# www.langflow.org

> AI-optimized mirror of www.langflow.org containing 50 pages totalling 36,230 words of clean markdown content, structured data, and semantic HTML. Original source: https://www.langflow.org/. Last updated: 2026-05-01T14:01:28.655Z.

Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG).

## Homepage

- [Stop fighting your tools](/site-root.html): Welcome to Langflow - Build AI applications with ease (397 words)

## Articles & Blog Posts

- [TL;DR](/blog/langflow-1-4-organize-workflows-connect-with-mcp/index.html): TL;DR
Langflow 1.4 introduces Projects to organize and scale workflows and makes it simple to expose them over MCP. With Langflow Desktop, your machine becomes a local A (896 words)
- [Langflow 1.9 just released!](/blog/100k-stars-on-github/index.html): Langflow just hit 100k stars on GitHub!
Langflow began as a small experiment and has grown into something far bigger than we ever imagined — thanks to the thousands who’ve written code, fixed bugs, shared feedback, and trusted it for their projects.
Hitting 100k stars is a proud milestone, but our mission to democratize AI goes on — and we still treat every day like it’s day one.
Thank you for being part of this journey. (429 words)
- [Harsha Vardhan Khurdula](/people/harsha-vardhan-khurdula/index.html) (221 words)
- [Carter Rabasa](/people/carter/index.html): Head of Developer Relations for Langflow (162 words)
- [blog/how-to-host-langflow/index.html](/blog/how-to-host-langflow/index.html) (1 words)
- [blog/generate-personalized-action-figures-and-mythical-creatures-using-ai-with-langflow.html](/blog/generate-personalized-action-figures-and-mythical-creatures-using-ai-with-langflow.html) (1 words)
- [blog/building-an-ai-powered-fashion-recommendation-app/index.html](/blog/building-an-ai-powered-fashion-recommendation-app/index.html) (1 words)
- [blog/use-langflow-api-in-node-js/index.html](/blog/use-langflow-api-in-node-js/index.html) (1 words)
- [blog/ai-phone-calls-twilio-langflow/index.html](/blog/ai-phone-calls-twilio-langflow/index.html) (1 words)
- [blog/from-no-reply-to-please-reply-how-to-build-an-ai-powered-email-assistant-with-langflow-and-sendgrid.html](/blog/from-no-reply-to-please-reply-how-to-build-an-ai-powered-email-assistant-with-langflow-and-sendgrid.html) (1 words)
- [blog/how-to-create-secure-ai-applications/index.html](/blog/how-to-create-secure-ai-applications/index.html) (1 words)
- [blog/how-to-build-your-own-gpt-5/index.html](/blog/how-to-build-your-own-gpt-5/index.html) (1 words)
- [blog/alt-text-generator-langflow-next-js/index.html](/blog/alt-text-generator-langflow-next-js/index.html) (1 words)
- [Setting Up the Webhook Component](/blog/introduction-to-webhooks-in-langflow-step-by/index.html): Hey there, developers! 👋 Melissa here, and today I'm diving into the world of webhooks in Langflow. Whether you're a seasoned coder or just getting started, this guide w (1,296 words)
- [Langflow 1.9 just released!](/blog/query-split-search-synthesize-automating-deep-research-with-jigsawstack-and-langflow.html): While platforms like Perplexity and OpenAI offer deep research through closed systems, developers can now build their own transparent, extensible research agents using JigsawStack's open-source framework within Langflow. This hands-on guide shows how to create a multi-step research pipeline that breaks down complex queries, performs iterative web searches, and compiles evidence-backed reports—all through visual workflows that accelerate development without writing code. Learn to prototype AI research agents that you can see, modify, and scale for your specific needs. (1,511 words)
- [blog/the-complete-guide-to-choosing-an-ai-agent-framework-in-2025.html](/blog/the-complete-guide-to-choosing-an-ai-agent-framework-in-2025.html) (1 words)
- [blog/ai-coding-agent-langflow/index.html](/blog/ai-coding-agent-langflow/index.html) (1 words)
- [Day 1 - MCP Client & Server](/blog/langflow-launch-week-wrap-up/index.html): Wrapping-up a big week of Langflow launches, including: MCP, file system & data pipelines, Voice Mode, Desktop and GraphRAG. (713 words)
- [What is Docling?](/blog/convert-pdf-to-markdown-docling-langflow/index.html): Discover how Langflow and Docling make it easy to convert messy PDFs into clean, structured Markdown for your AI applications. Learn about advanced parsing options, integration tips, and how to build powerful RAG pipelines or chatbots with your documents. (1,627 words)
