diff --git a/src/langsmith/cost-tracking.mdx b/src/langsmith/cost-tracking.mdx
index 7f5aaee39a..85756a90f6 100644
--- 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** |
- Calling LLMs with [LangChain](/oss/python/langchain/overview)
- Tracing LLM calls to OpenAI, Anthropic or models that follow an OpenAI-compliant format with `@traceable`
- Using LangSmith wrappers for [OpenAI](/langsmith/trace-openai) or [Anthropic](/langsmith/trace-anthropic)
- For other model providers, read the [token and cost information guide](/langsmith/log-llm-trace#provide-token-and-cost-information)
| Not applicable. |
+| **Automatically** | - Calling LLMs with [LangChain](/oss/langchain/overview)
- Tracing LLM calls to OpenAI, Anthropic or models that follow an OpenAI-compliant format with `@traceable`
- Using LangSmith wrappers for [OpenAI](/langsmith/trace-openai) or [Anthropic](/langsmith/trace-anthropic)
- For other model providers, read the [token and cost information guide](/langsmith/log-llm-trace#provide-token-and-cost-information)
| 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).
@@ -421,7 +421,7 @@ Updates to the model pricing map are not reflected in the costs for traces alrea
/>
diff --git a/src/oss/javascript/integrations/providers/all_providers.mdx b/src/oss/javascript/integrations/providers/all_providers.mdx
index 586daa3cc6..f913fe87b5 100644
--- 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
Google's embedding models for text representation.
@@ -1627,7 +1627,7 @@ Browse the complete collection of integrations available for JavaScript/TypeScri
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
index eb5be63293..b9a3f3af97 100644
--- 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
diff --git a/src/oss/javascript/integrations/tools/index.mdx b/src/oss/javascript/integrations/tools/index.mdx
index fc37995de5..a1cdee771a 100644
--- 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
diff --git a/src/oss/python/integrations/chat/groq.mdx b/src/oss/python/integrations/chat/groq.mdx
index afefe2ecbd..52aca9d48a 100644
--- 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
---
- 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).
diff --git a/src/oss/python/integrations/chat/xai.mdx b/src/oss/python/integrations/chat/xai.mdx
index cf29fc3eb5..5abe647b57 100644
--- 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
---
- 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).
[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
index 57ff756ea4..1c98955ebc 100644
--- 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
-
+
ScaNN is a method for efficient vector similarity search at scale.
@@ -411,7 +411,7 @@ Integrations with various Google services beyond the core Cloud Platform.
### MCP
-
+
Simple and efficient way to connect to your databases, including those on Google Cloud like Cloud SQL and AlloyDB
@@ -421,7 +421,7 @@ Integrations with various Google services beyond the core Cloud Platform.
Collections of tools for specific Google services.
-
+
Toolkit to create, get, search, and send emails using the Gmail API.
@@ -429,7 +429,7 @@ Collections of tools for specific Google services.
### Chat loaders
-
+
Load chat history from Gmail threads.
diff --git a/src/oss/python/integrations/providers/groq.mdx b/src/oss/python/integrations/providers/groq.mdx
index f98acb92bc..56e6b8745d 100644
--- a/src/oss/python/integrations/providers/groq.mdx
+++ b/src/oss/python/integrations/providers/groq.mdx
@@ -3,7 +3,7 @@ title: Groq
---
- 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).
>[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
index 571ee8e6e0..c7beacf066 100644
--- 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
index 2866e20046..237e1a601d 100644
--- a/src/oss/python/integrations/providers/xai.mdx
+++ b/src/oss/python/integrations/providers/xai.mdx
@@ -3,7 +3,7 @@ title: xAI
---
- 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).
[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
index c919b510a7..7ecba67ad5 100644
--- 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
-
+
@@ -224,7 +224,7 @@ The following platforms provide access to multiple tools and services through a
-
+
diff --git a/src/oss/python/integrations/vectorstores/index.mdx b/src/oss/python/integrations/vectorstores/index.mdx
index e605ffd88a..d2e053db38 100644
--- a/src/oss/python/integrations/vectorstores/index.mdx
+++ b/src/oss/python/integrations/vectorstores/index.mdx
@@ -750,7 +750,7 @@ vector_store = QdrantVectorStore(
-
+