Gumloop enables teams to create, share and manage AI agents with different models, app connectors and centralized access controls.
AT A GLANCE
What should you know about Dify?
Dify connects visual agent workflows, knowledge pipelines, models and tools, offering cloud, enterprise and self-hostable Community variants.
- Free plan
- Not verified
- API
- Not verified
- Self-hosting
- Yes ↗
These facts reflect linked documentation, not a hands-on test. A free plan can have usage limits; an unverified feature is not a confirmed absence. Check pricing and limits · How we review
toolkompass.io VERDICT
Our editorial assessment
4.4 / 5Editorial ratingDocument review
Agent builder · toolkompass.io editorial team · 11/11/2026
Dify suits visual creation of agents and knowledge-based workflows. Several deployment variants and documented cloud limits provide choice. Model usage, knowledge storage and trigger allowances affect planning; Community and Enterprise differ functionally and in their operating model.
Editorial assessment of the documented software offering. No business relationship disclosed. No hands-on product test or assessment of the company's creditworthiness. The assessment covers publicly documented properties. Usability, reliability and result quality have not been tested in practice.
Fit for the use case40 % weighting
4.5 / 5Workflow Studio, knowledge pipelines, models and tools support building knowledge-based agents well. Functional fit is broad; actual answer quality and domain reliability still depend on data and configuration.
Dify - The Platform for Production-Ready Agentic Workflows ↗Workflow & integration25 % weighting
4.5 / 5Visual workflows, a marketplace and plugin, schedule or webhook triggers support end-to-end agent processes. The documentation explains quotas; specific error handling, model choice and integration configuration still need to be defined for each application.
Dify Pricing - There’s Always a Plan for You ↗Costs & limits20 % weighting
4 / 5Plans distinguish model credits, members, apps, documents, knowledge storage and trigger events. Limits and consequences are described; additional personal API keys and the combination of several quotas require a separate usage calculation.
Dify Pricing - There’s Always a Plan for You ↗Control & operation15 % weighting
4.5 / 5Cloud, private enterprise deployment and the self-hostable Community edition provide operating choices. Your own model keys can be used; enterprise controls and Community features must not be assumed equivalent without checking.
Dify - The Platform for Production-Ready Agentic Workflows ↗ · Dify Pricing - There’s Always a Plan for You ↗Fits Dify for your project?
Suitable for
AI workflows · Knowledge-based agents
Less suitable for
Not yet sufficiently reviewed.
The classification is derived from the claims below and is not an independent quality assessment.
Features at a glance
Dify connects visual agent workflows, knowledge pipelines, models and tools, offering cloud, enterprise and self-hostable Community variants.
Provider documentation · no hands-on test · Source ↗ · Review status 11/10/2026
Documented strengths
Our editorial verdict presents strengths, limitations and evidence.
Drawbacks and limitations
Our editorial verdict presents strengths, limitations and evidence.
Pricing & billing model
Check price. No confirmed plan amounts available.
Review status 11/10/2026. No price guarantee. For paid plans, check tax and usage terms in the source.
Integrations
No confirmed information
Self-hosting
Operation on your own infrastructure is documented.
Provider documentation · no hands-on test · Source ↗ · Review status 11/10/2026
Privacy information
No confirmed information
Support
No confirmed information
Sources & review status
We update our lists regularly. Changes are reviewed editorially; the review status of each detail remains visible. We explain the review process in our Methodology.
“Evidenced” refers to the specific claim. It means neither an independent product test nor a security audit.
- Dify - The Platform for Production-Ready Agentic Workflowshttps://dify.ai/ · retrieved on 11/10/2026
- Dify Pricing - There’s Always a Plan for Youhttps://dify.ai/pricing · retrieved on 11/11/2026
Trademark: Original source ↗ · for recognition only; no partnership or endorsement by the trademark owner.
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