Uma coleção de exemplos que mostram como usar o framework CrewAI para automatizar fluxos de trabalho.

Exemplos CrewAI

CrewAI

Build AI agent teams that work together to tackle complex tasks

Introduction

Get started with CrewAI - Install, configure, and build your first AI crew

Installation

Build your first AI agent with CrewAI in under 5 minutes.

Quickstart

Learn how to assess your AI application needs and choose the right approach between Crews and Flows based on complexity and precision requirements.

Evaluating Use Cases for CrewAI

Learn best practices for designing powerful, specialized AI agents that collaborate effectively to solve complex problems.

Crafting Effective Agents

Step-by-step tutorial to create a collaborative AI team that works together to solve complex problems.

Build Your First Crew

Learn how to create structured, event-driven workflows with precise control over execution.

Build Your First Flow

A comprehensive guide to managing, persisting, and leveraging state in CrewAI Flows for building robust AI applications.

Mastering Flow State Management

Dive deeper into low-level prompt customization for CrewAI, enabling super custom and complex use cases for different models and languages.

Customizing Prompts

Learn how to use CrewAI's fingerprinting system to uniquely identify and track components throughout their lifecycle.

Fingerprinting

Detailed guide on creating and managing agents within the CrewAI framework.

Agents

Detailed guide on managing and creating tasks within the CrewAI framework.

Tasks

Understanding and utilizing crews in the crewAI framework with comprehensive attributes and functionalities.

Crews

Learn how to create and manage AI workflows using CrewAI Flows.

Flows

What is knowledge in CrewAI and how to use it.

Knowledge

A comprehensive guide to configuring and using Large Language Models (LLMs) in your CrewAI projects

LLMs

Detailed guide on workflow management through processes in CrewAI, with updated implementation details.

Processes

Exploring the dynamics of agent collaboration within the CrewAI framework, focusing on the newly integrated features for enhanced functionality.

Collaboration

Learn how to train your CrewAI agents by giving them feedback early on and get consistent results.

Training

Leveraging memory systems in the CrewAI framework to enhance agent capabilities.

Memory

Learn how to add planning to your CrewAI Crew and improve their performance.

Planning

Learn how to test your CrewAI Crew and evaluate their performance.

Testing

Learn how to use the CrewAI CLI to interact with CrewAI.

Understanding and leveraging tools within the CrewAI framework for agent collaboration and task execution.

Tools

Tap into CrewAI events to build custom integrations and monitoring

Event Listeners

Learn how to integrate LangChain tools with CrewAI agents to enhance search-based queries and more.

Using LangChain Tools

Learn how to integrate LlamaIndex tools with CrewAI agents to enhance search-based queries and more.

Using LlamaIndex Tools

Comprehensive guide on crafting, using, and managing custom tools within the CrewAI framework, including new functionalities and error handling.

Create Custom Tools

A comprehensive guide to utilizing the sequential processes for task execution in CrewAI projects.

Sequential Processes

A comprehensive guide to understanding and applying the hierarchical process within your CrewAI projects, updated to reflect the latest coding practices and functionalities.

Hierarchical Process

Learn how to set a custom agent as the manager in CrewAI, providing more control over task management and coordination.

Create Your Own Manager Agent

Comprehensive guide on integrating CrewAI with various Large Language Models (LLMs) using LiteLLM, including supported providers and configuration options.

Connect to any LLM

A comprehensive guide to tailoring agents for specific roles, tasks, and advanced customizations within the CrewAI framework.

Customize Agents

Learn how to enable and use multimodal capabilities in your agents for processing images and other non-text content within the CrewAI framework.

Using Multimodal Agents

Learn how to enable your CrewAI Agents to write and execute code, and explore advanced features for enhanced functionality.

Coding Agents

Learn how to force tool output as the result in an Agent's task in CrewAI.

Force Tool Output as Result

Integrating CrewAI with human input during execution in complex decision-making processes and leveraging the full capabilities of the agent's attributes and tools.

Human Input on Execution

Kickoff Crew Asynchronously

Kickoff Crew for Each

Replay tasks from the latest crew.kickoff(...)

Replay Tasks from Latest Crew Kickoff

Learn how to use conditional tasks in a crewAI kickoff

Conditional Tasks

Understanding and logging your agent performance with AgentOps.

Agent Monitoring with AgentOps

How to monitor cost, latency, and performance of CrewAI Agents using Langtrace, an external observability tool.

Agent Monitoring with Langtrace

Quickly start monitoring your Agents with MLflow.

Agent Monitoring with MLflow

Quickly start monitoring your Agents in just a single line of code with OpenTelemetry.

Agent Monitoring with OpenLIT

Agent Monitoring with Portkey

Learn how to integrate Langfuse with CrewAI via OpenTelemetry using OpenLit

Agent Monitoring with Langfuse

A collection of examples that show how to use CrewAI framework to automate workflows.

CrewAI Examples

The `AIMindTool` is designed to query data sources in natural language.

