> ## Documentation Index
> Fetch the complete documentation index at: https://docs.langchain.com/llms.txt
> Use this file to discover all available pages before exploring further.

# Tool integrations

> Integrate with tools using LangChain Python.

[Tools](/oss/python/langchain/tools) are utilities designed to be called by a model: their inputs are designed to be generated by models, and their outputs are designed to be passed back to models.

A toolkit is a collection of tools meant to be used together.

## Search

The following table shows tools that execute online searches in some shape or form:

| Tool/Toolkit                                                          | Free/Paid                                | Return Data                                           |
| --------------------------------------------------------------------- | ---------------------------------------- | ----------------------------------------------------- |
| [Bing Search](/oss/python/integrations/tools/bing_search)             | Paid                                     | URL, Snippet, Title                                   |
| [Brave Search](/oss/python/integrations/tools/brave_search)           | Free                                     | URL, Snippet, Title                                   |
| [cloro](/oss/python/integrations/tools/cloro)                         | Paid                                     | URL, Snippet, Title, Answer                           |
| [DuckDuckgoSearch](/oss/python/integrations/tools/ddg)                | Free                                     | URL, Snippet, Title                                   |
| [Exa Search](/oss/python/integrations/tools/exa_search)               | 1000 free searches/month                 | URL, Author, Title, Published Date                    |
| [Google Search](/oss/python/integrations/tools/google_search)         | Paid                                     | URL, Snippet, Title                                   |
| [Google Serper](/oss/python/integrations/tools/google_serper)         | Free                                     | URL, Snippet, Title, Search Rank, Site Links          |
| [Jina Search](/oss/python/integrations/tools/jina_search)             | 1M Response Tokens Free                  | URL, Snippet, Title, Page Content                     |
| [Linkup Search](/oss/python/integrations/tools/linkup_search)         | 2000 free searches/month                 | URL, Content, Sources                                 |
| [Mojeek Search](/oss/python/integrations/tools/mojeek_search)         | Paid                                     | URL, Snippet, Title                                   |
| [Nia Toolkit](/oss/python/integrations/tools/nia)                     | Free tier available                      | Code, Docs, Metadata, Sources                         |
| [Nimble Search](/oss/python/integrations/tools/nimble_search)         | Free trial available                     | URL, Content, Title                                   |
| [Parallel Search](/oss/python/integrations/tools/parallel_search)     | Paid                                     | URL, Title, Excerpts                                  |
| [Perplexity Search](/oss/python/integrations/tools/perplexity_search) | Paid (with monthly free tier)            | URL, Title, Snippet, Date, Last Updated               |
| [SearchApi](/oss/python/integrations/tools/searchapi)                 | 100 Free Searches on Sign Up             | URL, Snippet, Title, Search Rank, Site Links, Authors |
| [SearxNG Search](/oss/python/integrations/tools/searx_search)         | Free                                     | URL, Snippet, Title, Category                         |
| [SerpApi](/oss/python/integrations/tools/serpapi)                     | 250 Free Searches/Month                  | Answer                                                |
| [Tavily Search](/oss/python/integrations/tools/tavily_search)         | 1000 free searches/month                 | URL, Content, Title, Images, Answer                   |
| [Apify](/oss/python/integrations/tools/apify_actors)                  | Free tier, pay-per-use (varies by Actor) | Actor output (varies by Actor)                        |
| [You.com Search](/oss/python/integrations/tools/you)                  | Free for 60 days                         | URL, Title, Page Content                              |

## Code interpreter

The following table shows tools that can be used as code interpreters:

| Tool/Toolkit                                                                                                   | Supported Languages            | Sandbox Lifetime             | Supports File Uploads | Return Types        | Supports Self-Hosting |
| -------------------------------------------------------------------------------------------------------------- | ------------------------------ | ---------------------------- | --------------------- | ------------------- | --------------------- |
| [Amazon Bedrock AgentCore Code Interpreter](/oss/python/integrations/tools/bedrock_agentcore_code_interpreter) | Python, JavaScript, TypeScript | Configurable (up to 8 hours) | ✅                     | Text, Images, Files | ❌                     |
| [Azure Container Apps dynamic sessions](/oss/python/integrations/tools/azure_dynamic_sessions)                 | Python                         | 1 Hour                       | ✅                     | Text, Images        | ❌                     |
| [Bearly Code Interpreter](/oss/python/integrations/tools/bearly)                                               | Python                         | Resets on Execution          | ✅                     | Text                | ❌                     |
| [Riza Code Interpreter](/oss/python/integrations/tools/riza)                                                   | Python, JavaScript, PHP, Ruby  | Resets on Execution          | ✅                     | Text                | ✅                     |

