Agentic Research

Dify

LangGeniusWeb · Self-hosted (Docker)

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

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

SubscriptionFree tier

Sandbox Free (200 credits/mo); Professional USD 59/mo; Team USD 159/mo; Enterprise custom.

Amounts manually verified on 2026-10-01.

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.

Two ways in

PATH B · SURVEY FIRST, THEN CHOOSE

You are still comparing. See where this tool sits in the landscape before committing an afternoon to it.

Development path

Form factor:agent-platform

No verified timeline events for this tool yet.

First release: not stated. Not derived automatically. The earliest timeline event mentioning this tool may be a version milestone, a different product with the same name, or a passing mention rather than a launch; each needs checking against an official source, so this is left empty.

Our articles about Dify

Tools it is often compared with

Alternatives

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Good for
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  • Support bots published to messaging platforms
  • Fast pilots and idea validation
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n8n

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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
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OpenClaw

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Good for
  • Codifying repetitive work into triggerable skills
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  • Full control over prompts and the tool chain
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Flowise

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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

LangGraph

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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
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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

騰訊雲 ADP

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Tencent Cloud's enterprise agent development platform: knowledge base, workflow, multi-agent, connectors and skills

Agent OrchestrationIntermediateFrom official docs · not tested
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The official blog refers to purchasing designated packages and to "PU" credits, which indicates a package-plus-credit usage model. This site has NOT manually verified amounts or whether a free tier exists, so no figures are listed; check the official pricing page.

Good for
  • Teams delivering agents into real enterprise operations and connecting to existing data and systems
  • Needing connectors, sandboxing, a knowledge base and workflows at the platform layer instead of assembling them from scratch
  • Delivery organisations that need a credential to show clients (the vendor also offers the FDE certification)
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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.