fix broken links (#1566)

lnhsingh · web-flow · commit 03d03855ca0e · 2025-11-21T10:30:59.000-05:00
diff --git a/src/langsmith/cost-tracking.mdx b/src/langsmith/cost-tracking.mdx
@@ -102,7 +102,7 @@ The approach you use will depend on on what you're tracking and how your model p
 
 | Method | Run type: LLM | Run type: Other |
 |--------|---------------|-----------------|
-| **Automatically** | <ul><li>Calling LLMs with [LangChain](/oss/python/langchain/overview)</li><li>Tracing LLM calls to OpenAI, Anthropic or models that follow an OpenAI-compliant format with `@traceable`</li><li> Using LangSmith wrappers for [OpenAI](/langsmith/trace-openai) or [Anthropic](/langsmith/trace-anthropic)</li><li>For other model providers, read the [token and cost information guide](/langsmith/log-llm-trace#provide-token-and-cost-information)</li></ul> | Not applicable. |
+| **Automatically** | <ul><li>Calling LLMs with [LangChain](/oss/langchain/overview)</li><li>Tracing LLM calls to OpenAI, Anthropic or models that follow an OpenAI-compliant format with `@traceable`</li><li> Using LangSmith wrappers for [OpenAI](/langsmith/trace-openai) or [Anthropic](/langsmith/trace-anthropic)</li><li>For other model providers, read the [token and cost information guide](/langsmith/log-llm-trace#provide-token-and-cost-information)</li></ul> | Not applicable. |
 | **Manually** | If LLM call costs are non-linear (eg. follow a custom cost function) | Send costs for any run types, e.g. tool calls, retrieval steps |
 
 
@@ -115,7 +115,7 @@ To compute cost automatically from token usage, you need to provide **token coun
 Follow the instructions below if you’re using model providers whose responses don’t follow the same patterns as one of OpenAI or Anthropic.
 
 These steps are **only required** if you are *not*:
--  Calling LLMs with [LangChain](/oss/python/langchain/overview)
+-  Calling LLMs with [LangChain](/oss/langchain/overview)
 - Using `@traceable` to trace LLM calls to OpenAI, Anthropic or models that follow an OpenAI-compliant format
 - Using LangSmith wrappers for [OpenAI](/langsmith/trace-openai) or [Anthropic](/langsmith/trace-anthropic).
 </Note>
@@ -421,7 +421,7 @@ Updates to the model pricing map are not reflected in the costs for traces alrea
     />
     <img
     className="hidden dark:block"
-    src="/langsmith/images/new-price-map-entry-dark.png"
+    src="/langsmith/images/new-price-map-entry.png"
     alt="New price map entry interface"
     />
 
diff --git a/src/oss/javascript/integrations/providers/all_providers.mdx b/src/oss/javascript/integrations/providers/all_providers.mdx
@@ -622,7 +622,7 @@ Browse the complete collection of integrations available for JavaScript/TypeScri
 
   <Card
     title="Google Generative AI"
-    href="/oss/integrations/text_embedding/google_generativeai"
+    href="/oss/integrations/text_embedding/google_generative_ai"
     icon="google"
   >
     Google's embedding models for text representation.
@@ -1627,7 +1627,7 @@ Browse the complete collection of integrations available for JavaScript/TypeScri
 
   <Card
     title="Gmail"
-    href="/oss/integrations/tools/gmail"
+    href="/oss/integrations/tools/google_gmail"
     icon="google"
   >
     Read and send emails through Gmail API.
diff --git a/src/oss/javascript/integrations/text_embedding/index.mdx b/src/oss/javascript/integrations/text_embedding/index.mdx
@@ -439,7 +439,7 @@ In production, you would typically use a more robust persistent store, such as a
   <Card
     title="Google Generative AI"
     icon="link"
-    href="/oss/integrations/text_embedding/google_generativeai"
+    href="/oss/integrations/text_embedding/google_generative_ai"
     arrow="true"
     cta="View guide"
   />
diff --git a/src/oss/javascript/integrations/tools/index.mdx b/src/oss/javascript/integrations/tools/index.mdx
@@ -83,7 +83,7 @@ The following platforms provide access to multiple tools and services through a
   <Card
     title="Gmail Tool"
     icon="link"
-    href="/oss/integrations/tools/gmail"
+    href="/oss/integrations/tools/google_gmail"
     arrow="true"
     cta="View guide"
   />
diff --git a/src/oss/python/integrations/chat/groq.mdx b/src/oss/python/integrations/chat/groq.mdx
@@ -4,7 +4,7 @@ description: Get started using Groq [chat models](/oss/langchain/models) in Lang
 ---
 
