category
AI agent builders, as AI assistants see them
In the week of 19 October 2026, the AI assistants we track most often recommend LangChain (47), n8n (25) and OpenAI AgentKit (25) for ai agent builders, out of 38 products we follow in this category. Scores are the share of 58 answers naming each product, across 3 assistants.
Out of 38 AI agent builders tracked, LangChain sits clearly in front with an overall score of 47, named in 50 of 73 answers. That's nearly double second-place OpenAI AgentKit, which scores 25 and appears in 33 of 73 answers. Right behind, n8n also scores 25 but edges ahead on mentions, showing up in 35 of 73 answers. CrewAI trails closely at 24 (34 of 73 answers), while Pydantic AI rounds out the top five at 17, despite a standout 42 from Claude against just 7 from ChatGPT and Perplexity. One leader, then a tight pack fighting for second.
Updated 2026-10-19. We re-ask every assistant on a schedule and publish whatever they say.
sampled: 3 of 4 assistants this week
This week's movers
- n8n ↑ climbing +7
Leaderboard
| # | product | score | vs last week |
|---|---|---|---|
| 1 | LangChain | 47 | steady |
| 2 | n8n | 25 | ↑ climbing +7 |
| 3 | OpenAI AgentKit | 25 | steady |
| 4 | CrewAI | 24 | steady |
| 5 | Pydantic AI | 17 | steady |
| 6 | Zapier Agents | 16 | steady |
| 7 | Microsoft Copilot Studio | 13 | steady |
| 8 | Dify | 12 | steady |
| 9 | Make | 12 | steady |
| 10 | Vertex AI Agent Builder | 12 | steady |
| 11 | Mastra | 11 | steady |
| 12 | Amazon Bedrock AgentCore | 10 | steady |
| 13 | Microsoft Agent Framework | 10 | steady |
| 14 | Lindy | 8 | steady |
| 15 | Voiceflow | 8 | steady |
| 16 | LlamaIndex | 7 | steady |
| 17 | Relevance AI | 7 | steady |
| 18 | Claude Agent SDK | 6 | steady |
| 19 | Gumloop | 6 | steady |
| 20 | Vercel AI SDK | 6 | steady |
| 21 | Flowise | 5 | steady |
| 22 | Microsoft AutoGen | 5 | steady |
| 23 | Retell AI | 4 | steady |
| 24 | Vapi | 4 | steady |
| 25 | Bland | 3 | steady |
| 26 | Botpress | 3 | steady |
| 27 | Langflow | 3 | steady |
| 28 | Letta | 3 | steady |
| 29 | Semantic Kernel | 3 | steady |
| 30 | Synthflow | 3 | steady |
| 31 | Agno | 2 | steady |
| 32 | Pickaxe | 2 | steady |
| 33 | Taskade Genesis | 2 | steady |
| 34 | xpander.ai | 2 | steady |
| 35 | Coze | 1 | steady |
| 36 | Dust.tt | 1 | steady |
| 37 | Rasa | 1 | steady |
| 38 | Stack AI | 1 | steady |
Where the assistants get their answers →
Free guide: how to get recommended in ai agent builders
Built from this week's run — who wins now, the exact questions we ask, the pages the assistants cite, and six steps in order.
Popular head-to-heads
- LangChain vs n8n
- LangChain vs OpenAI AgentKit
- n8n vs OpenAI AgentKit
- CrewAI vs n8n
- CrewAI vs OpenAI AgentKit
- Pydantic AI vs Zapier Agents
- Microsoft Copilot Studio vs Pydantic AI
- Microsoft Copilot Studio vs Zapier Agents
Looking for alternatives?
- LangChain alternatives
- n8n alternatives
- OpenAI AgentKit alternatives
- CrewAI alternatives
- Pydantic AI alternatives
- Zapier Agents alternatives
- Microsoft Copilot Studio alternatives
- Dify alternatives
- Make alternatives
- Vertex AI Agent Builder alternatives
- Mastra alternatives
- Amazon Bedrock AgentCore alternatives
- Microsoft Agent Framework alternatives
- Lindy alternatives
- Voiceflow alternatives
- LlamaIndex alternatives
- Relevance AI alternatives
- Claude Agent SDK alternatives
- Gumloop alternatives
- Vercel AI SDK alternatives
- Flowise alternatives
- Microsoft AutoGen alternatives
- Retell AI alternatives
- Vapi alternatives
- Bland alternatives
- Botpress alternatives
- Langflow alternatives
- Letta alternatives
- Semantic Kernel alternatives
- Synthflow alternatives
- Agno alternatives
- Pickaxe alternatives
- Taskade Genesis alternatives
- xpander.ai alternatives
- Coze alternatives
- Dust.tt alternatives
- Rasa alternatives
- Stack AI alternatives
Other leaderboards
- AI app builders
- AI coding assistants