## Productivity

The following table shows tools that can be used to automate tasks in productivity tools:

| Tool/Toolkit                                                    | Pricing                                                                                                |
| --------------------------------------------------------------- | ------------------------------------------------------------------------------------------------------ |
| [GitHub Toolkit](/oss/python/integrations/tools/github)         | Free                                                                                                   |
| [GitLab Toolkit](/oss/python/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                                                |
| [Infobip Tool](/oss/python/integrations/tools/infobip)          | Free trial, with variable pricing after                                                                |
| [Jira Toolkit](/oss/python/integrations/tools/jira)             | Free, with [rate limits](https://developer.atlassian.com/cloud/jira/platform/rate-limiting/)           |
| [Office365 Toolkit](/oss/python/integrations/tools/office365)   | Free with Office365, includes [rate limits](https://learn.microsoft.com/en-us/graph/throttling-limits) |
| [Slack Toolkit](/oss/python/integrations/tools/slack)           | Free                                                                                                   |
| [AgentPhone Toolkit](/oss/python/integrations/tools/agentphone) | Free tier available, with [pay-as-you-go pricing](https://agentphone.to) after                         |
| [Twilio Tool](/oss/python/integrations/tools/twilio)            | Free trial, with [pay-as-you-go pricing](https://www.twilio.com/en-us/pricing) after                   |

## Web browsing

The following table shows tools that can be used to automate tasks in web browsers:

| Tool/Toolkit                                                                                        | Pricing                                                     | Supports Interacting with the Browser |
| --------------------------------------------------------------------------------------------------- | ----------------------------------------------------------- | ------------------------------------- |
| [AgentQL Toolkit](/oss/python/integrations/tools/agentql)                                           | Free trial, with pay-as-you-go and flat rate plans after    | ✅                                     |
| [Amazon Bedrock AgentCore Browser](/oss/python/integrations/tools/bedrock_agentcore_browser)        | Pay-per-use (AWS)                                           | ✅                                     |
| [Hyperbrowser Browser Agent Tools](/oss/python/integrations/tools/hyperbrowser_browser_agent_tools) | Free trial, with flat rate plans and pre-paid credits after | ✅                                     |
| [Hyperbrowser Web Scraping Tools](/oss/python/integrations/tools/hyperbrowser_web_scraping_tools)   | Free trial, with flat rate plans and pre-paid credits after | ❌                                     |
| [MultiOn Toolkit](/oss/python/integrations/tools/multion)                                           | 40 free requests/day                                        | ✅                                     |
| [Nimble Extract](/oss/python/integrations/tools/nimble_extract)                                     | Free trial available                                        | ❌                                     |
| [Oxylabs Web Scraper API](/oss/python/integrations/tools/oxylabs)                                   | Free trial, with flat rate plans and pre-paid credits after | ❌                                     |
| [PlayWright Browser Toolkit](/oss/python/integrations/tools/playwright)                             | Free                                                        | ✅                                     |
| [Requests Toolkit](/oss/python/integrations/tools/requests)                                         | Free                                                        | ❌                                     |

## Database

The following table shows tools that can be used to automate tasks in databases:

| Tool/Toolkit                                                                    | Allowed Operations                     |
| ------------------------------------------------------------------------------- | -------------------------------------- |
| [Cassandra Database Toolkit](/oss/python/integrations/tools/cassandra_database) | SELECT and schema introspection        |
| [MCP Toolbox](/oss/python/integrations/tools/mcp_toolbox)                       | Any SQL operation                      |
| [SQLDatabase Toolkit](/oss/python/integrations/tools/sql_database)              | Any SQL operation                      |
| [Spark SQL Toolkit](/oss/python/integrations/tools/spark_sql)                   | Any SQL operation                      |
| [Drasi Toolkit](/oss/python/integrations/tools/drasi)                           | Real-time database change detection    |
| [Stardog](/oss/python/integrations/tools/stardog)                               | SPARQL SELECT and schema introspection |

