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Workflow Automation · Preview
crewAI
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Check whether this project matches your task before installing it.
What it can doskill, recipe, host_instruction, eval, preflightReview the portable capability path.
Before continuingVerify in a sandboxDo not treat a preview pack as a proven local install.
GitHub snapshot51k stars7.1k forks · 298 contributors
Preview status · 2026-05-16
What is crewAI?
- This guide covers the installation and setup procedures for CrewAI, a multi-agent automation framework. The installation process supports multiple methods including pip, UV package manager...
- Best fit: Users who want source-backed project understanding before installing it.
- Capability added to an AI workflow: skill, recipe, host_instruction, eval, preflight
- Evidence base: https://github.com/crewAIInc/crewAI, https://github.com/crewAIInc/crewAI, https://github.com/crewAIInc/crewAI#readme
- Preview pages are noindex until English quality, canonical, and citation gates pass.
- crewAI still needs sandbox verification before production use.
01
Quick decision
Use this section to decide whether the project is worth a deeper read.Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
51k stars · 7.1k forks
02
What it can do
Translate the upstream project into concrete capabilities the user can judge before installing.Installation and Setup
Related topics: Quick Start Guide, LLM Providers and Configuration
Sources: [lib/crewai/pyproject.toml](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/pyproject.toml)
Quick Start Guide
Related topics: Installation and Setup, Agents Architecture, Tasks and Task Management
Sources: [lib/cli/src/crewai_cli/templates/tool/README.md](https://github.com/crewAIInc/crewAI/blob/main/lib/cli/src/crewai_cli/templates/tool/README.md)
Agents Architecture
Related topics: Tasks and Task Management, Crews and Crew Orchestration, LLM Providers and Configuration
Sources: [lib/crewai/src/crewai/agents/agent_builder/base_agent.py:1-50]()
Tasks and Task Management
Related topics: Agents Architecture, Crews and Crew Orchestration
Sources: [lib/crewai/src/crewai/task.py](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/src/crewai/task.py) and [lib/crewai/src/crewai/tasks/__init__.py](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/src/crewai/tasks/__init__.py)
Crews and Crew Orchestration
Related topics: Agents Architecture, Tasks and Task Management, Flows - Event-Driven Workflows, LLM Providers and Configuration
Sources: [lib/cli/src/crewai_cli/templates/crew/README.md]()
Sources: https://github.com/crewAIInc/crewAI, Human Manual, Project Pack evidence, and downstream validation signals.
03
Community Discussion Evidence
Project-level external discussion stays visible on the detail page, not only inside the manual.Community Discussion Evidence
12 source-linked itemsReview these external discussions before using crewAI with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.
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01
Question: integration path for Agent Threat Rules detection in crewai/se
github / github_issue
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02
[FEATURE] Implement Process.consensual with a pluggable ConsensusEngine
github / github_issue
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03
[FEATURE] GuardrailProvider interface for pre-tool-call authorization
github / github_issue
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04
Security: OWASP Agent Memory Guard – protect CrewAI agents from memory p
github / github_issue
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05
Scans the client database to extract existing policy details.
github / github_issue
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06
Security: Request to enable Private Vulnerability Reporting / coordinate
github / github_issue
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07
[FEATURE] Enhance the document about @persisit
github / github_issue
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08
[BUG] Wrong code in document
github / github_issue
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09
[FEATURE] Tool to add input_files
github / github_issue
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10
Project risk needs validation
GitHub / issue
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11
1.14.4
GitHub / issue
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12
1.14.4a1
GitHub / issue
04
How to start
Only source-backed commands are shown here. Verify them in an isolated environment first.Try the prompt first
Test the workflow without installing the upstream project.
previewRead the Human Manual
Understand inputs, outputs, limits, and failure modes.
manualTake context to your AI host
Use the compiled assets in your preferred AI environment.
contextRun sandbox verification
Confirm install commands and rollback before using a primary environment.
verifynpx skillsOfficial start command · https://github.com/crewAIInc/crewAI#readme · verified: yes
05
Human Manual
The English page must expose the real manual, not a short placeholder.8+ sections · Human Manual
crewAI Manual
This guide covers the installation and setup procedures for CrewAI, a multi-agent automation framework. The installation process supports multiple methods including pip, UV package manager...
Open the full manual- crewAI Human Manual
- Table of Contents
- Installation and Setup
- Related Pages
- Overview
- System Requirements
- Python Version Compatibility
- Installation Methods
Installation and Setup
Related topics: Quick Start Guide, LLM Providers and Configuration
Sources: [lib/crewai/pyproject.toml](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/pyproject.toml)
Quick Start Guide
Related topics: Installation and Setup, Agents Architecture, Tasks and Task Management
Sources: [lib/cli/src/crewai_cli/templates/tool/README.md](https://github.com/crewAIInc/crewAI/blob/main/lib/cli/src/crewai_cli/templates/tool/README.md)
Agents Architecture
Related topics: Tasks and Task Management, Crews and Crew Orchestration, LLM Providers and Configuration
Sources: [lib/crewai/src/crewai/agents/agent_builder/base_agent.py:1-50]()
Tasks and Task Management
Related topics: Agents Architecture, Crews and Crew Orchestration
Sources: [lib/crewai/src/crewai/task.py](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/src/crewai/task.py) and [lib/crewai/src/crewai/tasks/__init__.py](https://github.com/crewAIInc/crewAI/blob/main/lib/crewai/src/crewai/tasks/__init__.py)
Crews and Crew Orchestration
Related topics: Agents Architecture, Tasks and Task Management, Flows - Event-Driven Workflows, LLM Providers and Configuration
Sources: [lib/cli/src/crewai_cli/templates/crew/README.md]()
06
AI Context Pack and portable assets
After deciding to continue, take the project context into your own AI host.Complete pack plus user-owned assets
These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.
07
Preflight checks
Treat this preview as a planning asset, not proof that your local environment is ready.- The manual is generated from source-linked project files and Doramagic validation signals.
- Community evidence warnings stay visible instead of being converted into marketing claims.
- The preview remains noindex until English quality and reciprocal indexing gates are explicitly opened.
- Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.
08
Pitfall Log and verification risks
Doramagic surfaces high-risk items before users treat a candidate capability as verified.Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.
Review upstream issue
The source signal needs review before production use.