Side by side
CrewAI AMP vs Langflow
Both stand on llm application development frameworks. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Free plan APISelf-hostedWeb
Choose CrewAI AMP if your team needs several ways to build multi-agent workflows alongside tracing and governance controls. The free Basic plan has two automations and a 50-execution monthly ceiling; teams needing custom executions or enterprise deployment should consider Enterprise and its custom billing.
Visit CrewAI AMP Free plan APILinuxMac+3
Langflow offers visual workflow building alongside Python extensibility, API use, and agent and MCP support. Its execution and isolation model requires care, particularly for multi-tenant deployments.
Visit LangflowThe facts
| CrewAI AMP | Langflow | |
|---|---|---|
| Free plan | Yes | Yes |
| Open source | Not published | Not published |
| Runs on | API, Self-hosted, Web | API, Linux, Mac, Self-hosted, Web, Windows |
| Lowest paid plan | Free or on request | Not published |
| Plans published | 2 | None |
| Maker | Not published | Not published |
| Website | crewai.com | langflow.org |
| On llm application development frameworks | #4 of 49 | #8 of 49 |
CrewAI AMP: what it does well
- Build workflows with no-code, a visual editor, or a code-first API.
- Trace model calls, tool calls, and memory reads with cost accounting.
- Includes audit trails, human approval gates, and PII redaction.
- Supports runtime model swapping and lists evaluation integrations.
- Enterprise deployment can use CrewAI cloud or customer infrastructure.
What to know first
- Basic is capped at 50 workflow executions per month.
- Basic includes two automations.
- Enterprise billing is custom.
Langflow: what it does well
- Visual editor supports drag-and-drop workflow building.
- Does not require a specific model or vector store.
- Supports agents and MCP server connections.
- Custom Python components can be created and shared.
- Flows can be embedded through the API.
What to know first
- Desktop lacks Shareable Playground and Voice Mode.
- Developer-provided Python can access the backend, filesystem, and network.
- Users are not isolated within one process.
- Multi-tenant isolation is the operator’s responsibility.
Alternatives to CrewAI AMP Alternatives to Langflow The whole list