 <Warning>
-    This page makes reference to [Groq](https://console.groq.com/docs/overview), an AI hardware and software company. For information on how to use Grok models (provided by [xAI](https://docs.x.ai/docs/overview)), see the [xAI provider page](/oss/python/integrations/providers/xai).
+    This page makes reference to [Groq](https://console.groq.com/docs/overview), an AI hardware and software company. For information on how to use Grok models (provided by [xAI](https://docs.x.ai/docs/overview)), see the [xAI provider page](/oss/integrations/providers/xai).
 </Warning>
 
 <Tip>
diff --git a/src/oss/python/integrations/chat/xai.mdx b/src/oss/python/integrations/chat/xai.mdx
@@ -4,7 +4,7 @@ description: Get started using xAI [chat models](/oss/langchain/models) in LangC
 ---
 
 <Warning>
-    This page makes reference to Grok models provided by [xAI](https://docs.x.ai/docs/overview) - not to be confused with [Groq](https://console.groq.com/docs/overview), a separate AI hardware and software company. See the [Groq provider page](/oss/python/integrations/providers/groq).
+    This page makes reference to Grok models provided by [xAI](https://docs.x.ai/docs/overview) - not to be confused with [Groq](https://console.groq.com/docs/overview), a separate AI hardware and software company. See the [Groq provider page](/oss/integrations/providers/groq).
 </Warning>
 
 [xAI](https://console.x.ai/) offers an API to interact with Grok models.
diff --git a/src/oss/python/integrations/providers/google.mdx b/src/oss/python/integrations/providers/google.mdx
@@ -366,7 +366,7 @@ Integrations with various Google services beyond the core Cloud Platform.
 ### Vector stores
 
 <Columns cols={1}>
-    <Card title="ScaNN (Local Index)" href="/oss/integrations/vectorstores/scann" cta="Get started" arrow>
+    <Card title="ScaNN (Local Index)" href="/oss/integrations/vectorstores/google_scann" cta="Get started" arrow>
         ScaNN is a method for efficient vector similarity search at scale.
     </Card>
 </Columns>
@@ -411,7 +411,7 @@ Integrations with various Google services beyond the core Cloud Platform.
 ### MCP
 
 <Columns cols={1}>
-    <Card title="MCP Toolbox" href="/oss/integrations/tools/toolbox" cta="Get started" arrow>
+    <Card title="MCP Toolbox" href="/oss/integrations/tools/mcp_toolbox" cta="Get started" arrow>
         Simple and efficient way to connect to your databases, including those on Google Cloud like Cloud SQL and AlloyDB
     </Card>
 </Columns>
@@ -421,15 +421,15 @@ Integrations with various Google services beyond the core Cloud Platform.
 Collections of tools for specific Google services.
 
 <Columns cols={2}>
-    <Card title="Gmail" icon="envelope" href="/oss/integrations/tools/gmail" cta="Get started" arrow>
+    <Card title="Gmail" icon="envelope" href="/oss/integrations/tools/google_gmail" cta="Get started" arrow>
         Toolkit to create, get, search, and send emails using the Gmail API.
     </Card>
 </Columns>
 
 ### Chat loaders
 
 <Columns cols={2}>
-    <Card title="Gmail" icon="envelope" href="/oss/integrations/chat_loaders/gmail" cta="Get started" arrow>
+    <Card title="Gmail" icon="envelope" href="/oss/integrations/chat_loaders/google_gmail" cta="Get started" arrow>
         Load chat history from Gmail threads.
     </Card>
 </Columns>
diff --git a/src/oss/python/integrations/providers/groq.mdx b/src/oss/python/integrations/providers/groq.mdx
@@ -3,7 +3,7 @@ title: Groq
 ---
 
