> ## 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                             |
| --------------------------------------------------------------------- | ---------------------------------------- | --------------------------------------- |
| [cloro](/oss/python/integrations/tools/cloro)                         | Paid                                     | URL, Snippet, Title, Answer             |
| [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                     |
| [Linkup Search](/oss/python/integrations/tools/linkup_search)         | 2000 free searches/month                 | URL, Content, Sources                   |
| [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 |
| [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)                  | \$100 in credits on sign up              | 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        | ❌                     |

## Productivity

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

| Tool/Toolkit                                                    | Pricing                                                                        |
| --------------------------------------------------------------- | ------------------------------------------------------------------------------ |
| [Gmail Toolkit](/oss/python/integrations/tools/google_gmail)    | Free, with limit of 250 quota units per user per second                        |
| [AgentMail Toolkit](/oss/python/integrations/tools/agentmail)   | Free tier available, with [pay-as-you-go pricing](https://agentmail.to) after  |
| [AgentPhone Toolkit](/oss/python/integrations/tools/agentphone) | Free tier available, with [pay-as-you-go pricing](https://agentphone.to) 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 | ❌                                     |
| [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 | ❌                                     |

## Database

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

| Tool/Toolkit                                              | Allowed Operations                     |
| --------------------------------------------------------- | -------------------------------------- |
| [MCP Toolbox](/oss/python/integrations/tools/mcp_toolbox) | 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="AgentMail Toolkit" icon="link" href="/oss/python/integrations/tools/agentmail" 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="Ampersend" icon="link" href="/oss/python/integrations/tools/ampersend" 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="AWS Lambda" icon="link" href="/oss/python/integrations/tools/awslambda" arrow="true" cta="View guide" />

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

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

  <Card title="Azure Logic Apps" icon="link" href="/oss/python/integrations/tools/azure_logic_apps" 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="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="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="CDP" icon="link" href="/oss/python/integrations/tools/cdp_agentkit" 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="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="Daytona Data Analysis" icon="link" href="/oss/python/integrations/tools/daytona_data_analysis" 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="Exa Search" icon="link" href="/oss/python/integrations/tools/exa_search" 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="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="Gradio" icon="link" href="/oss/python/integrations/tools/gradio_tools" arrow="true" cta="View guide" />

  <Card title="Privy" icon="link" href="/oss/python/integrations/tools/privy" 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 Imagen" icon="link" href="/oss/python/integrations/tools/google_imagen" 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="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="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="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="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="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="OpenGradient" icon="link" href="/oss/python/integrations/tools/opengradient_toolkit" 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="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="Prolog" icon="link" href="/oss/python/integrations/tools/prolog_tool" arrow="true" cta="View guide" />

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

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

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

  <Card title="You.com Search" icon="link" href="/oss/python/integrations/tools/you" 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>

***

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