# CrewAI

## Docs

- [Changelog](https://docs.crewai.com/changelog.md): View the latest updates and changes to CrewAI
- [Agents](https://docs.crewai.com/concepts/agents.md): Detailed guide on creating and managing agents within the CrewAI framework.
- [CLI](https://docs.crewai.com/concepts/cli.md): Learn how to use the CrewAI CLI to interact with CrewAI.
- [Collaboration](https://docs.crewai.com/concepts/collaboration.md): Exploring the dynamics of agent collaboration within the CrewAI framework, focusing on the newly integrated features for enhanced functionality.
- [Crews](https://docs.crewai.com/concepts/crews.md): Understanding and utilizing crews in the crewAI framework with comprehensive attributes and functionalities.
- [Event Listeners](https://docs.crewai.com/concepts/event-listener.md): Tap into CrewAI events to build custom integrations and monitoring
- [Flows](https://docs.crewai.com/concepts/flows.md): Learn how to create and manage AI workflows using CrewAI Flows.
- [Knowledge](https://docs.crewai.com/concepts/knowledge.md): What is knowledge in CrewAI and how to use it.
- [LLMs](https://docs.crewai.com/concepts/llms.md): A comprehensive guide to configuring and using Large Language Models (LLMs) in your CrewAI projects
- [Memory](https://docs.crewai.com/concepts/memory.md): Leveraging memory systems in the CrewAI framework to enhance agent capabilities.
- [Planning](https://docs.crewai.com/concepts/planning.md): Learn how to add planning to your CrewAI Crew and improve their performance.
- [Processes](https://docs.crewai.com/concepts/processes.md): Detailed guide on workflow management through processes in CrewAI, with updated implementation details.
- [Agent Reasoning](https://docs.crewai.com/concepts/reasoning.md)
- [Tasks](https://docs.crewai.com/concepts/tasks.md): Detailed guide on managing and creating tasks within the CrewAI framework.
- [Testing](https://docs.crewai.com/concepts/testing.md): Learn how to test your CrewAI Crew and evaluate their performance.
- [Tools](https://docs.crewai.com/concepts/tools.md): Understanding and leveraging tools within the CrewAI framework for agent collaboration and task execution.
- [Training](https://docs.crewai.com/concepts/training.md): Learn how to train your CrewAI agents by giving them feedback early on and get consistent results.
- [Tool Repository](https://docs.crewai.com/enterprise/features/tool-repository.md): Using the Tool Repository to manage your tools
- [Traces](https://docs.crewai.com/enterprise/features/traces.md): Using Traces to monitor your Crews
- [Webhook Streaming](https://docs.crewai.com/enterprise/features/webhook-streaming.md): Using Webhook Streaming to stream events to your webhook
- [Build Crew](https://docs.crewai.com/enterprise/guides/build-crew.md): A Crew is a group of agents that work together to complete a task.
- [Deploy Crew](https://docs.crewai.com/enterprise/guides/deploy-crew.md): Deploy your local CrewAI project to the Enterprise platform
- [Enable Crew Studio](https://docs.crewai.com/enterprise/guides/enable-crew-studio.md): Enabling Crew Studio on CrewAI Enterprise
- [Kickoff Crew](https://docs.crewai.com/enterprise/guides/kickoff-crew.md): Kickoff a Crew on CrewAI Enterprise
- [Update Crew](https://docs.crewai.com/enterprise/guides/update-crew.md): Updating a Crew on CrewAI Enterprise
- [Trigger Deployed Crew API](https://docs.crewai.com/enterprise/guides/use-crew-api.md): Using your deployed crew's API on CrewAI Enterprise
- [CrewAI Enterprise](https://docs.crewai.com/enterprise/introduction.md): Deploy, monitor, and scale your AI agent workflows
- [FAQs](https://docs.crewai.com/enterprise/resources/frequently-asked-questions.md): Frequently asked questions about CrewAI Enterprise
- [CrewAI Examples](https://docs.crewai.com/examples/example.md): A collection of examples that show how to use CrewAI framework to automate workflows.
