Dify

Leading#2 in Open sourcehigh confidence
The most-starred open-source LLM-app platform (150k★) — build a support bot with RAG and agents grounded in your own product docs. Highest adoption in this list, though general-purpose.
Our read

Why it ranks #2

At roughly 150.1k GitHub stars and 23.7k forks, Dify has by far the largest OSS adoption signal here and appears in multiple open-source agent roundups, though it is general-purpose rather than a helpdesk.

Here is the catch

not a complete ticketing or omnichannel support desk
self-hosted upgrades and workers add operational complexity
model and vector-service costs remain external

Does this well

very large ecosystem and rapid development
fast route to a document-grounded support bot
flexible deployment across cloud, VPC and self-hosting

Pricing

Checked by hand on 2026-07-23. Prices in this category change often — if this looks wrong, it probably is.

Key features

visual LLM workflows and agentsRAG knowledge basesmulti-model and tool integrationsAPI and web-app deployment
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