CrewAI
orchestrating role-specific AI agent teams, building capable AI agents for applications
It's a powerful framework for multi-agent orchestration but lacks built-in security features for verifying agent actions.
applications requiring cryptographic verification of agent payloads, deterministic enforcement of agent permissions
Related Tools
FIRST-HAND READS
What people reported, in their own words. Every line links to where it was said.
“placed Top 10 in CrewAI's Fall 2025 Agentic AI Challenge with a multi-agent system running behind human approval gates”
POSITIVE · Reddit · 2026-08-11
“frustrated with the performance overhead of Python-based multi-agent frameworks like LangChain and CrewAI when running complex, long-running agent workflows with local LLMs”
NEGATIVE · performance · Hacker News · 2026-01-06
“there is no proper documentation in the crewai about how to connect with MCP server”
NEGATIVE · documentation · Reddit · 2025-05-18
“CrewAI is buggy. I have had to patch several items in their code to get a prototype up and running.”
NEGATIVE · reliability · Reddit · 2025-05-11
“I've built 2 production multi agent automation projects with crewAI”
POSITIVE · features · Reddit · 2025-05-10
“CrewAI does a solid job at agent orchestration and task flow”
MIXED · features · Reddit · 2025-05-09
“It is gone within 2-3 days with crewai kind of usage. It very quickly adds up to the cost with multiple back-and-forth prompt and response negotiations.”
NEGATIVE · price · Reddit · 2025-05-06
“a CrewAI-powered swarm that fetch posts and comments, lets each agent tackle its own specialty (summaries, feature extraction, competitor call-outs, trend timelines)”
POSITIVE · features · Reddit · 2025-05-06
“I took a concept all the way to working for a simple crewai app”
POSITIVE · performance · Reddit · 2025-05-05
“giving tools and context to LLMs the hard way in python using frameworks like CrewAI”
NEGATIVE · ease of use · Reddit · 2025-04-25
“ran into scalability issue, with crewAI, the single agent would have to process user inputs one by one”
NEGATIVE · performance · Reddit · 2025-04-20
“It was there when I tried an older version of crewai but not having the option in the new crewai version.”
NEGATIVE · features · Reddit · 2025-04-17
“CrewAI really is that easy. It's built for people who don't code, and it leans hard on plain-English prompts”
POSITIVE · ease of use · Reddit · 2025-04-17
“I've built several multi agent systems on crewAI for various clients”
MIXED · features · Reddit · 2025-04-11
Have You Used This Tool?
Sign in to share your experience with this tool.
Sign in