Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#1ddle.dev records 0 monthly visits with 0% month-over-month growth and Free pricing. Dify records 819,691 monthly visits with -15% growth and Freemium pricing.

Create and share interactive website walkthroughs, no code required
| -144.26K (-15%) |
| Primary Market & Share | 🌐 Global (—) | 🇨🇳 China (46.7%) |
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| Direct Visits / mo | 0 | 470.6K |
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| User Rating | 4.2 | 4.8 |
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| Supported Platforms | Website | Website |
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Create and share interactive website walkthroughs, no code required
Turn a live website into a guided tour that viewers can click through, instead of a passive screen recording.
Build the walkthrough without writing code, lowering the barrier for marketers, founders and educators.
Publish and share the finished walkthrough so others can follow it in their browser.
Suited to product demos, onboarding flows and step-by-step tutorials that need to stay current with the site.

Build, deploy, and govern production-ready agentic AI workflows
A visual canvas where retrieval, branching, tool calls, human review, and model steps form a visible, testable execution path you can debug and hand off.
Create agents through chat or manual configuration, give them skills, tools, and knowledge, then ship them as apps, embeds, or reusable nodes inside workflows.
Build repeatable ingestion pipelines for documents, sites, and drives, with extraction, cleaning, chunking, indexing, and retrieval testing before you go live.
Install model providers, tools, data sources, and MCP integrations once and reuse approved plugins across every app in the workspace.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#1Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.

Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
#3
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.


Build and grow your whole website by chatting with an AI agent

Turn screen recordings into AI training videos, process maps and docs for people and agents


Turn any workflow into polished video documentation in minutes
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

Create interactive product demos in seconds, no code required

Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.

Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.

Provides an all-in-one visual workspace for building custom AI agents and publishing them to messaging platforms.
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
Offers a streamlined no-code builder for deploying custom AI agents, but lacks Dify's open-source flexibility.
Free / Open-sourceA self-hosted chat interface for running local LLMs, though lighter on complex visual workflow orchestration.
SpecialistProvides advanced programmatic frameworks for document parsing and RAG pipelines, but requires coding instead of visual canvases.
Build and grow your whole website by chatting with an AI agent
Turn screen recordings into AI training videos, process maps and docs for people and agents
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Create interactive product demos in seconds, no code required
Built for scaling multi-agent workforces and B2B task automation, though less focused on open-source RAG pipelines.
Focuses on visual drag-and-drop orchestration for building chatbots and autonomous agents without writing code.