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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.

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. The following table shows tools that execute online searches in some shape or form:
Tool/ToolkitFree/PaidReturn Data
cloroPaidURL, Snippet, Title, Answer
Exa Search1000 free searches/monthURL, Author, Title, Published Date
Google SearchPaidURL, Snippet, Title
Linkup Search2000 free searches/monthURL, Content, Sources
Nia ToolkitFree tier availableCode, Docs, Metadata, Sources
Nimble SearchFree trial availableURL, Content, Title
Parallel SearchPaidURL, Title, Excerpts
Perplexity SearchPaid (with monthly free tier)URL, Title, Snippet, Date, Last Updated
Tavily Search1000 free searches/monthURL, Content, Title, Images, Answer
ApifyFree tier, pay-per-use (varies by Actor)Actor output (varies by Actor)
You.com Search$100 in credits on sign upURL, Title, Page Content

Code interpreter

The following table shows tools that can be used as code interpreters:
Tool/ToolkitSupported LanguagesSandbox LifetimeSupports File UploadsReturn TypesSupports Self-Hosting
Amazon Bedrock AgentCore Code InterpreterPython, JavaScript, TypeScriptConfigurable (up to 8 hours)Text, Images, Files
Azure Container Apps dynamic sessionsPython1 HourText, Images

Productivity

The following table shows tools that can be used to automate tasks in productivity tools:
Tool/ToolkitPricing
Gmail ToolkitFree, with limit of 250 quota units per user per second
AgentPhone ToolkitFree tier available, with pay-as-you-go pricing after

Web browsing

The following table shows tools that can be used to automate tasks in web browsers:
Tool/ToolkitPricingSupports Interacting with the Browser
AgentQL ToolkitFree trial, with pay-as-you-go and flat rate plans after
Amazon Bedrock AgentCore BrowserPay-per-use (AWS)
Hyperbrowser Browser Agent ToolsFree trial, with flat rate plans and pre-paid credits after
Hyperbrowser Web Scraping ToolsFree trial, with flat rate plans and pre-paid credits after
Nimble ExtractFree trial available
Oxylabs Web Scraper APIFree 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/ToolkitAllowed Operations
MCP ToolboxAny SQL operation
Drasi ToolkitReal-time database change detection
StardogSPARQL 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/ToolkitPricingCapabilities
AmpersendPaidPay for and use remote AI agent services with automatic x402 payment handling.
GOATFreeCreate and receive payments, purchase physical goods, make investments, and more.
PrivyFreeCreate 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/ToolkitNumber of IntegrationsPricingKey Features
Composio500+Free tier availableOAuth handling, event-driven workflows, multi-user support

All tools and toolkits

ADS4GPTs

AgentPhone Toolkit

AgentQL

Ampersend

Amazon Bedrock AgentCore Browser

Amazon Bedrock AgentCore Code Interpreter

Anchor Browser

Apify

AWS Lambda

Azure Container Apps Dynamic Sessions

Bodo DataFrames

cloro

BrightData Web Scraper API

BrightData SERP

BrightData Unlocker

CAMB AI

CDP

Compass DeFi Toolkit

Composio

Dappier

Databricks Unity Catalog

Daytona Data Analysis

Discord

Drasi

Exa Search

FMP Data

Gmail Toolkit

GOAT

Gradio

Privy

Google Calendar Toolkit

Google Cloud Text-to-Speech

Google Drive

Google Imagen

Google Search

Hyperbrowser Browser Agent Tools

Hyperbrowser Web Scraping Tools

IBM watsonx.ai

IBM watsonx.ai (SQL)

Ionic Shopping Tool

Jenkins

Lemon Agent

Linkup Search Tool

Memgraph

Naver Search

Nia Toolkit

Nimble Extract

Nimble Search

OpenGradient

Oracle AI Database

Oxylabs

Pandas Dataframe

Parallel Extract

Parallel FindAll

Parallel Monitor

Parallel Search

Parallel Task API

Permit

Prolog

Python REPL

Robocorp Toolkit

Salesforce

ScraperAPI

ScrapeGraph

Scrapeless Crawl

Scrapeless Scraping API

Scrapeless Universal Scraping

SpiceDB

Stardog

Stripe

Tableau

Taiga

Tavily Search

Tavily Extract

Tavily Crawl

Tavily Map

Tilores

MCP Toolbox

Upstage

Valthera

ValyuContext

Vectara

WRITER Tools

You.com Search

If you’d like to contribute an integration, see Contributing integrations.