Agent frameworks & orchestration

Multi-agent frameworks, workflow automation and no-code agent builders. Ranked with our 100-point rubric. Scores are initial editorial estimates.

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S85–100

A70–84

B55–69

C0–54

No tools in this tier yet.

Pick this if…

Tool	Tier	Use it when…	Skip it if…
n8n 85/100	S	you want visual automations with AI steps you can self-host.	you want a pure-code framework.
LangGraph 80/100	A	you need production agents with explicit control flow and persistence.	you want a no-code tool or a quick script.
OpenAI Agents SDK 77/100	A	you want a minimal, well-documented agent SDK.	you need a visual builder.
Claude Agent SDK 76/100	A	you want Claude Code's proven agent loop inside your own product.	you need to use non-Claude models.
CrewAI 76/100	A	you want multi-agent teams with minimal boilerplate.	you need fine-grained deterministic control.
Dify 75/100	A	you want a visual LLM app builder you can self-host.	you prefer code-first frameworks.
Pydantic AI 74/100	A	you want type-safe, production-style Python agents.	you want built-in multi-agent role play.
Mastra 73/100	A	you build agents in TypeScript.	your team is Python-only.
Zapier Agents 68/100	B	you want non-technical teammates building agents on existing apps.	you need complex logic or low cost at volume.
Make 67/100	B	you want affordable visual automation at scale.	you need code-level control.
Gumloop 66/100	B	you want no-code AI automations with strong scraping and browser tools.	you want to self-host.