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. Feedby records 0 monthly visits with 0% growth and Paid pricing.

Turn noisy YouTube comment sections into a filtered stream of user feedback
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | dify.ai | feedby.danigleba.com |
| Pricing Model | Freemium | Paid |
| Monthly Visits | 819.69K (819,691) | 0 (0) |
| MoM Traffic Delta |
| -144.26K (-15%) |
| 0 (0%) |
| Primary Market & Share | 🇨🇳 China (46.7%) | 🌐 Global (—) |
|---|
| Direct Visits / mo | 470.6K | 0 |
|---|
| User Rating | 4.8 | 4.1 |
|---|
| 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.

Turn noisy YouTube comment sections into a filtered stream of user feedback
Machine learning sorts every comment into categories so low-signal replies never reach your inbox.
Feature requests, bug reports and questions are collected and delivered as one consolidated stream.
Jokes, spam and emoji-only replies are filtered out, leaving only messages with product value.
You pay per thousand comments analysed, so the bill scales with your upload activity rather than a fixed seat.
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.

Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.

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 AI workspace providing visual workflow builders for designing and governing agent systems.

Free / Open-sourceSummarize and repurpose videos, podcasts, articles and documents with AI
Free / Open-sourceChat with any YouTube video and get instant answers from its content
Free / Open-sourceAI comment moderation for Facebook and Instagram that protects ad conversion
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.
Free / Open-sourceAn open-source automation platform combining visual flows with AI steps, though geared more towards general app integration.
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.
Free / Open-sourceSummarize and repurpose videos, podcasts, articles and documents with AI
Free / Open-sourceChat with any YouTube video and get instant answers from its content
Free / Open-sourceAI comment moderation for Facebook and Instagram that protects ad conversion