## Finance

The following table shows tools that can be used to execute financial transactions such as payments, purchases, and more:

| Tool/Toolkit                                          | Pricing | Capabilities                                                                      |
| ----------------------------------------------------- | ------- | --------------------------------------------------------------------------------- |
| [Ampersend](/oss/python/integrations/tools/ampersend) | Paid    | Pay for and use remote AI agent services with automatic x402 payment handling.    |
| [GOAT](/oss/python/integrations/tools/goat)           | Free    | Create and receive payments, purchase physical goods, make investments, and more. |
| [Privy](/oss/python/integrations/tools/privy)         | Free    | Create wallets with configurable permissions and execute transactions with speed. |

## Integration platforms

The following platforms provide access to multiple tools and services through a unified interface:

| Tool/Toolkit                                        | Number of Integrations | Pricing             | Key Features                                               |
| --------------------------------------------------- | ---------------------- | ------------------- | ---------------------------------------------------------- |
| [Composio](/oss/python/integrations/tools/composio) | 500+                   | Free tier available | OAuth handling, event-driven workflows, multi-user support |

## All tools and toolkits

<Columns cols={3}>
  <Card title="ADS4GPTs" icon="link" href="/oss/python/integrations/tools/ads4gpts" arrow="true" cta="View guide" />

  <Card title="AgentPhone Toolkit" icon="link" href="/oss/python/integrations/tools/agentphone" arrow="true" cta="View guide" />

  <Card title="AgentQL" icon="link" href="/oss/python/integrations/tools/agentql" arrow="true" cta="View guide" />

  <Card title="AINetwork Toolkit" icon="link" href="/oss/python/integrations/tools/ainetwork" arrow="true" cta="View guide" />

  <Card title="Alpha Vantage" icon="link" href="/oss/python/integrations/tools/alpha_vantage" arrow="true" cta="View guide" />

  <Card title="Ampersend" icon="link" href="/oss/python/integrations/tools/ampersend" arrow="true" cta="View guide" />

  <Card title="Amadeus Toolkit" icon="link" href="/oss/python/integrations/tools/amadeus" arrow="true" cta="View guide" />

  <Card title="Amazon Bedrock AgentCore Browser" icon="link" href="/oss/python/integrations/tools/bedrock_agentcore_browser" arrow="true" cta="View guide" />

  <Card title="Amazon Bedrock AgentCore Code Interpreter" icon="link" href="/oss/python/integrations/tools/bedrock_agentcore_code_interpreter" arrow="true" cta="View guide" />

  <Card title="Anchor Browser" icon="link" href="/oss/python/integrations/tools/anchor_browser" arrow="true" cta="View guide" />

  <Card title="Apify" icon="link" href="/oss/python/integrations/tools/apify_actors" arrow="true" cta="View guide" />

  <Card title="ArXiv" icon="link" href="/oss/python/integrations/tools/arxiv" arrow="true" cta="View guide" />

  <Card title="AskNews" icon="link" href="/oss/python/integrations/tools/asknews" arrow="true" cta="View guide" />

  <Card title="AWS Lambda" icon="link" href="/oss/python/integrations/tools/awslambda" arrow="true" cta="View guide" />

  <Card title="Azure AI Services Toolkit" icon="link" href="/oss/python/integrations/tools/azure_ai_services" arrow="true" cta="View guide" />

  <Card title="Azure Cognitive Services Toolkit" icon="link" href="/oss/python/integrations/tools/azure_cognitive_services" arrow="true" cta="View guide" />

  <Card title="Azure Container Apps Dynamic Sessions" icon="link" href="/oss/python/integrations/tools/azure_dynamic_sessions" arrow="true" cta="View guide" />