AI Mind Tool

`ApifyActorsTool` lets you call Apify Actors to provide your CrewAI workflows with web scraping, crawling, data extraction, and web automation capabilities.

Apify Actors

The `BraveSearchTool` is designed to search the internet using the Brave Search API.

Brave Search

Browserbase is a developer platform to reliably run, manage, and monitor headless browsers.

Browserbase Web Loader

The `CodeDocsSearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within code documentation.

Code Docs RAG Search

The `CodeInterpreterTool` is a powerful tool designed for executing Python 3 code within a secure, isolated environment.

Code Interpreter

Composio provides 250+ production-ready tools for AI agents with flexible authentication management.

Composio Tool

The `CSVSearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a CSV file's content.

CSV RAG Search

The `DallETool` is a powerful tool designed for generating images from textual descriptions.

DALL-E Tool

The `DirectorySearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a directory's content.

Directory RAG Search

The `DirectoryReadTool` is a powerful utility designed to provide a comprehensive listing of directory contents.

Directory Read

The `DOCXSearchTool` is a RAG tool designed for semantic searching within DOCX documents.

DOCX RAG Search

The `EXASearchTool` is designed to perform a semantic search for a specified query from a text's content across the internet.

EXA Search Web Loader

The `FileReadTool` is designed to read files from the local file system.

File Read

The `FileWriterTool` is designed to write content to files.

File Write

The `FirecrawlCrawlWebsiteTool` is designed to crawl and convert websites into clean markdown or structured data.

Firecrawl Crawl Website

The `FirecrawlScrapeWebsiteTool` is designed to scrape websites and convert them into clean markdown or structured data.

Firecrawl Scrape Website

The `FirecrawlSearchTool` is designed to search websites and convert them into clean markdown or structured data.

Firecrawl Search

The `GithubSearchTool` is designed to search websites and convert them into clean markdown or structured data.

Github Search

The `HyperbrowserLoadTool` enables web scraping and crawling using Hyperbrowser.

Hyperbrowser Load Tool

The `LinkupSearchTool` enables querying the Linkup API for contextual information.

Linkup Search Tool

The `LlamaIndexTool` is a wrapper for LlamaIndex tools and query engines.

LlamaIndex Tool

The `SerperDevTool` is designed to search the internet and return the most relevant results.

Google Serper Search

The `S3ReaderTool` enables CrewAI agents to read files from Amazon S3 buckets.

S3 Reader Tool

The `S3WriterTool` enables CrewAI agents to write content to files in Amazon S3 buckets.

S3 Writer Tool

The `ScrapegraphScrapeTool` leverages Scrapegraph AI's SmartScraper API to intelligently extract content from websites.

Scrapegraph Scrape Tool

The `ScrapeElementFromWebsiteTool` enables CrewAI agents to extract specific elements from websites using CSS selectors.

Scrape Element From Website Tool

The `JSONSearchTool` is designed to search JSON files and return the most relevant results.

JSON RAG Search

The `MDXSearchTool` is designed to search MDX files and return the most relevant results.

MDX RAG Search

The `MySQLSearchTool` is designed to search MySQL databases and return the most relevant results.

MySQL RAG Search

The `MultiOnTool` empowers CrewAI agents with the capability to navigate and interact with the web through natural language instructions.

MultiOn Tool

The `NL2SQLTool` is designed to convert natural language to SQL queries.

NL2SQL Tool

The Patronus evaluation tools enable CrewAI agents to evaluate and score model inputs and outputs using the Patronus AI platform.

Patronus Evaluation Tools

The `PDFSearchTool` is designed to search PDF files and return the most relevant results.

PDF RAG Search

The `PGSearchTool` is designed to search PostgreSQL databases and return the most relevant results.

PG RAG Search

Semantic search capabilities for CrewAI agents using Qdrant vector database

Qdrant Vector Search Tool

The `RagTool` is a dynamic knowledge base tool for answering questions using Retrieval-Augmented Generation.

RAG Tool

The `ScrapeWebsiteTool` is designed to extract and read the content of a specified website.

Scrape Website

The `ScrapflyScrapeWebsiteTool` leverages Scrapfly's web scraping API to extract content from websites in various formats.

Scrapfly Scrape Website Tool

The `SeleniumScrapingTool` is designed to extract and read the content of a specified website using Selenium.

Selenium Scraper

The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses.

Snowflake Search Tool

The `SpiderTool` is designed to extract and read the content of a specified website using Spider.

Spider Scraper

The `TXTSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a text file.

TXT RAG Search

The `VisionTool` is designed to extract text from images.

Vision Tool

The `WeaviateVectorSearchTool` is designed to search a Weaviate vector database for semantically similar documents.

Weaviate Vector Search

The `WebsiteSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a website.

Website RAG Search

The `XMLSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a XML file.

XML RAG Search

The `YoutubeChannelSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube channel.

YouTube Channel RAG Search

The `YoutubeVideoSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube video.

YouTube Video RAG Search

Understanding the telemetry data collected by CrewAI and how it contributes to the enhancement of the library.

Exemplos

Exemplos CrewAI

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