- [blog/robust-enterprise-ai-agent-workflow-langflow-cuga/index.html](/blog/robust-enterprise-ai-agent-workflow-langflow-cuga/index.html) (1 words)
- [Langflow 1.9 just released!](/blog/when-is-chatkit-useful/index.html): Is OpenAI ChatKit the best way to build a new chatbot? Here are the advantages, the drawbacks, and some alternatives to consider. (1,991 words)
- [**Introduction**](/blog/web-search-in-your-ai-agents-a-langflow-tutorial/index.html): LLM models face a significant limitation: they're often restricted to information available in their training data. But what if your AI agent could retrieve up-to-date information from the web in real time? Let's walk you through how to implement web search capabilities in your Langflow flows. (1,283 words)
- [Langflow 1.9 just released!](/blog/openai-agentkit-langflow-building-an-agent/index.html): The recent launch of OpenAI's AgentKit has sparked excitement among developers, but how does it stack up against existing solutions like Langflow? In this in-depth comparison, we'll dive into the strengths and weaknesses of each platform, exploring their capabilities and trade-offs through a real-world example. By building the same AI agent in both platforms, we'll help you make an informed decision about which tool is right for your next project. (1,608 words)
- [Langflow 1.9 just released!](/blog/openai-gpt-oss-and-gpt-5-on-langflow/index.html): Learn how to enable access to the newest OpenAI models, GPT-5 and the open-source gpt-oss-20b and gpt-oss-120b, within Langflow. From running locally, to cloud services, and employing the models as agents, check out how to start using the latest models in Langflow. (1,063 words)
- [Intro](/blog/the-troubleshooter-using-mcp-in-render/index.html): I recently came across Render's new MCP service, and as an avid user of Render to deploy various Python and Javascript based applications, it seemed like a good time to check out how I could use it in my day to day operations. This blog post dives into my experience using this new service with Cursor, Warp, and Langflow and how I was able to use to improve my service with agents. (1,530 words)
- [Langflow 1.9 just released!](/blog/langflow-ai-workflows-ai-newsletter/index.html): We built a custom AI workflow to automate the repetitive task of gathering content for our developer newsletter. This article details how the flow ingests any URL, uses an LLM to generate a summary and category, and then saves the result to a Notion page. To make it even more efficient, they share a simple bookmarklet that triggers the entire process from any webpage with a single click. (1,470 words)
- [Getting started](/blog/ai-generated-commit-messages-langflow-git-mcp/index.html): Learn how to build an AI-powered commit message generator using Langflow and Git MCP servers. This tutorial shows you how to create an agent that analyzes your code changes, follows your preferred commit conventions, and integrates directly into your Git workflow from the command line. (1,887 words)
- [OAuth for MCP servers](/blog/langflow-1-6/index.html): Langflow 1.6 is out with OAuth for MCP, OpenAI API compatibility, Docling-powered parsing, Traceloop observability and Better UX.  (1,466 words)
- [Global model providers](/blog/langflow-1-8/index.html): Langflow 1.8 reduces credential sprawl with the global model provider setup, improves programmatic integration with V2 workflow endpoints (Phase 1 API redesign, beta), and speeds up troubleshooting with a new traces feature, Inspection Panel, and a more responsive chat experience. Plus knowledge bases, Mustache templating, new components, and modular dependency installation. (1,225 words)
- [TL;DR](/blog/langflow-1-5-docling-windows-support-and-improved-ux.html): Langflow 1.5 brings a simplified, stable foundation for building AI workflows. With clean core components, improved execution, and a smoother UI, Langflow keeps evolving for real-world use. Langflow Desktop is now available for Windows, and the new Docling Bundle takes document processing to a new level. (878 words)