  <Card title="Shell (bash)" icon="link" href="/oss/python/integrations/tools/bash" arrow="true" cta="View guide" />

  <Card title="Bearly Code Interpreter" icon="link" href="/oss/python/integrations/tools/bearly" arrow="true" cta="View guide" />

  <Card title="Bing Search" icon="link" href="/oss/python/integrations/tools/bing_search" arrow="true" cta="View guide" />

  <Card title="Bodo DataFrames" icon="link" href="/oss/python/integrations/tools/bodo" arrow="true" cta="View guide" />

  <Card title="cloro" icon="link" href="/oss/python/integrations/tools/cloro" arrow="true" cta="View guide" />

  <Card title="Brave Search" icon="link" href="/oss/python/integrations/tools/brave_search" arrow="true" cta="View guide" />

  <Card title="BrightData Web Scraper API" icon="link" href="/oss/python/integrations/tools/brightdata-webscraperapi" arrow="true" cta="View guide" />

  <Card title="BrightData SERP" icon="link" href="/oss/python/integrations/tools/brightdata_serp" arrow="true" cta="View guide" />

  <Card title="BrightData Unlocker" icon="link" href="/oss/python/integrations/tools/brightdata_unlocker" arrow="true" cta="View guide" />

  <Card title="CAMB AI" icon="link" href="/oss/python/integrations/tools/camb" arrow="true" cta="View guide" />

  <Card title="Cassandra Database Toolkit" icon="link" href="/oss/python/integrations/tools/cassandra_database" arrow="true" cta="View guide" />

  <Card title="CDP" icon="link" href="/oss/python/integrations/tools/cdp_agentkit" arrow="true" cta="View guide" />

  <Card title="ChatGPT Plugins" icon="link" href="/oss/python/integrations/tools/chatgpt_plugins" arrow="true" cta="View guide" />

  <Card title="ClickUp Toolkit" icon="link" href="/oss/python/integrations/tools/clickup" arrow="true" cta="View guide" />

  <Card title="Cogniswitch Toolkit" icon="link" href="/oss/python/integrations/tools/cogniswitch" arrow="true" cta="View guide" />

  <Card title="Compass DeFi Toolkit" icon="link" href="/oss/python/integrations/tools/compass" arrow="true" cta="View guide" />

  <Card title="Composio" icon="link" href="/oss/python/integrations/tools/composio" arrow="true" cta="View guide" />

  <Card title="Connery Toolkit" icon="link" href="/oss/python/integrations/tools/connery" arrow="true" cta="View guide" />

  <Card title="Dall-E Image Generator" icon="link" href="/oss/python/integrations/tools/dalle_image_generator" arrow="true" cta="View guide" />

  <Card title="Dappier" icon="link" href="/oss/python/integrations/tools/dappier" arrow="true" cta="View guide" />

  <Card title="Databricks Unity Catalog" icon="link" href="/oss/python/integrations/tools/databricks" arrow="true" cta="View guide" />

  <Card title="DataForSEO" icon="link" href="/oss/python/integrations/tools/dataforseo" arrow="true" cta="View guide" />

  <Card title="Dataherald" icon="link" href="/oss/python/integrations/tools/dataherald" arrow="true" cta="View guide" />

  <Card title="Daytona Data Analysis" icon="link" href="/oss/python/integrations/tools/daytona_data_analysis" arrow="true" cta="View guide" />

  <Card title="DuckDuckGo Search" icon="link" href="/oss/python/integrations/tools/ddg" arrow="true" cta="View guide" />

  <Card title="Discord" icon="link" href="/oss/python/integrations/tools/discord" arrow="true" cta="View guide" />

  <Card title="Drasi" icon="link" href="/oss/python/integrations/tools/drasi" arrow="true" cta="View guide" />

  <Card title="E2B Data Analysis" icon="link" href="/oss/python/integrations/tools/e2b_data_analysis" arrow="true" cta="View guide" />

  <Card title="Eden AI" icon="link" href="/oss/python/integrations/tools/edenai_tools" arrow="true" cta="View guide" />

  <Card title="ElevenLabs Text2Speech" icon="link" href="/oss/python/integrations/tools/eleven_labs_tts" arrow="true" cta="View guide" />

