From 3f04a0bb8af5442b7ef8a527c348ea0002d2b40d Mon Sep 17 00:00:00 2001 From: Lauren Hirata Singh Date: Fri, 21 Nov 2025 10:13:22 -0500 Subject: [PATCH 1/2] fix broken links --- src/langsmith/cost-tracking.mdx | 6 +++--- .../javascript/integrations/providers/all_providers.mdx | 4 ++-- src/oss/javascript/integrations/text_embedding/index.mdx | 2 +- src/oss/javascript/integrations/tools/index.mdx | 2 +- src/oss/python/integrations/providers/google.mdx | 8 ++++---- src/oss/python/integrations/providers/toolbox.mdx | 2 +- src/oss/python/integrations/tools/index.mdx | 6 +++--- src/oss/python/integrations/vectorstores/index.mdx | 2 +- 8 files changed, 16 insertions(+), 16 deletions(-) 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** | | Not applicable. | +| **Automatically** | | 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 /> 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 index 586daa3cc6..ba025893a1 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..b446f23056 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..032e8160a6 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/providers/google.mdx b/src/oss/python/integrations/providers/google.mdx index 57ff756ea4..671168399e 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/toolbox.mdx b/src/oss/python/integrations/providers/toolbox.mdx index 571ee8e6e0..04ee3d5f4d 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/python/integrations/tools/mcp_toolbox)**. diff --git a/src/oss/python/integrations/tools/index.mdx b/src/oss/python/integrations/tools/index.mdx index c919b510a7..3b19ead31a 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/python/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/python/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 - + diff --git a/src/oss/python/integrations/vectorstores/index.mdx b/src/oss/python/integrations/vectorstores/index.mdx index e605ffd88a..6f365504d7 100644 --- a/src/oss/python/integrations/vectorstores/index.mdx +++ b/src/oss/python/integrations/vectorstores/index.mdx @@ -750,7 +750,7 @@ vector_store = QdrantVectorStore( - + From aeb107c171c367a0de02596662a7b547467beea8 Mon Sep 17 00:00:00 2001 From: Lauren Hirata Singh Date: Fri, 21 Nov 2025 10:28:13 -0500 Subject: [PATCH 2/2] fix --- .../javascript/integrations/providers/all_providers.mdx | 4 ++-- src/oss/javascript/integrations/text_embedding/index.mdx | 2 +- src/oss/javascript/integrations/tools/index.mdx | 2 +- src/oss/python/integrations/chat/groq.mdx | 2 +- src/oss/python/integrations/chat/xai.mdx | 2 +- src/oss/python/integrations/providers/google.mdx | 8 ++++---- src/oss/python/integrations/providers/groq.mdx | 2 +- src/oss/python/integrations/providers/toolbox.mdx | 2 +- src/oss/python/integrations/providers/xai.mdx | 2 +- src/oss/python/integrations/tools/index.mdx | 8 ++++---- src/oss/python/integrations/vectorstores/index.mdx | 2 +- 11 files changed, 18 insertions(+), 18 deletions(-) diff --git a/src/oss/javascript/integrations/providers/all_providers.mdx b/src/oss/javascript/integrations/providers/all_providers.mdx index ba025893a1..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 b446f23056..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 032e8160a6..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 671168399e..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 04ee3d5f4d..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/python/integrations/tools/mcp_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 3b19ead31a..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/python/integrations/tools/google_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/python/integrations/tools/mcp_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 6f365504d7..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( - +