About Langflow
Langflow is an open-source platform for building AI-powered agents and workflows. Developers assemble flows in a visual authoring interface and can then deploy each flow as an API or export it as JSON for use in Python applications. It is written in Python and released under the MIT license.
The visual builder is paired with source-code access, so any component can be customized in Python, and an interactive playground lets you test and refine flows step by step. Langflow can orchestrate several agents with conversation handling and retrieval, works with the major LLMs and vector databases, and can expose flows as an MCP server so they become tools for MCP clients. Observability integrations include LangSmith and LangFuse.
You can install the Python package locally with uv, after which it serves the app at a local address, or use Langflow Desktop for Windows and macOS, which bundles its dependencies. It suits developers and AI teams prototyping retrieval and agent workflows who want both a drag-and-drop canvas and the freedom to write code.
Key features
- Visual builder for agents and workflows
- Python source access to customize components
- Interactive playground for testing flows
- Multi-agent orchestration with retrieval
- Deploy flows as APIs or export as JSON
- MCP server mode exposing flows as tools
- Observability integrations such as LangFuse
Good fit for
- →Prototyping retrieval-augmented generation apps
- →Building multi-agent workflows visually
- →Turning flows into tools for MCP clients
- Built with
- Python
- Tags
- ai-agents
- llm
- workflow-builder
- low-code
- mcp
- python
- rag
- visual-builder
Langflow: questions and answers
- What is Langflow used for?
- Langflow is a visual platform for building and deploying AI agents and workflows, with Python-customizable components and built-in API and MCP server support. It is a good fit for prototyping retrieval-augmented generation apps, building multi-agent workflows visually and turning flows into tools for MCP clients.
- Is Langflow open source?
- Yes. Langflow is open source under the MIT licence. Its source code is on GitHub at langflow-ai/langflow and is written mainly in Python.
- Is Langflow free?
- Yes. Langflow is open source, so the software itself is free to use.
- Can I self-host Langflow?
- Yes. Langflow can be self-hosted on your own server or infrastructure.
- What is Langflow an alternative to?
- Langflow is an open-source alternative to Gumloop, Voiceflow, Vellum and Azure AI Foundry. Other open-source alternatives to Gumloop include Dify and Sim.
- Is Langflow actively maintained?
- Yes. The most recent commit to Langflow was on 2 October 2026, and the latest release is v1.12.4, published on 29 September 2026. The project has 155k stars on GitHub.
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