  <Card title="Exa Search" icon="link" href="/oss/python/integrations/tools/exa_search" arrow="true" cta="View guide" />

  <Card title="File System" icon="link" href="/oss/python/integrations/tools/filesystem" arrow="true" cta="View guide" />

  <Card title="Financial Datasets Toolkit" icon="link" href="/oss/python/integrations/tools/financial_datasets" arrow="true" cta="View guide" />

  <Card title="FMP Data" icon="link" href="/oss/python/integrations/tools/fmp-data" arrow="true" cta="View guide" />

  <Card title="GitHub Toolkit" icon="link" href="/oss/python/integrations/tools/github" arrow="true" cta="View guide" />

  <Card title="GitLab Toolkit" icon="link" href="/oss/python/integrations/tools/gitlab" arrow="true" cta="View guide" />

  <Card title="Gmail Toolkit" icon="link" href="/oss/python/integrations/tools/google_gmail" arrow="true" cta="View guide" />

  <Card title="GOAT" icon="link" href="/oss/python/integrations/tools/goat" arrow="true" cta="View guide" />

  <Card title="Privy" icon="link" href="/oss/python/integrations/tools/privy" arrow="true" cta="View guide" />

  <Card title="Golden Query" icon="link" href="/oss/python/integrations/tools/golden_query" arrow="true" cta="View guide" />

  <Card title="Google Books" icon="link" href="/oss/python/integrations/tools/google_books" arrow="true" cta="View guide" />

  <Card title="Google Calendar Toolkit" icon="link" href="/oss/python/integrations/tools/google_calendar" arrow="true" cta="View guide" />

  <Card title="Google Cloud Text-to-Speech" icon="link" href="/oss/python/integrations/tools/google_cloud_texttospeech" arrow="true" cta="View guide" />

  <Card title="Google Drive" icon="link" href="/oss/python/integrations/tools/google_drive" arrow="true" cta="View guide" />

  <Card title="Google Finance" icon="link" href="/oss/python/integrations/tools/google_finance" arrow="true" cta="View guide" />

  <Card title="Google Imagen" icon="link" href="/oss/python/integrations/tools/google_imagen" arrow="true" cta="View guide" />

  <Card title="Google Jobs" icon="link" href="/oss/python/integrations/tools/google_jobs" arrow="true" cta="View guide" />

  <Card title="Google Lens" icon="link" href="/oss/python/integrations/tools/google_lens" arrow="true" cta="View guide" />

  <Card title="Google Places" icon="link" href="/oss/python/integrations/tools/google_places" arrow="true" cta="View guide" />

  <Card title="Google Scholar" icon="link" href="/oss/python/integrations/tools/google_scholar" arrow="true" cta="View guide" />

  <Card title="Google Search" icon="link" href="/oss/python/integrations/tools/google_search" arrow="true" cta="View guide" />

  <Card title="Google Serper" icon="link" href="/oss/python/integrations/tools/google_serper" arrow="true" cta="View guide" />

  <Card title="Google Trends" icon="link" href="/oss/python/integrations/tools/google_trends" arrow="true" cta="View guide" />

  <Card title="Gradio" icon="link" href="/oss/python/integrations/tools/gradio_tools" arrow="true" cta="View guide" />

  <Card title="GraphQL" icon="link" href="/oss/python/integrations/tools/graphql" arrow="true" cta="View guide" />

  <Card title="HuggingFace Hub Tools" icon="link" href="/oss/python/integrations/tools/huggingface_tools" arrow="true" cta="View guide" />

  <Card title="Human as a Tool" icon="link" href="/oss/python/integrations/tools/human_tools" arrow="true" cta="View guide" />

  <Card title="Hyperbrowser Browser Agent Tools" icon="link" href="/oss/python/integrations/tools/hyperbrowser_browser_agent_tools" arrow="true" cta="View guide" />

  <Card title="Hyperbrowser Web Scraping Tools" icon="link" href="/oss/python/integrations/tools/hyperbrowser_web_scraping_tools" arrow="true" cta="View guide" />