- AI customer support agents
- AI meeting note takers
- AI presentation makers
- AI resume builders
- AI study tools
- AI video generators
- AI visibility trackers
- AI voice agents
- Budgeting apps
- Email marketing platforms
- Invoicing software
- PDF editors
- SEO tools
- Social media schedulers
- Transactional email APIs
Every ai agent builders head-to-head (126)
- LangChain vs n8n
- LangChain vs OpenAI AgentKit
- CrewAI vs LangChain
- LangChain vs Pydantic AI
- LangChain vs Zapier Agents
- n8n vs OpenAI AgentKit
- CrewAI vs n8n
- n8n vs Pydantic AI
- n8n vs Zapier Agents
- Microsoft Copilot Studio vs n8n
- CrewAI vs OpenAI AgentKit
- OpenAI AgentKit vs Pydantic AI
- OpenAI AgentKit vs Zapier Agents
- Microsoft Copilot Studio vs OpenAI AgentKit
- CrewAI vs Pydantic AI
- CrewAI vs Zapier Agents
- CrewAI vs Microsoft Copilot Studio
- Pydantic AI vs Zapier Agents
- Microsoft Copilot Studio vs Pydantic AI
- Dify vs Pydantic AI
- Make vs Pydantic AI
- Pydantic AI vs Vertex AI Agent Builder
- Microsoft Copilot Studio vs Zapier Agents
- Dify vs Zapier Agents
- Make vs Zapier Agents
- Vertex AI Agent Builder vs Zapier Agents
- Dify vs Microsoft Copilot Studio
- Make vs Microsoft Copilot Studio
- Microsoft Copilot Studio vs Vertex AI Agent Builder
- Mastra vs Microsoft Copilot Studio
- Amazon Bedrock AgentCore vs Microsoft Copilot Studio
- Dify vs Make
- Dify vs Vertex AI Agent Builder
- Dify vs Mastra
- Amazon Bedrock AgentCore vs Dify
- Make vs Vertex AI Agent Builder
- Make vs Mastra
- Amazon Bedrock AgentCore vs Make
- Mastra vs Vertex AI Agent Builder
- Amazon Bedrock AgentCore vs Vertex AI Agent Builder
- Amazon Bedrock AgentCore vs Mastra
- Mastra vs Microsoft Agent Framework
- Amazon Bedrock AgentCore vs Microsoft Agent Framework
- Amazon Bedrock AgentCore vs Lindy
- Dify vs Microsoft Agent Framework
- Lindy vs Microsoft Agent Framework
- Make vs Microsoft Agent Framework
- Lindy vs Voiceflow
- Lindy vs LlamaIndex
- Lindy vs Relevance AI
- Claude Agent SDK vs Lindy
- LlamaIndex vs Voiceflow
- Relevance AI vs Voiceflow
- Amazon Bedrock AgentCore vs Voiceflow
- Claude Agent SDK vs Voiceflow
- LlamaIndex vs Relevance AI
- Claude Agent SDK vs LlamaIndex
- Gumloop vs LlamaIndex
- LlamaIndex vs Vercel AI SDK
- Claude Agent SDK vs Relevance AI
- Gumloop vs Relevance AI
- Relevance AI vs Vercel AI SDK
- Claude Agent SDK vs Gumloop
- Claude Agent SDK vs Vercel AI SDK
- Claude Agent SDK vs Flowise
- Claude Agent SDK vs Microsoft AutoGen
- Gumloop vs Vercel AI SDK
- Flowise vs Gumloop
- Gumloop vs Microsoft AutoGen
- Flowise vs Vercel AI SDK
- Microsoft AutoGen vs Vercel AI SDK
- Flowise vs Microsoft AutoGen
- Flowise vs Retell AI
- Flowise vs Vapi
- Microsoft AutoGen vs Retell AI
- Microsoft AutoGen vs Vapi
- Retell AI vs Vapi
- Bland vs Retell AI
- Botpress vs Retell AI
- Langflow vs Retell AI
- Bland vs Vapi
- Botpress vs Vapi
- Langflow vs Vapi
- Bland vs Botpress
- Bland vs Langflow
- Bland vs Letta
- Bland vs Semantic Kernel
- Bland vs Synthflow
- Botpress vs Langflow
- Botpress vs Letta
- Botpress vs Semantic Kernel
- Botpress vs Synthflow
- Langflow vs Letta
- Langflow vs Semantic Kernel
- Langflow vs Synthflow
- Letta vs Semantic Kernel
- Letta vs Synthflow
- Semantic Kernel vs Synthflow
- Agno vs Pickaxe
- Agno vs Taskade Genesis
- Agno vs xpander.ai
- Agno vs Bland
- Agno vs Botpress
- Pickaxe vs Taskade Genesis
- Pickaxe vs xpander.ai
- Bland vs Pickaxe
- Botpress vs Pickaxe
- Taskade Genesis vs xpander.ai
- Bland vs Taskade Genesis
- Botpress vs Taskade Genesis
- Bland vs xpander.ai
- Botpress vs xpander.ai
- Coze vs Dust.tt
- Coze vs Rasa
- Coze vs Stack AI
- Agno vs Coze
- Coze vs Pickaxe
- Dust.tt vs Rasa
- Dust.tt vs Stack AI
- Agno vs Dust.tt
- Dust.tt vs Pickaxe
- Rasa vs Stack AI
- Agno vs Rasa
- Pickaxe vs Rasa
- Agno vs Stack AI
- Pickaxe vs Stack AI
Score = how often an assistant names the product, weighted by position. Full explanation.