- [Customizing Prompts](https://docs.crewai.com/guides/advanced/customizing-prompts.md): Dive deeper into low-level prompt customization for CrewAI, enabling super custom and complex use cases for different models and languages.
- [Fingerprinting](https://docs.crewai.com/guides/advanced/fingerprinting.md): Learn how to use CrewAI's fingerprinting system to uniquely identify and track components throughout their lifecycle.
- [Crafting Effective Agents](https://docs.crewai.com/guides/agents/crafting-effective-agents.md): Learn best practices for designing powerful, specialized AI agents that collaborate effectively to solve complex problems.
- [Evaluating Use Cases for CrewAI](https://docs.crewai.com/guides/concepts/evaluating-use-cases.md): Learn how to assess your AI application needs and choose the right approach between Crews and Flows based on complexity and precision requirements.
- [Build Your First Crew](https://docs.crewai.com/guides/crews/first-crew.md): Step-by-step tutorial to create a collaborative AI team that works together to solve complex problems.
- [Build Your First Flow](https://docs.crewai.com/guides/flows/first-flow.md): Learn how to create structured, event-driven workflows with precise control over execution.
- [Mastering Flow State Management](https://docs.crewai.com/guides/flows/mastering-flow-state.md): A comprehensive guide to managing, persisting, and leveraging state in CrewAI Flows for building robust AI applications.
- [AgentOps Integration](https://docs.crewai.com/how-to/agentops-observability.md): Understanding and logging your agent performance with AgentOps.
- [Arize Phoenix](https://docs.crewai.com/how-to/arize-phoenix-observability.md): Arize Phoenix integration for CrewAI with OpenTelemetry and OpenInference
- [Before and After Kickoff Hooks](https://docs.crewai.com/how-to/before-and-after-kickoff-hooks.md): Learn how to use before and after kickoff hooks in CrewAI
- [Bring your own agent](https://docs.crewai.com/how-to/bring-your-own-agent.md): Learn how to bring your own agents that work within a Crew.
- [Coding Agents](https://docs.crewai.com/how-to/coding-agents.md): Learn how to enable your CrewAI Agents to write and execute code, and explore advanced features for enhanced functionality.
- [Conditional Tasks](https://docs.crewai.com/how-to/conditional-tasks.md): Learn how to use conditional tasks in a crewAI kickoff
- [Create Custom Tools](https://docs.crewai.com/how-to/create-custom-tools.md): Comprehensive guide on crafting, using, and managing custom tools within the CrewAI framework, including new functionalities and error handling.
- [Custom LLM Implementation](https://docs.crewai.com/how-to/custom-llm.md): Learn how to create custom LLM implementations in CrewAI.
- [Custom Manager Agent](https://docs.crewai.com/how-to/custom-manager-agent.md): Learn how to set a custom agent as the manager in CrewAI, providing more control over task management and coordination.
- [Customize Agents](https://docs.crewai.com/how-to/customizing-agents.md): A comprehensive guide to tailoring agents for specific roles, tasks, and advanced customizations within the CrewAI framework.
- [Force Tool Output as Result](https://docs.crewai.com/how-to/force-tool-output-as-result.md): Learn how to force tool output as the result in an Agent's task in CrewAI.
- [Hierarchical Process](https://docs.crewai.com/how-to/hierarchical-process.md): A comprehensive guide to understanding and applying the hierarchical process within your CrewAI projects, updated to reflect the latest coding practices and functionalities.
- [Human Input on Execution](https://docs.crewai.com/how-to/human-input-on-execution.md): Integrating CrewAI with human input during execution in complex decision-making processes and leveraging the full capabilities of the agent's attributes and tools.