  <Card title="IBM watsonx.ai" icon="link" href="/oss/python/integrations/tools/ibm_watsonx" arrow="true" cta="View guide" />

  <Card title="IBM watsonx.ai (SQL)" icon="link" href="/oss/python/integrations/tools/ibm_watsonx_sql" arrow="true" cta="View guide" />

  <Card title="IFTTT WebHooks" icon="link" href="/oss/python/integrations/tools/ifttt" arrow="true" cta="View guide" />

  <Card title="Infobip" icon="link" href="/oss/python/integrations/tools/infobip" arrow="true" cta="View guide" />

  <Card title="Ionic Shopping Tool" icon="link" href="/oss/python/integrations/tools/ionic_shopping" arrow="true" cta="View guide" />

  <Card title="Jenkins" icon="link" href="/oss/python/integrations/tools/jenkins" arrow="true" cta="View guide" />

  <Card title="Jina Search" icon="link" href="/oss/python/integrations/tools/jina_search" arrow="true" cta="View guide" />

  <Card title="Jira Toolkit" icon="link" href="/oss/python/integrations/tools/jira" arrow="true" cta="View guide" />

  <Card title="JSON Toolkit" icon="link" href="/oss/python/integrations/tools/json" arrow="true" cta="View guide" />

  <Card title="Lemon Agent" icon="link" href="/oss/python/integrations/tools/lemonai" arrow="true" cta="View guide" />

  <Card title="Linkup Search Tool" icon="link" href="/oss/python/integrations/tools/linkup_search" arrow="true" cta="View guide" />

  <Card title="Memgraph" icon="link" href="/oss/python/integrations/tools/memgraph" arrow="true" cta="View guide" />

  <Card title="Memorize" icon="link" href="/oss/python/integrations/tools/memorize" arrow="true" cta="View guide" />

  <Card title="Mojeek Search" icon="link" href="/oss/python/integrations/tools/mojeek_search" arrow="true" cta="View guide" />

  <Card title="MultiOn Toolkit" icon="link" href="/oss/python/integrations/tools/multion" arrow="true" cta="View guide" />

  <Card title="NASA Toolkit" icon="link" href="/oss/python/integrations/tools/nasa" arrow="true" cta="View guide" />

  <Card title="Naver Search" icon="link" href="/oss/python/integrations/tools/naver_search" arrow="true" cta="View guide" />

  <Card title="Nia Toolkit" icon="link" href="/oss/python/integrations/tools/nia" arrow="true" cta="View guide" />

  <Card title="Nuclia Understanding" icon="link" href="/oss/python/integrations/tools/nuclia" arrow="true" cta="View guide" />

  <Card title="Nimble Extract" icon="link" href="/oss/python/integrations/tools/nimble_extract" arrow="true" cta="View guide" />

  <Card title="Nimble Search" icon="link" href="/oss/python/integrations/tools/nimble_search" arrow="true" cta="View guide" />

  <Card title="NVIDIA Riva" icon="link" href="/oss/python/integrations/tools/nvidia_riva" arrow="true" cta="View guide" />

  <Card title="Office365 Toolkit" icon="link" href="/oss/python/integrations/tools/office365" arrow="true" cta="View guide" />

  <Card title="OpenAPI Toolkit" icon="link" href="/oss/python/integrations/tools/openapi" arrow="true" cta="View guide" />

  <Card title="Natural Language API Toolkits" icon="link" href="/oss/python/integrations/tools/openapi_nla" arrow="true" cta="View guide" />

  <Card title="OpenGradient" icon="link" href="/oss/python/integrations/tools/opengradient_toolkit" arrow="true" cta="View guide" />

  <Card title="OpenWeatherMap" icon="link" href="/oss/python/integrations/tools/openweathermap" arrow="true" cta="View guide" />

  <Card title="Oracle AI Database" icon="link" href="/oss/python/integrations/tools/oracleai" arrow="true" cta="View guide" />

  <Card title="Oxylabs" icon="link" href="/oss/python/integrations/tools/oxylabs" arrow="true" cta="View guide" />

  <Card title="Pandas Dataframe" icon="link" href="/oss/python/integrations/tools/pandas" arrow="true" cta="View guide" />

