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Comparison · ai-assistants
Dify vs Flowise
A side-by-side editorial comparison of Dify and Flowise — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:security-hardening
Dify vs Flowise: at a glance
What is Dify?
Pivoting from RAG app-builder to an agent platform, now stabilizing the surface
Dify has spent the last two quarters expanding its capability surface from a workflow/RAG app builder into agent territory: a Human-in-the-Loop node, then a sandboxed Agent runtime with a Skill Editor and collaboration beta. The two most recent releases (1.14.1, 1.14.2) shift register entirely to security hardening, workflow reliability, and self-hosted deployment cleanup, suggesting the new surface is being consolidated rather than extended.
What is Flowise?
AgentFlow SDK and a LangChain v1 migration, under a sustained wave of security hardening
Flowise is mid-transition on two fronts. v3.1.0 migrated the core to LangChain v1, added reasoning support, and shipped the first @flowiseai/agentflow SDK while flipping HTTP/SSRF security checks on by default as a breaking change. Since then, releases have been dominated by security fixes — CORS, mass-assignment, IDOR, and credential-leak patches, many from Workday-affiliated contributors — interleaved with AgentFlow editor work and new MCP integrations (Pipedream, Browserless).
Dify vs Flowise: editorial side-by-side
Dify
1.1AI-ASSISTANTS
Pivoting from RAG app-builder to an agent platform, now stabilizing the surface
◆ Current state
Dify has spent the last two quarters expanding its capability surface from a workflow/RAG app builder into agent territory: a Human-in-the-Loop node, then a sandboxed Agent runtime with a Skill Editor and collaboration beta. The two most recent releases (1.14.1, 1.14.2) shift register entirely to security hardening, workflow reliability, and self-hosted deployment cleanup, suggesting the new surface is being consolidated rather than extended.
◆ Where it's heading
The arc is clear: native human oversight (1.13.0) and agentic execution (1.14.0-rc1) were the directional bets, and the patch releases since are paying down the operational and security debt those features created — tenant isolation fixes, CVE upgrades, Celery/PubSub deployment guidance, and a continued migration to the @langgenius/dify-ui design system. An 'init agent server' commit in 1.14.2 signals the agent runtime is still being built out under the hood.
◆ Prediction
Expect a stable 1.14.0 GA that promotes the Agent + Skills experience out of preview, followed by continued agent-server buildout. Near-term patch releases will keep emphasizing security and self-hosted deployment ergonomics.
Flowise
0.0AI-ASSISTANTS
AgentFlow SDK and a LangChain v1 migration, under a sustained wave of security hardening
◆ Current state
Flowise is mid-transition on two fronts. v3.1.0 migrated the core to LangChain v1, added reasoning support, and shipped the first @flowiseai/agentflow SDK while flipping HTTP/SSRF security checks on by default as a breaking change. Since then, releases have been dominated by security fixes — CORS, mass-assignment, IDOR, and credential-leak patches, many from Workday-affiliated contributors — interleaved with AgentFlow editor work and new MCP integrations (Pipedream, Browserless).
◆ Where it's heading
The center of gravity is the new AgentFlow SDK, which is steadily gaining inputs, variable/state handling, and editor parity with the legacy UI across the 3.1.x line. In parallel, a concentrated security-hardening campaign — most patches authored by @*-workday accounts — is draining a large backlog of access-control and injection issues, consistent with an enterprise-grade audit in progress.
◆ Prediction
Expect AgentFlow to keep approaching feature parity and eventually become the default authoring canvas, with the security backlog continuing to drain across 3.1.x patch releases. New MCP and provider integrations will keep landing opportunistically.
Alternatives to Dify and Flowise
Other ai-assistants products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Dify or Flowise.
OpenHands
OpenHands swaps its default model to MiniMax-M2.7 amid rapid cloud iteration.
LangGraph
LangGraph rebuilds its streaming stack while hardening durable execution under the hood.
Airparser
Airparser is publishing a use-case library to own document-extraction search intent.
NeuronWriter
NeuronWriter's content all points to optimizing for AI search over classic keyword SEO
Jan
Tuning llama.cpp defaults: fixed 8192 context, auto-fit off
See all Dify alternatives → · See all Flowise alternatives →
Recent activity from Dify and Flowise
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9d agoDifyv1.14.2 - Security fixes, agent groundwork, workflow reliability, and deployment updates
- 16d agoDifyv1.14.1 - Security hardening, workflow stability, and cleaner self-hosted deployments
- 1mo agoFlowisev3.1.2: security fixes, AgentFlow variables, MCP integrations
- 1mo agoFlowiseflowise-ui 3.1.2 package release
- 1mo agoFlowiseflowise-components 3.1.2 package release
- 2mo agoFlowisev3.1.1: AgentFlow editor and model updates
- 2mo agoFlowisev3.1.0: LangChain v1, AgentFlow SDK, SSRF defaults on ⚡
- 2mo agoFlowiseflowise-ui 3.1.0 minor cleanup
- 3mo agoDify1.14.0-rc1: New Agent x Skills for Production Workflows ⚡
- 3mo agoDify1.13.0 - Human-in-the-Loop and Workflow Execution Upgrades ⚡
- 3mo agoDifyv1.12.0 - Introducing Summary Index: Smarter Retrieval with AI Summarization
- 3mo agoDifyv1.12.1 - Fix base URL in client and other bugs
Frequently asked questions
What is the difference between Dify and Flowise?
Both compete on the same themes — security-hardening — within ai-assistants. Dify is currently shipping more aggressively (velocity 1.1 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Dify better than Flowise?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dify is currently shipping more aggressively (velocity 1.1 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other ai-assistants products to evaluate alongside.
What are the best alternatives to Dify?
Top Dify alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Dify alternatives" section above for the current picks, or visit /alternatives/dify for the full list with editorial commentary on each.
What are the best alternatives to Flowise?
Top Flowise alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Flowise alternatives" section above for the current picks, or visit /alternatives/flowise for the full list with editorial commentary on each.