- [Kickoff Crew Asynchronously](https://docs.crewai.com/how-to/kickoff-async.md): Kickoff a Crew Asynchronously
- [Kickoff Crew for Each](https://docs.crewai.com/how-to/kickoff-for-each.md): Kickoff Crew for Each Item in a List
- [Langfuse Integration](https://docs.crewai.com/how-to/langfuse-observability.md): Learn how to integrate Langfuse with CrewAI via OpenTelemetry using OpenLit
- [Langtrace Integration](https://docs.crewai.com/how-to/langtrace-observability.md): How to monitor cost, latency, and performance of CrewAI Agents using Langtrace, an external observability tool.
- [Connect to any LLM](https://docs.crewai.com/how-to/llm-connections.md): Comprehensive guide on integrating CrewAI with various Large Language Models (LLMs) using LiteLLM, including supported providers and configuration options.
- [MLflow Integration](https://docs.crewai.com/how-to/mlflow-observability.md): Quickly start monitoring your Agents with MLflow.
- [Using Multimodal Agents](https://docs.crewai.com/how-to/multimodal-agents.md): Learn how to enable and use multimodal capabilities in your agents for processing images and other non-text content within the CrewAI framework.
- [OpenLIT Integration](https://docs.crewai.com/how-to/openlit-observability.md): Quickly start monitoring your Agents in just a single line of code with OpenTelemetry.
- [Opik Integration](https://docs.crewai.com/how-to/opik-observability.md): Learn how to use Comet Opik to debug, evaluate, and monitor your CrewAI applications with comprehensive tracing, automated evaluations, and production-ready dashboards.
- [Portkey Integration](https://docs.crewai.com/how-to/portkey-observability.md): How to use Portkey with CrewAI
- [Replay Tasks from Latest Crew Kickoff](https://docs.crewai.com/how-to/replay-tasks-from-latest-crew-kickoff.md): Replay tasks from the latest crew.kickoff(...)
- [Sequential Processes](https://docs.crewai.com/how-to/sequential-process.md): A comprehensive guide to utilizing the sequential processes for task execution in CrewAI projects.
- [Weave Integration](https://docs.crewai.com/how-to/weave-integration.md): Learn how to use Weights & Biases (W&B) Weave to track, experiment with, evaluate, and improve your CrewAI applications.
- [Installation](https://docs.crewai.com/installation.md): Get started with CrewAI - Install, configure, and build your first AI crew
- [Introduction](https://docs.crewai.com/introduction.md): Build AI agent teams that work together to tackle complex tasks
- [MCP Servers as Tools in CrewAI](https://docs.crewai.com/mcp/crewai-mcp-integration.md): Learn how to integrate MCP servers as tools in your CrewAI agents using the `crewai-tools` library.
- [Quickstart](https://docs.crewai.com/quickstart.md): Build your first AI agent with CrewAI in under 5 minutes.
- [Telemetry](https://docs.crewai.com/telemetry.md): Understanding the telemetry data collected by CrewAI and how it contributes to the enhancement of the library.
- [AI Mind Tool](https://docs.crewai.com/tools/aimindtool.md): The `AIMindTool` is designed to query data sources in natural language.
- [Apify Actors](https://docs.crewai.com/tools/apifyactorstool.md): `ApifyActorsTool` lets you call Apify Actors to provide your CrewAI workflows with web scraping, crawling, data extraction, and web automation capabilities.
- [Bedrock Invoke Agent Tool](https://docs.crewai.com/tools/bedrockinvokeagenttool.md): Enables CrewAI agents to invoke Amazon Bedrock Agents and leverage their capabilities within your workflows
- [Bedrock Knowledge Base Retriever](https://docs.crewai.com/tools/bedrockkbretriever.md): Retrieve information from Amazon Bedrock Knowledge Bases using natural language queries
- [Brave Search](https://docs.crewai.com/tools/bravesearchtool.md): The `BraveSearchTool` is designed to search the internet using the Brave Search API.
- [Browserbase Web Loader](https://docs.crewai.com/tools/browserbaseloadtool.md): Browserbase is a developer platform to reliably run, manage, and monitor headless browsers.
- [Code Docs RAG Search](https://docs.crewai.com/tools/codedocssearchtool.md): The `CodeDocsSearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within code documentation.
