Free / Open-sourceAn open-source automation powerhouse with deep app connectors, though less specialized for native LLM prompt chaining.
#1Dify records 819,691 monthly visits with -15% month-over-month growth and Freemium pricing. Scorecard records 6,344 monthly visits with +8.2% growth and Freemium pricing.

The simulation platform for agent self-improvement
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | dify.ai | scorecard.io |
| Pricing Model | Freemium | Freemium |
| Monthly Visits | 819.69K (819,691) | 6.34K (6,344) |
| MoM Traffic Delta |
| -144.26K (-15%) |
| +481 (+8.2%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🇺🇸 United States (93.7%) |
|---|
| Direct Visits / mo | 470.6K | 2.47K |
|---|
| User Rating | 4.8 | 4.4 |
|---|
| Supported Platforms | Website | Website |
|---|

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.

The simulation platform for agent self-improvement
Run your agent through thousands of realistic scenarios and get scored feedback in minutes instead of waiting weeks for expert log review.
Create structured experiments and test ideas quickly in an AI laboratory before committing to a change.
Start from a validated metric library of industry benchmarks, customize proven metrics, or build your own to track what matters.
Create, test and track your best-performing prompts in one place, keeping a history and a single source of truth for the team.
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.
GenAI-native end-to-end QA agent that plans, writes and heals tests in plain language
#3
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.


Track, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI

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.

Attack-led AI security testing and red teaming
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.
Track, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
Free / Open-sourceAgent observability, evaluation, and continuous improvement for production AI
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.
Attack-led AI security testing and red teaming