- [Langflow 1.9 just released!](/blog/build-mcp-server-langflow/index.html): Langflow is a powerful tool for building custom AI agents, but did you know it can also be used to create MCP servers that grant access to private data and APIs? This blog post showcases how to use Langflow to build a custom MCP tool that provides documentation for a lesser-known library, making it accessible to coding agents. (1,250 words)
- [Langflow 1.9 just released!](/blog/langflow-1-7/index.html): Langflow 1.7 brings Streamable HTTP support for MCP clients and servers, two new research-backed agent components (ALTK and CUGA), and webhook authentication. Plus new components for smarter routing, AWS S3 file storage, and more tools to help you build reliable AI agents and powerful workflows. (1,308 words)
- [Langflow 1.9 just released!](/blog/launch-week-day-5-graph-rag/index.html): The new Graph RAG component in Langflow takes your workflows to the next level by improving accuracy and incorporating data relationships directly. (755 words)
- [people/tejas/index.html](/people/tejas/index.html) (1 words)
- [blog/how-to-build-a-deep-research-multi-agent-system/index.html](/blog/how-to-build-a-deep-research-multi-agent-system/index.html) (1 words)
- [Langflow Assistant](/blog/langflow-1-9/index.html): Langflow 1.9 introduces new capabilities for building, operating, and integrating AI workflows, with updates focused on in-product AI assistance, flow deployment tooling, and MCP-based interoperability. This release adds native support for AI-assisted component generation, standardized tooling for managing flows outside the visual builder, and new interfaces that allow IDEs and external agents to create and execute Langflow flows programmatically. (990 words)
- [Launch Week Day 4 - Langflow Desktop 👨🏽‍💻 | Langflow | Low-code AI builder for agentic and RAG applications](/blog/launch-week-day-4-langflow-desktop/index.html): We’re excited to launch Langflow Desktop, a new version of Langflow that developers can run natively on their development machines.  (558 words)
- [[Langflow 1.9 Desktop is now available](/content/blog/langflow-1-9-desktop/index.html)](/blog/langflow-1-8-desktop/index.html): Langflow 1.8 Desktop is now available. For the full list of new features and platform updates in 1.8, see the OSS release announcement. (418 words)
- [Drop a Template. Make it Yours.](/use-cases/index.html): Explore Langflow use cases and AI workflow templates. Browse assistants, classification, coding, content generation, Q&A and more. (704 words)
- [Conversational Calendar Operations Agent](/templates/use-langflow-to-build-conversational-calendar-operations-agent.html): AI-powered conversational calendar agent built with Langflow that interprets natural language requests and automatically... (1,310 words)
- [TL;DR](/blog/transfer-learning-pre-training-or-fine-tuning/index.html): Learn how machine learning concepts have evolved in GenAI times (1,166 words)
- [Events](/events/index.html): Discover upcoming Langflow events, workshops, and community meetups (135 words)
- [AI++ newsletter](/newsletter/index.html): Sign up for the AI++ Newsletter to stay updated with the latest in AI, Agents and MCP. (164 words)
- [Langflow for Desktop](/desktop/index.html): Download and use the Langflow Desktop Application (218 words)
- [How to Create Your First AI Agent](/blog/create-your-first-ai-agent/index.html): Learn what AI agents are and how you can create your own with Langflow.  (885 words)
- [Langflow 1.9 Release](/blog/langflow-1-9-desktop/index.html): Langflow 1.9 Desktop is now available. For the full list of new features and platform updates in 1.9, see the OSS release announcement. (417 words)
- [We're here for you!](/contact-us/index.html): Get in touch with the Langflow team (149 words)
- [sitemap-xml.html](/sitemap-xml.html) (780 words)
- [Blog](/blog/index.html): Explore the latest news, updates, and insights from the Langflow team. Learn about the latest features, best practices, and how to get the most out of Langflow. (3,356 words)

## Resources

- [Full Page Index](/index.html): Browse all cached pages with rich metadata
- [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines
- [XML Sitemap](/content/sitemap.xml): Machine-readable sitemap for crawler discovery
- [Robots.txt](/content/robots.txt): Crawler directives