- [Code Interpreter](https://docs.crewai.com/tools/codeinterpretertool.md): The `CodeInterpreterTool` is a powerful tool designed for executing Python 3 code within a secure, isolated environment.
- [Composio Tool](https://docs.crewai.com/tools/composiotool.md): Composio provides 250+ production-ready tools for AI agents with flexible authentication management.
- [CSV RAG Search](https://docs.crewai.com/tools/csvsearchtool.md): The `CSVSearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a CSV file's content.
- [DALL-E Tool](https://docs.crewai.com/tools/dalletool.md): The `DallETool` is a powerful tool designed for generating images from textual descriptions.
- [Directory Read](https://docs.crewai.com/tools/directoryreadtool.md): The `DirectoryReadTool` is a powerful utility designed to provide a comprehensive listing of directory contents.
- [Directory RAG Search](https://docs.crewai.com/tools/directorysearchtool.md): The `DirectorySearchTool` is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a directory's content.
- [DOCX RAG Search](https://docs.crewai.com/tools/docxsearchtool.md): The `DOCXSearchTool` is a RAG tool designed for semantic searching within DOCX documents.
- [EXA Search Web Loader](https://docs.crewai.com/tools/exasearchtool.md): The `EXASearchTool` is designed to perform a semantic search for a specified query from a text's content across the internet.
- [File Read](https://docs.crewai.com/tools/filereadtool.md): The `FileReadTool` is designed to read files from the local file system.
- [File Write](https://docs.crewai.com/tools/filewritetool.md): The `FileWriterTool` is designed to write content to files.
- [Firecrawl Crawl Website](https://docs.crewai.com/tools/firecrawlcrawlwebsitetool.md): The `FirecrawlCrawlWebsiteTool` is designed to crawl and convert websites into clean markdown or structured data.
- [Firecrawl Scrape Website](https://docs.crewai.com/tools/firecrawlscrapewebsitetool.md): The `FirecrawlScrapeWebsiteTool` is designed to scrape websites and convert them into clean markdown or structured data.
- [Firecrawl Search](https://docs.crewai.com/tools/firecrawlsearchtool.md): The `FirecrawlSearchTool` is designed to search websites and convert them into clean markdown or structured data.
- [Github Search](https://docs.crewai.com/tools/githubsearchtool.md): The `GithubSearchTool` is designed to search websites and convert them into clean markdown or structured data.
- [Hyperbrowser Load Tool](https://docs.crewai.com/tools/hyperbrowserloadtool.md): The `HyperbrowserLoadTool` enables web scraping and crawling using Hyperbrowser.
- [JSON RAG Search](https://docs.crewai.com/tools/jsonsearchtool.md): The `JSONSearchTool` is designed to search JSON files and return the most relevant results.
- [LangChain Tool](https://docs.crewai.com/tools/langchaintool.md): The `LangChainTool` is a wrapper for LangChain tools and query engines.
- [Linkup Search Tool](https://docs.crewai.com/tools/linkupsearchtool.md): The `LinkupSearchTool` enables querying the Linkup API for contextual information.
- [LlamaIndex Tool](https://docs.crewai.com/tools/llamaindextool.md): The `LlamaIndexTool` is a wrapper for LlamaIndex tools and query engines.
- [MDX RAG Search](https://docs.crewai.com/tools/mdxsearchtool.md): The `MDXSearchTool` is designed to search MDX files and return the most relevant results.
- [MultiOn Tool](https://docs.crewai.com/tools/multiontool.md): The `MultiOnTool` empowers CrewAI agents with the capability to navigate and interact with the web through natural language instructions.
- [MySQL RAG Search](https://docs.crewai.com/tools/mysqltool.md): The `MySQLSearchTool` is designed to search MySQL databases and return the most relevant results.
- [NL2SQL Tool](https://docs.crewai.com/tools/nl2sqltool.md): The `NL2SQLTool` is designed to convert natural language to SQL queries.
