CrewAI llms.txt · AI Docs Browser · mdream

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# CrewAI llms.txt

docs.crewai.com/llms.txt

[Raw llms.txt](https://docs.crewai.com/llms.txt) [Raw llms-full.txt](https://docs.crewai.com/llms-full.txt)

Copy Markdown [](https://docs.crewai.com/llms.txt)

llms.txt

Docs

CrewAI Documentation

GET /inputs

Introduction

POST /kickoff

POST /resume

GET /status/{kickoff_id}

Changelog

Agent Capabilities

Agents

Checkpointing

CLI

Collaboration

Crews

Event Listeners

Files

Flows

Knowledge

LLMs

Memory

Planning

Processes

Production Architecture

Reasoning

Skills

Streaming

Tasks

Testing

Tools

Training

A2A on AMP

Agent Repositories

Automations

Crew Studio

Flow HITL Management

Hallucination Guardrail

Marketplace

One Card per Step

PII Redaction for Traces

Role-Based Access Control (RBAC)

AWS Secrets Manager (Static Credentials)

AWS Workload Identity (OIDC Federation)

Azure Key Vault

Azure Workload Identity Federation

Google Cloud Secret Manager

GCP Workload Identity Federation

Secrets Manager Overview

Using the Secrets Manager

Verify Rotation

Single Sign-On (SSO)