 <Warning>
-    This page makes reference to [Groq](https://console.groq.com/docs/overview), an AI hardware and software company. For information on how to use Grok models (provided by [xAI](https://docs.x.ai/docs/overview)), see the [xAI provider page](/oss/python/integrations/providers/xai).
+    This page makes reference to [Groq](https://console.groq.com/docs/overview), an AI hardware and software company. For information on how to use Grok models (provided by [xAI](https://docs.x.ai/docs/overview)), see the [xAI provider page](/oss/integrations/providers/xai).
 </Warning>
 
 >[Groq](https://groq.com) developed the world's first Language Processing Unit™, or `LPU`.
diff --git a/src/oss/python/integrations/providers/toolbox.mdx b/src/oss/python/integrations/providers/toolbox.mdx
@@ -28,4 +28,4 @@ uv add toolbox-langchain
 
 For a complete, step-by-step guide on how to create, configure, and use MCP Toolbox with your agents, please refer to our detailed Jupyter notebook tutorial.
 
-**[➡️ View the full tutorial here](/oss/integrations/tools/toolbox)**.
+**[➡️ View the full tutorial here](/oss/integrations/tools/mcp_toolbox)**.
diff --git a/src/oss/python/integrations/providers/xai.mdx b/src/oss/python/integrations/providers/xai.mdx
@@ -3,7 +3,7 @@ title: xAI
 ---
 
 <Warning>
-    This page makes reference to Grok models provided by [xAI](https://docs.x.ai/docs/overview) - not to be confused with [Groq](https://console.groq.com/docs/overview), a separate AI hardware and software company. See the [Groq provider page](/oss/python/integrations/providers/groq).
+    This page makes reference to Grok models provided by [xAI](https://docs.x.ai/docs/overview) - not to be confused with [Groq](https://console.groq.com/docs/overview), a separate AI hardware and software company. See the [Groq provider page](/oss/integrations/providers/groq).
 </Warning>
 
 [xAI](https://console.x.ai) offers an API to interact with Grok models. This example goes over how to use LangChain to interact with xAI models.
diff --git a/src/oss/python/integrations/tools/index.mdx b/src/oss/python/integrations/tools/index.mdx
@@ -44,7 +44,7 @@ The following table shows tools that can be used to automate tasks in productivi
 |-------------|---------|
 | [Github Toolkit](/oss/integrations/tools/github) | Free |
 | [Gitlab Toolkit](/oss/integrations/tools/gitlab) | Free for personal project |
-| [Gmail Toolkit](/oss/integrations/tools/gmail) | Free, with limit of 250 quota units per user per second |
+| [Gmail Toolkit](/oss/integrations/tools/google_gmail) | Free, with limit of 250 quota units per user per second |
 | [Infobip Tool](/oss/integrations/tools/infobip) | Free trial, with variable pricing after |
 | [Jira Toolkit](/oss/integrations/tools/jira) | Free, with [rate limits](https://developer.atlassian.com/cloud/jira/platform/rate-limiting/) |
 | [Office365 Toolkit](/oss/integrations/tools/office365) | Free with Office365, includes [rate limits](https://learn.microsoft.com/en-us/graph/throttling-limits) |
@@ -72,7 +72,7 @@ The following table shows tools that can be used to automate tasks in databases:
 | Tool/Toolkit | Allowed Operations |
 |-------------|-------------------|
 | [Cassandra Database Toolkit](/oss/integrations/tools/cassandra_database) | SELECT and schema introspection |
-| [MCP Toolbox](/oss/integrations/tools/toolbox) | Any SQL operation |
+| [MCP Toolbox](/oss/integrations/tools/mcp_toolbox) | Any SQL operation |
 | [SQLDatabase Toolkit](/oss/integrations/tools/sql_database) | Any SQL operation |
 | [Spark SQL Toolkit](/oss/integrations/tools/spark_sql) | Any SQL operation |
 
