CrewAI

Profile

Overview

The bottom line — what this framework is, who it's for, and when to walk away.

Bottom Line Up Front

CrewAI is a framework for building and orchestrating multi-agent systems, providing capabilities for agent design, workflow automation, and process management. It includes features like guardrails, memory, knowledge, and observability. The platform supports enterprise deployments with team management and integration triggers.

Best For

Designing, orchestrating, and automating multi-agent systems with baked-in guardrails and memory.

Avoid If

no data

Strengths

  • +Composes agents with tools, memory, knowledge, and structured outputs using Pydantic.
  • +Orchestrates start/listen/router steps, manages state, persists execution, and resumes long-running workflows.
  • +Defines sequential, hierarchical, or hybrid processes with guardrails, callbacks, and human-in-the-loop triggers.
  • +Provides enterprise features like environment management, safe redeployment, monitoring, RBAC, and team management.
  • +Integrates with external services such as Gmail, Slack, Salesforce, HubSpot, Outlook, Teams, OneDrive, and Amazon Bedrock Agents.

Weaknesses

    Project Health

    Is this project alive, well-maintained, and safe to bet on long-term?

    Stars

    57,519

    Open Issues

    831

    Last Commit

    0d ago

    Commit Frequency

    23x/week

    Bus Factor Score

    8 / 10

    Maintainers

    100

    Latest Version

    1.15.17

    Total Releases

    40

    Repo Age

    2y 10mo

    Forks

    8,220

    Monthly Downloads

    28.3M

    last 30 days

    Versions Published

    418

    Known Vulnerabilities

    0None

    Dependent Repos

    0

    public repos using this

    Fit

    Does it support the workflows, patterns, and capabilities your team actually needs?

    State Management

    Flows manage state, persist execution, and enable resuming long-running workflows.

    Perspective

    Your expertise shapes what we build next.

    We build for engineers who make real architectural decisions. If something is missing, inaccurate, or could be more useful — we want to hear it.

    Last updated: 24 August 2026

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