- [Patronus Evaluation Tools](https://docs.crewai.com/tools/patronustools.md): The Patronus evaluation tools enable CrewAI agents to evaluate and score model inputs and outputs using the Patronus AI platform.
- [PDF RAG Search](https://docs.crewai.com/tools/pdfsearchtool.md): The `PDFSearchTool` is designed to search PDF files and return the most relevant results.
- [PG RAG Search](https://docs.crewai.com/tools/pgsearchtool.md): The `PGSearchTool` is designed to search PostgreSQL databases and return the most relevant results.
- [Qdrant Vector Search Tool](https://docs.crewai.com/tools/qdrantvectorsearchtool.md): Semantic search capabilities for CrewAI agents using Qdrant vector database
- [RAG Tool](https://docs.crewai.com/tools/ragtool.md): The `RagTool` is a dynamic knowledge base tool for answering questions using Retrieval-Augmented Generation.
- [S3 Reader Tool](https://docs.crewai.com/tools/s3readertool.md): The `S3ReaderTool` enables CrewAI agents to read files from Amazon S3 buckets.
- [S3 Writer Tool](https://docs.crewai.com/tools/s3writertool.md): The `S3WriterTool` enables CrewAI agents to write content to files in Amazon S3 buckets.
- [Scrape Element From Website Tool](https://docs.crewai.com/tools/scrapeelementfromwebsitetool.md): The `ScrapeElementFromWebsiteTool` enables CrewAI agents to extract specific elements from websites using CSS selectors.
- [Scrapegraph Scrape Tool](https://docs.crewai.com/tools/scrapegraphscrapetool.md): The `ScrapegraphScrapeTool` leverages Scrapegraph AI's SmartScraper API to intelligently extract content from websites.
- [Scrape Website](https://docs.crewai.com/tools/scrapewebsitetool.md): The `ScrapeWebsiteTool` is designed to extract and read the content of a specified website.
- [Scrapfly Scrape Website Tool](https://docs.crewai.com/tools/scrapflyscrapetool.md): The `ScrapflyScrapeWebsiteTool` leverages Scrapfly's web scraping API to extract content from websites in various formats.
- [Selenium Scraper](https://docs.crewai.com/tools/seleniumscrapingtool.md): The `SeleniumScrapingTool` is designed to extract and read the content of a specified website using Selenium.
- [Google Serper Search](https://docs.crewai.com/tools/serperdevtool.md): The `SerperDevTool` is designed to search the internet and return the most relevant results.
- [Snowflake Search Tool](https://docs.crewai.com/tools/snowflakesearchtool.md): The `SnowflakeSearchTool` enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses.
- [Spider Scraper](https://docs.crewai.com/tools/spidertool.md): The `SpiderTool` is designed to extract and read the content of a specified website using Spider.
- [Stagehand Tool](https://docs.crewai.com/tools/stagehandtool.md): Web automation tool that integrates Stagehand with CrewAI for browser interaction and automation
- [TXT RAG Search](https://docs.crewai.com/tools/txtsearchtool.md): The `TXTSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a text file.
- [Vision Tool](https://docs.crewai.com/tools/visiontool.md): The `VisionTool` is designed to extract text from images.
- [Weaviate Vector Search](https://docs.crewai.com/tools/weaviatevectorsearchtool.md): The `WeaviateVectorSearchTool` is designed to search a Weaviate vector database for semantically similar documents.
- [Website RAG Search](https://docs.crewai.com/tools/websitesearchtool.md): The `WebsiteSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a website.
- [XML RAG Search](https://docs.crewai.com/tools/xmlsearchtool.md): The `XMLSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a XML file.
- [YouTube Channel RAG Search](https://docs.crewai.com/tools/youtubechannelsearchtool.md): The `YoutubeChannelSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube channel.
- [YouTube Video RAG Search](https://docs.crewai.com/tools/youtubevideosearchtool.md): The `YoutubeVideoSearchTool` is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube video.


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