools-to-the-index-lookup-tool)
 
 The prompt flow *Vector index lookup* tool is tailored for querying within vector index such as Azure AI Search. You can extract contextually relevant information from a domain knowledge base.