  <Card title="Passio NutritionAI" icon="link" href="/oss/python/integrations/tools/passio_nutrition_ai" arrow="true" cta="View guide" />

  <Card title="Parallel Extract" icon="link" href="/oss/python/integrations/tools/parallel_extract" arrow="true" cta="View guide" />

  <Card title="Parallel FindAll" icon="link" href="/oss/python/integrations/tools/parallel_findall" arrow="true" cta="View guide" />

  <Card title="Parallel Monitor" icon="link" href="/oss/python/integrations/tools/parallel_monitor" arrow="true" cta="View guide" />

  <Card title="Parallel Search" icon="link" href="/oss/python/integrations/tools/parallel_search" arrow="true" cta="View guide" />

  <Card title="Parallel Task API" icon="link" href="/oss/python/integrations/tools/parallel_task" arrow="true" cta="View guide" />

  <Card title="Permit" icon="link" href="/oss/python/integrations/tools/permit" arrow="true" cta="View guide" />

  <Card title="PlayWright Browser Toolkit" icon="link" href="/oss/python/integrations/tools/playwright" arrow="true" cta="View guide" />

  <Card title="Polygon IO Toolkit" icon="link" href="/oss/python/integrations/tools/polygon" arrow="true" cta="View guide" />

  <Card title="PowerBI Toolkit" icon="link" href="/oss/python/integrations/tools/powerbi" arrow="true" cta="View guide" />

  <Card title="Prolog" icon="link" href="/oss/python/integrations/tools/prolog_tool" arrow="true" cta="View guide" />

  <Card title="PubMed" icon="link" href="/oss/python/integrations/tools/pubmed" arrow="true" cta="View guide" />

  <Card title="Python REPL" icon="link" href="/oss/python/integrations/tools/python" arrow="true" cta="View guide" />

  <Card title="Reddit Search" icon="link" href="/oss/python/integrations/tools/reddit_search" arrow="true" cta="View guide" />

  <Card title="Requests Toolkit" icon="link" href="/oss/python/integrations/tools/requests" arrow="true" cta="View guide" />

  <Card title="Riza Code Interpreter" icon="link" href="/oss/python/integrations/tools/riza" arrow="true" cta="View guide" />

  <Card title="Robocorp Toolkit" icon="link" href="/oss/python/integrations/tools/robocorp" arrow="true" cta="View guide" />

  <Card title="Salesforce" icon="link" href="/oss/python/integrations/tools/salesforce" arrow="true" cta="View guide" />

  <Card title="SceneXplain" icon="link" href="/oss/python/integrations/tools/sceneXplain" arrow="true" cta="View guide" />

  <Card title="ScrapeGraph" icon="link" href="/oss/python/integrations/tools/scrapegraph" arrow="true" cta="View guide" />

  <Card title="Scrapeless Crawl" icon="link" href="/oss/python/integrations/tools/scrapeless_crawl" arrow="true" cta="View guide" />

  <Card title="Scrapeless Scraping API" icon="link" href="/oss/python/integrations/tools/scrapeless_scraping_api" arrow="true" cta="View guide" />

  <Card title="Scrapeless Universal Scraping" icon="link" href="/oss/python/integrations/tools/scrapeless_universal_scraping" arrow="true" cta="View guide" />

  <Card title="SearchApi" icon="link" href="/oss/python/integrations/tools/searchapi" arrow="true" cta="View guide" />

  <Card title="SearxNG Search" icon="link" href="/oss/python/integrations/tools/searx_search" arrow="true" cta="View guide" />

  <Card title="Semantic Scholar API" icon="link" href="/oss/python/integrations/tools/semanticscholar" arrow="true" cta="View guide" />

  <Card title="SerpApi" icon="link" href="/oss/python/integrations/tools/serpapi" arrow="true" cta="View guide" />

  <Card title="Slack Toolkit" icon="link" href="/oss/python/integrations/tools/slack" arrow="true" cta="View guide" />

  <Card title="SpiceDB" icon="link" href="/oss/python/integrations/tools/spicedb" arrow="true" cta="View guide" />

