Visible agent runtime
Dify carries the agent surface, workflow packaging, app templates, and operator-facing experience.
The fastest path to serious Dify adoption is not another generic chatbot. It is a visible Dify app with scoped MCP tools, repo-owned manifests, eval gates, and an approval layer the operator can inspect.
Dify carries the agent surface, workflow packaging, app templates, and operator-facing experience.
MCP server cards define what the agent can see, call, and describe without burying access in prompt text.
Policy OS decides what can run automatically, what needs approval, and what stops with a reason.
A Dify app becomes production-worthy when the workflow, tool boundary, approval behavior, and evidence model are explicit enough for another operator to review.
Use Dify to package the agent and MCP to expose the narrow tools needed for one useful workflow.
Use Policy OS to make approval states, blocked states, runbooks, and evidence visible before scale.
Turn repeatable workflows into Dify templates or plugin candidates after sanitizing setup and proof.
Bring the workflow, systems, and approval owner. The first output is the Dify surface, MCP scope, eval gate, and policy state map.