Microsoft's open-source multi-agent framework — orchestrate conversations between specialised agents.
Multi-agentTool useCodeMemory
LangGraph vs Make.com Agentswhich AI ops agent should you pick in 2026?
LangChain's stateful multi-agent framework — graph-based orchestration with persistence and human-in-the-loop.
Multi-agentTool useMemory
Visual workflow automation with AI agents — drag-and-drop scenarios across 2,000+ apps.
Tool useMemoryMulti-agent
LangGraph vs Make.com Agents — specs
| Spec | LangGraph | Make.com Agents |
|---|---|---|
| Agent Rank | 68 / 100 (B) | 85 / 100 (S) |
| Autonomy | Autonomous | Semi-autonomous |
| Pricing | Free · OSS | Freemium · from $9 |
| Open source | Yes | No |
| Capabilities | Multi-agent, Tool use, Memory | Tool use, Memory, Multi-agent |
| Integrations | 3 apps | 8 apps |
| Verified | Verified | Verified |
| Released | Jun 2024 | Feb 2025 |
Agent Rank breakdown
LangGraph
Agent Rank
68/ 100
- Autonomy fit
- 9
- Capabilities
- 6
- Integrations
- 2
- Pricing value
- 10
- Polish & maturity
- 7
- Verifiability
- 7
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Make.com Agents
Agent Rank
85/ 100
- Autonomy fit
- 8
- Capabilities
- 6
- Integrations
- 10
- Pricing value
- 8
- Polish & maturity
- 9
- Verifiability
- 10
Auto-computed from autonomy, capabilities, integrations, pricing, maturity and editorial verification. Updated every deploy. How is this computed?
Pros & cons
LangGraph
Make.com Agents
Pros
- +Visual scenario builder is the most accessible automation tool besides Zapier
- +Cheapest AI-agent automation tier on the market ($9)
- +Strong on multi-step branching scenarios where Zapier feels limiting
Cons
- −Operations math is opaque at first — every step costs ops
- −Smaller AI feature set than Lindy / Relay built-from-scratch agent platforms
- −European data residency only on paid tiers
Pricing
LangGraph
Make.com Agents
Free
Free
Trial
- +1,000 operations/mo
- +No agent features
- +2 active scenarios
Recommended
Core
$9/mo
Solo / small teams
- +10,000 ops/mo
- +AI agent nodes
- +Webhooks + schedules
Pro
$16/mo
Heavy users
- +10,000 ops base + add-ons
- +Priority queue
- +Custom variables
Teams
$29/seat/mo
Teams
- +Shared scenarios
- +Roles + admin
- +Higher ops base
Which one should you pick?
LangGraph
Pick LangGraph if cost is the main constraint or if you want the highest autonomy and the verification loop is in place.
Try LangGraph →Make.com Agents
Pick Make.com Agents if your stack spans many tools and integration depth is the constraint.
Try Make.com Agents →Affiliate links. We may earn a commission at no extra cost to you.
Frequently asked
Should I pick LangGraph or Make.com Agents in 2026?+
Pick LangGraph if cost is the main constraint or if you want the highest autonomy and the verification loop is in place. Pick Make.com Agents if your stack spans many tools and integration depth is the constraint. Most working teams running both can use LangGraph for primary work and Make.com Agents for the workflows where its specific strengths matter.
What's the price difference between LangGraph and Make.com Agents?+
LangGraph starts at Free · OSS; Make.com Agents starts at Freemium · from $9. LangGraph is the cheaper entry option. For team deployments the TCO can differ — use the AI Agent Rank TCO calculator for your specific volume.
Which is more autonomous, LangGraph or Make.com Agents?+
LangGraph is the more autonomous of the two (Autonomous vs Semi-autonomous). Higher autonomy ships throughput faster but requires verification loops in place — see our autonomous-vs-copilot framing for when each tier wins.
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See more alternatives: alternatives to LangGraph · alternatives to Make.com Agents
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