  <Card title="Spark SQL Toolkit" icon="link" href="/oss/python/integrations/tools/spark_sql" arrow="true" cta="View guide" />

  <Card title="SQLDatabase Toolkit" icon="link" href="/oss/python/integrations/tools/sql_database" arrow="true" cta="View guide" />

  <Card title="StackExchange" icon="link" href="/oss/python/integrations/tools/stackexchange" arrow="true" cta="View guide" />

  <Card title="Stardog" icon="link" href="/oss/python/integrations/tools/stardog" arrow="true" cta="View guide" />

  <Card title="Steam Toolkit" icon="link" href="/oss/python/integrations/tools/steam" arrow="true" cta="View guide" />

  <Card title="Stripe" icon="link" href="/oss/python/integrations/tools/stripe" arrow="true" cta="View guide" />

  <Card title="Tableau" icon="link" href="/oss/python/integrations/tools/tableau" arrow="true" cta="View guide" />

  <Card title="Taiga" icon="link" href="/oss/python/integrations/tools/taiga" arrow="true" cta="View guide" />

  <Card title="Tavily Extract" icon="link" href="/oss/python/integrations/tools/tavily_extract" arrow="true" cta="View guide" />

  <Card title="Tavily Search" icon="link" href="/oss/python/integrations/tools/tavily_search" arrow="true" cta="View guide" />

  <Card title="Tilores" icon="link" href="/oss/python/integrations/tools/tilores" arrow="true" cta="View guide" />

  <Card title="MCP Toolbox" icon="link" href="/oss/python/integrations/tools/mcp_toolbox" arrow="true" cta="View guide" />

  <Card title="Twilio" icon="link" href="/oss/python/integrations/tools/twilio" arrow="true" cta="View guide" />

  <Card title="Upstage" icon="link" href="/oss/python/integrations/tools/upstage_groundedness_check" arrow="true" cta="View guide" />

  <Card title="Valthera" icon="link" href="/oss/python/integrations/tools/valthera" arrow="true" cta="View guide" />

  <Card title="ValyuContext" icon="link" href="/oss/python/integrations/tools/valyu_search" arrow="true" cta="View guide" />

  <Card title="Vectara" icon="link" href="/oss/python/integrations/tools/vectara" arrow="true" cta="View guide" />

  <Card title="Wikidata" icon="link" href="/oss/python/integrations/tools/wikidata" arrow="true" cta="View guide" />

  <Card title="Wikipedia" icon="link" href="/oss/python/integrations/tools/wikipedia" arrow="true" cta="View guide" />

  <Card title="Wolfram Alpha" icon="link" href="/oss/python/integrations/tools/wolfram_alpha" arrow="true" cta="View guide" />

  <Card title="WRITER Tools" icon="link" href="/oss/python/integrations/tools/writer" arrow="true" cta="View guide" />

  <Card title="Yahoo Finance News" icon="link" href="/oss/python/integrations/tools/yahoo_finance_news" arrow="true" cta="View guide" />

  <Card title="You.com Search" icon="link" href="/oss/python/integrations/tools/you" arrow="true" cta="View guide" />

  <Card title="YouTube" icon="link" href="/oss/python/integrations/tools/youtube" arrow="true" cta="View guide" />

  <Card title="Zapier Natural Language Actions" icon="link" href="/oss/python/integrations/tools/zapier" arrow="true" cta="View guide" />

  <Card title="ZenGuard AI" icon="link" href="/oss/python/integrations/tools/zenguard" arrow="true" cta="View guide" />
</Columns>

<Info>
  If you'd like to contribute an integration, see [Contributing integrations](/oss/python/contributing#add-a-new-integration).
</Info>

***

<div className="source-links">
  <Callout icon="terminal-2">
    [Connect these docs](/use-these-docs) to Claude, VSCode, and more via MCP for real-time answers.
  </Callout>

  <Callout icon="edit">
    [Edit this page on GitHub](https://github.com/langchain-ai/docs/edit/main/src/oss/python/integrations/tools/index.mdx) or [file an issue](https://github.com/langchain-ai/docs/issues/new/choose).
  </Callout>
</div>