@@ -142,7 +142,7 @@ The following platforms provide access to multiple tools and services through a
 <Card title="FMP Data" icon="link" href="/oss/integrations/tools/fmp-data" arrow="true" cta="View guide" />
 <Card title="Github Toolkit" icon="link" href="/oss/integrations/tools/github" arrow="true" cta="View guide" />
 <Card title="Gitlab Toolkit" icon="link" href="/oss/integrations/tools/gitlab" arrow="true" cta="View guide" />
-<Card title="Gmail Toolkit" icon="link" href="/oss/integrations/tools/gmail" arrow="true" cta="View guide" />
+<Card title="Gmail Toolkit" icon="link" href="/oss/integrations/tools/google_gmail" arrow="true" cta="View guide" />
 <Card title="GOAT" icon="link" href="/oss/integrations/tools/goat" arrow="true" cta="View guide" />
 <Card title="Privy" icon="link" href="/oss/integrations/tools/privy" arrow="true" cta="View guide" />
 <Card title="Golden Query" icon="link" href="/oss/integrations/tools/golden_query" arrow="true" cta="View guide" />
@@ -224,7 +224,7 @@ The following platforms provide access to multiple tools and services through a
 <Card title="Tavily Extract" icon="link" href="/oss/integrations/tools/tavily_extract" arrow="true" cta="View guide" />
 <Card title="Tavily Search" icon="link" href="/oss/integrations/tools/tavily_search" arrow="true" cta="View guide" />
 <Card title="Tilores" icon="link" href="/oss/integrations/tools/tilores" arrow="true" cta="View guide" />
-<Card title="MCP Toolbox" icon="link" href="/oss/integrations/tools/toolbox" arrow="true" cta="View guide" />
+<Card title="MCP Toolbox" icon="link" href="/oss/integrations/tools/mcp_toolbox" arrow="true" cta="View guide" />
 <Card title="Twilio" icon="link" href="/oss/integrations/tools/twilio" arrow="true" cta="View guide" />
 <Card title="Upstage" icon="link" href="/oss/integrations/tools/upstage_groundedness_check" arrow="true" cta="View guide" />
 <Card title="Valthera" icon="link" href="/oss/integrations/tools/valthera" arrow="true" cta="View guide" />
diff --git a/src/oss/python/integrations/vectorstores/index.mdx b/src/oss/python/integrations/vectorstores/index.mdx
@@ -750,7 +750,7 @@ vector_store = QdrantVectorStore(
 <Card title="Relyt" icon="link" href="/oss/integrations/vectorstores/relyt" arrow="true" cta="View guide"/>
 <Card title="Rockset" icon="link" href="/oss/integrations/vectorstores/rockset" arrow="true" cta="View guide"/>
 <Card title="SAP HANA Cloud Vector Engine" icon="link" href="/oss/integrations/vectorstores/sap_hanavector" arrow="true" cta="View guide"/>
-<Card title="ScaNN" icon="link" href="/oss/integrations/vectorstores/scann" arrow="true" cta="View guide"/>
+<Card title="ScaNN" icon="link" href="/oss/integrations/vectorstores/google_scann" arrow="true" cta="View guide"/>
 <Card title="SemaDB" icon="link" href="/oss/integrations/vectorstores/semadb" arrow="true" cta="View guide"/>
 <Card title="SingleStore" icon="link" href="/oss/integrations/vectorstores/singlestore" arrow="true" cta="View guide"/>
 <Card title="scikit-learn" icon="link" href="/oss/integrations/vectorstores/sklearn" arrow="true" cta="View guide"/>

Original file line number	Diff line number	Diff line change
`@@ -28,4 +28,4 @@ uv add toolbox-langchain`
`28`	`28`
`29`	`29`	`For a complete, step-by-step guide on how to create, configure, and use MCP Toolbox with your agents, please refer to our detailed Jupyter notebook tutorial.`
`30`	`30`
`31`		`-[➡️ View the full tutorial here](/oss/integrations/tools/toolbox).`
	`31`	`+[➡️ View the full tutorial here](/oss/integrations/tools/mcp_toolbox).`