Free / Open-sourceGoogle's agent-first development platform for building and shipping software with AI agents

Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Envole records 690 monthly visits with +174.9% growth and Contact for Pricing pricing.

AI system of action that carries customer intent through to production software
| +439 (+174.9%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇮🇹 Italy (71.9%) |
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| Direct Visits / mo | 470.6K | 273 |
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| User Rating | 4.8 | 4 |
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| Supported Platforms | Website | Website |
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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.

AI system of action that carries customer intent through to production software
Customer signals, decisions, artifacts, code, and tests remain connected to their source and to each other, so reasoning is never lost between handoffs.
Meetings, tickets, messages, documents, diagrams, and support conversations are pulled into one living record that preserves what was said and decided.
Requests, risks, blockers, and scope changes surface with source evidence and customer impact so teams can decide what to build and why.
Working prototypes are generated with AI from approved requirements using the real product and its existing components, before implementation starts.
Free / Open-sourceGoogle's agent-first development platform for building and shipping software with AI agents

Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#2No-code builder for custom AI agents and workflows
Free / Open-sourceGenAI-native end-to-end QA agent that plans, writes and heals tests in plain language

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.


Free / Open-sourceAgent orchestration platform for your whole software development lifecycle

Free / Open-sourceA secure environment where teams build, deploy and govern AI agents, apps and automations
Free / Open-sourceOpen-source AI automation that unifies agents, flows and 770+ app integrations

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-sourceGoogle's agent-first development platform for building and shipping software with AI agents
Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
No-code builder for custom AI agents and workflows
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.
Free / Open-sourceAgent orchestration platform for your whole software development lifecycle
Free / Open-sourceA secure environment where teams build, deploy and govern AI agents, apps and automations
Free / Open-sourceOpen-source AI automation that unifies agents, flows and 770+ app integrations
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.