Agentic Research
中文
Agent OrchestrationIntermediate

Dify

LangGeniusWeb · Self-hosted (Docker)

Open-source LLMOps platform for visually orchestrating RAG and agent workflows

Go to official siteCompare with Coze（扣子）

Good for

  • Building maintainable RAG / agents without writing code
  • Enterprises needing private deployment
  • Centrally managing models, knowledge bases, and tools

Not for

  • One-off scripts (plain code is faster)
  • Highly complex multi-agent coordination (use a dedicated framework)

We deliberately put “not for” on the same screen — a review that only lists strengths carries no information.

Pricing

Open sourceFree tier

Community edition is open source and self-hostable (free); cloud subscription and enterprise editions also exist. See the official page for current numbers.

Amounts not yet manually verified. The above is a qualitative description of the billing model — defer to the official site for numbers.
Official pricing page

Junze editorial rating

Capability
44/5
Ease of use
44/5
Cost value
55/5
Privacy control
55/5

Editorial opinion, not an aggregated user rating. Data last verified: 2026-09-29.

What you can finish with Dify

Each scenario is a full recipe: pain point → tool stack → steps → outcome.

Our articles about Dify

Tools it is often compared with

Alternatives

Coze（扣子）

ByteDance

3.5/5

Build bots with no code and publish to multiple chat platforms in one click

Agent OrchestrationBeginner
FreemiumFree tierSee official pricing

Free quota plus paid plans; the China edition (扣子) and the global edition (Coze) differ in features and billing. See the official page for current numbers.

Good for
  • Building a first bot with zero programming background
  • Support bots published to messaging platforms
  • Fast pilots and idea validation
1 site articles1 scenariosOfficial siteView tool

n8n

n8n GmbH

4.3/5

Workflow automation billed per execution, with nodes that can run your own code

Agent OrchestrationIntermediate
FreemiumFree tierPrice verified 2026-09-29

Community edition is self-hostable (free, fair-code licence); n8n Cloud plans all include unlimited users and workflows, billed by monthly workflow executions. See the official page for current numbers.

Good for
  • Wiring existing SaaS together (hundreds of built-in nodes)
  • Automation needing schedules, retries, and failure alerts
  • Inserting LLM nodes for intelligent decisions mid-flow
5 site articles2 scenariosOfficial siteView tool

OpenClaw

開源社群

4.3/5

Open-source, skills-driven agent framework — extensively benchmarked on this site

Agent OrchestrationAdvancedTested by us
Open sourceFree tierSee official pricing

The framework is open source and free; your real cost is the LLM API you connect.

Good for
  • Codifying repetitive work into triggerable skills
  • Building your own multi-layer agent architecture
  • Full control over prompts and the tool chain
9 site articles1 scenariosOfficial siteView tool

Flowise

開源社群

4.3/5

Open-source drag-and-drop LLM flow builder that you can self-host

Agent OrchestrationIntermediate
Open sourceFree tierSee official pricing

Open source and self-hostable (free); a cloud offering also exists — see the official site.

Good for
  • Assembling RAG and agents visually
  • Needing private deployment
  • Rapid prototyping to validate an idea
Official siteView tool

LangGraph

LangChain

3.8/5

Orchestration library that describes agent flows as state graphs, supporting interrupts and resumption

Agent OrchestrationAdvanced
Open sourceFree tierSee official pricing

The library is open source and free; a hosted platform bills by usage — see the official site.

Good for
  • Controllable, interruptible, resumable agent flows
  • Human-in-the-loop designs
  • Orchestrating complex branching and loops
Official siteView tool

Manus

Manus

3.3/5

General-purpose autonomous agent product: give it a task and it plans and performs multi-step work

Agent OrchestrationBeginner
FreemiumFree tierSee official pricing

Credit-based billing with a free allowance; see the official site.

Good for
  • Handing over a complete task as one package
  • Not wanting to assemble tools and flows yourself
  • Research tasks requiring cross-site operation
Official siteView tool

Learning tracks that include this tool

This page is an editorial summary, not an official page. Trademarks and product names belong to their respective owners. If anything here is wrong or out of date, tell us and we will correct it. Last verified: 2026-09-29.