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Langflow

A Python-based visual builder for AI applications, agents, retrieval flows, and MCP-connected tools.

About this product

What it does

Langflow lets builders arrange models, prompts, data sources, and tools as a visual flow while retaining Python-based extensibility. The official documentation covers agents, API-triggered flows, custom components, and Model Context Protocol connections. It is open source, but any hosted model calls, infrastructure, or commercial service have their own costs. A flow is most valuable when it can be reproduced and tested: save versions, keep secrets outside the graph, and run inputs that challenge retrieval and tool-use assumptions. If a component performs an external action, define what happens when the model selects the wrong tool.

Editorial notes

Langflow appeals to teams that want a visual prototype without giving up a Python route for custom behavior. Compare it with Flowise or Dify on the specific integrations and deployment controls you need, not on screenshot aesthetics.

Check the official product and pricing details before subscribing or deploying; features, limits, and prices can change.

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