Flows in Studio

Tools & Integrations

Traces

Webhook Streaming

Triggers Overview

Azure OpenAI Setup

Build Crew

OpenTelemetry Export

Custom MCP Servers

Datadog Integration

Deploy to AMP

Enable Crew Studio

Gmail Trigger

Google Calendar Trigger

Google Drive Trigger

HubSpot Trigger

HITL Workflows

Kickoff Crew

Microsoft Teams Trigger

Monorepo Deployments

OneDrive Trigger

Outlook Trigger

Prepare for Deployment

Private Package Registries

React Component Export

Salesforce Trigger

Slack Trigger

Team Management

Tool Repository

Update Crew

Vertex AI with Workload Identity

Webhook Automation

Zapier Trigger

Asana Integration

Box Integration

ClickUp Integration

Databricks Integration

GitHub Integration

Gmail Integration

Google Calendar Integration

Google Contacts Integration

Google Docs Integration

Google Drive Integration

Google Sheets Integration

Google Slides Integration

HubSpot Integration

Jira Integration

Linear Integration

Microsoft Excel Integration

Microsoft OneDrive Integration

Microsoft Outlook Integration

Microsoft SharePoint Integration

Microsoft Teams Integration

Microsoft Word Integration

Notion Integration

Salesforce Integration

Shopify Integration

Slack Integration

Snowflake Integration

Stripe Integration

Zendesk Integration

CrewAI AMP

FAQs

CrewAI Cookbooks

CrewAI Examples

Customizing Prompts

Fingerprinting

Crafting Effective Agents

Coding Tools

Build with AI

Evaluating Use Cases for CrewAI

Build Your First Crew

Conversational Flows

Build Your First Flow

Migrating from inputs.id to restore_from_state_id

Mastering Flow State Management

Moving from LangGraph to CrewAI: A Practical Guide for Engineers

Upgrading CrewAI

Publish Custom Tools

Installation

Introduction

Before and After Kickoff Hooks

Coding Agents

Conditional Tasks

Consuming Streams

Create Custom Tools

Custom LLM Implementation

Custom Manager Agent

Customize Agents

Image Generation with DALL-E

Execution Boundary Hooks

Execution Hooks

Force Tool Output as Result

Hierarchical Process

Human Feedback in Flows

Human-in-the-Loop (HITL) Workflows

Human Input on Execution

Kickoff Crew Asynchronously

Kickoff Crew for Each

Using CrewAI Without LiteLLM

Connect to any LLM

LLM Call Hooks

Strategic LLM Selection Guide

Using Multimodal Agents

Overview

Replay Tasks from Latest Crew Kickoff

Sequential Processes

Step Hooks

Streaming Runtime Contract

Tool Call Hooks

Using Annotations in crew.py

MCP DSL Integration

Connecting to Multiple MCP Servers

MCP Servers as Tools in CrewAI

MCP Security Considerations

SSE Transport

Stdio Transport

Streamable HTTP Transport

Arize Phoenix

Braintrust

Datadog Integration

Galileo

LangDB Integration

Langfuse Integration

Langtrace Integration

Maxim Integration

MLflow Integration

Neatlogs Integration

OpenLIT Integration

Opik Integration

Overview

Patronus AI Evaluation

Portkey Integration

CrewAI Tracing

TrueFoundry Integration

Weave Integration

Quickstart

Skills

Telemetry

AI Mind Tool

Code Interpreter

DALL-E Tool

Daytona

E2B Sandbox Tools

LangChain Tool

LlamaIndex Tool

Overview

RAG Tool

Vision Tool

Apify Actors

Composio Tool

MultiOn Tool

Overview

Zapier Actions Tool

Bedrock Knowledge Base Retriever

Overview

S3 Reader Tool

S3 Writer Tool

MongoDB Vector Search Tool

MySQL RAG Search

NL2SQL Tool

Overview

PG RAG Search

Qdrant Vector Search Tool

SingleStore Search Tool

Snowflake Search Tool

Weaviate Vector Search

CSV RAG Search

Directory Read

Directory RAG Search

DOCX RAG Search

File Read

File Write

JSON RAG Search

MDX RAG Search

OCR Tool

Overview

PDF Text Writing Tool

PDF RAG Search

TXT RAG Search

XML RAG Search

Bedrock Invoke Agent Tool

CrewAI Run Automation Tool

Merge Agent Handler Tool

Overview

Tools Overview

Arxiv Paper Tool

Brave Search Tools

Code Docs RAG Search

Databricks SQL Query Tool

Exa Search Tool

Github Search

Linkup Search Tool

Overview

SerpApi Google Search Tool

SerpApi Google Shopping Tool

Google Serper Search

Tavily Extractor Tool

Tavily Research Tool

Tavily Search Tool

Website RAG Search

You.com Search & Research Tools

YouTube Channel RAG Search

YouTube Video RAG Search

Bright Data Tools

Browserbase Web Loader

Firecrawl Crawl Website

Firecrawl Scrape Website

Hyperbrowser Load Tool

Overview

Oxylabs Scrapers

Scrape Element From Website Tool

Scrapegraph Scrape Tool

Scrape Website

Scrapfly Scrape Website Tool

Selenium Scraper

Spider Scraper

Stagehand Tool

You.com Content Extraction Tool

OpenAPI Specs

enterprise-api.pt-BR

enterprise-api.ko

enterprise-api.en

enterprise-api.base

Optional

Website

Forum

Blog

CrewGPT

Website

Fórum

Blog

CrewGPT

웹사이트

포럼

블로그

CrewGPT

الموقع

المنتدى

المدوّنة

CrewGPT

## What is CrewAI's llms.txt?

CrewAI publishes an `/llms.txt` file that provides AI systems with a structured index of its documentation. It follows the [llms.txt specification](https://llmstxt.org), organizing links to guides, API references, and tutorials under section headings so that LLMs like ChatGPT, Claude, and Gemini can quickly understand what CrewAI offers and where to find details.

Pass

Spec

3

Sections

288

Links

49.4 KB

Size

~12.6k

Tokens

Sections: Docs · OpenAPI Specs · Optional

## Add CrewAI Docs to Your AI Assistant

Select your tool to see how to add CrewAI's llms.txt as a documentation source.

Cursor

 Windsurf

 Claude Code

 ChatGPT

 Zed

 Copilot

1. 1

   Open any chat or composer panel
2. 2

   Type @Docs and select "Add new doc"
3. 3

   Paste the URL: https://docs.crewai.com/llms.txt
4. 4

   Wait for the green dot (indexing complete)
5. 5

   Reference @Docs in chat when asking about CrewAI

Cursor crawls the URL and indexes all subpages. Add a trailing slash to index child pages too.

## Spec Compliance 3 notes

## Frequently Asked Questions

Where is CrewAI's llms.txt file?

CrewAI publishes its llms.txt at https://docs.crewai.com/llms.txt. This file provides a structured, markdown-formatted index of CrewAI's documentation that AI systems can consume to understand the project's APIs, guides, and references.

How do I use CrewAI's llms.txt with AI coding assistants?

Copy the llms.txt content and paste it into your AI assistant (Cursor, Windsurf, Claude, ChatGPT) as context. This gives the AI an accurate map of CrewAI's documentation so it can provide better code suggestions and answers about CrewAI.

What does CrewAI's llms.txt contain?

CrewAI's llms.txt contains 3 sections and 288 documentation links in 49.4 KB (~12.6k tokens). Key sections include Docs, OpenAPI Specs, Optional.

How many tokens does CrewAI's llms.txt use?

The concise llms.txt index is approximately 12.6k tokens (49.4 KB). Most AI assistants can fit this within their context window. For the full expanded documentation, look for an llms-full.txt variant which embeds all content inline.

Can I generate an llms.txt for my own project?

Yes. Use the free llms.txt generator at mdream.dev/tools/llms-txt/generator to crawl your site and produce a spec-compliant llms.txt file. You can also validate existing files with the llms.txt validator.

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## Related Tools

[<h3>llms.txt Generator</h3>Generate an llms.txt for your own project.](https://mdream.dev/llms-txt/crewai/tools/llms-txt/generator) [<h3>llms.txt Validator</h3>Validate your llms.txt against the official spec.](https://mdream.dev/llms-txt/crewai/tools/llms-txt/validator)

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