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Comparison · ai-assistants
Dify vs LobeChat
A side-by-side editorial comparison of Dify and LobeChat — release velocity, themes, recent moves, and the top alternatives to consider.
Dify vs LobeChat: at a glance
What is Dify?
Dify ships sandboxed Linux agent runtime and scoped knowledge base API keys.
Dify has shifted from a workflow orchestrator into a dual-mode platform: traditional LLM workflow graphs and a sandboxed Linux agent runtime introduced experimentally in v1.16. Knowledge base management has matured with access now granular to individual datasets via scoped API keys. The v1.17 cycle completed the security hardening that followed the agentic surface expansion.
What is LobeChat?
LobeHub canary.7 runs Codex on users' own devices and turns tasks into a kanban board.
LobeChat, now shipping as LobeHub, is an agent workspace built around goals, tasks, devices and projects. canary.7 bundles 75 commits: Codex app-server runs on connected devices behind a Labs flag, a task board with Kanban-column creation, archiving and command-menu search, and sub-agents relayed through the parent's executor. It also migrates the UI to @lobehub/ui 6 and drops antd entirely.
Dify vs LobeChat: editorial side-by-side
Dify
2.5AI-ASSISTANTS
Dify ships sandboxed Linux agent runtime and scoped knowledge base API keys.
◆ Current state
Dify has shifted from a workflow orchestrator into a dual-mode platform: traditional LLM workflow graphs and a sandboxed Linux agent runtime introduced experimentally in v1.16. Knowledge base management has matured with access now granular to individual datasets via scoped API keys. The v1.17 cycle completed the security hardening that followed the agentic surface expansion.
◆ Where it's heading
The agent runtime path (v1.14 Agent x Skills → v1.16 Dify Agent) is Dify's primary bet: shell access, sandboxed execution, and a Skill ecosystem modeled on how shell-based LLM agents operate. Workflow canvas polish (keyboard movement, node locator, block selector) continues as a parallel track for existing users. The agent mode will likely exit experimental and get deeper toolchain integrations next.
◆ Prediction
The next move is stabilizing Dify Agent out of experimental and expanding the plugin marketplace after the creator profile overhaul in v1.17.
LobeChat
6.3AI-ASSISTANTS
LobeHub canary.7 runs Codex on users' own devices and turns tasks into a kanban board.
◆ Current state
LobeChat, now shipping as LobeHub, is an agent workspace built around goals, tasks, devices and projects. canary.7 bundles 75 commits: Codex app-server runs on connected devices behind a Labs flag, a task board with Kanban-column creation, archiving and command-menu search, and sub-agents relayed through the parent's executor. It also migrates the UI to @lobehub/ui 6 and drops antd entirely.
◆ Where it's heading
Each canary moves more execution off the chat window and onto user devices and background runs: Computer Use in canary.4, shared workspace devices in canary.5, the device-model relay in canary.6, and now third-party coding agents like Codex and OpenCode running on those devices. Tasks are becoming the primary unit of work, with a board, priorities and agent assignees. A new linear_connections table suggests external issue trackers are next to plug into that task layer.
◆ Prediction
v2.2.20 stable will likely roll up canaries 4 through 7, much as v2.2.19 did; a Linear integration surfacing in the task board is the most visible next step the commits point to.
Alternatives to Dify and LobeChat
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 LobeChat.
Baseten
Baseten adds Reflection's 1M-context Beam-1.0, its third new model API in eight days.
Ollama
Ollama's v0.40.6 candidates fix proxied registry downloads after Nemotron landed on MLX.
GitHub Copilot
Copilot's agent now fixes code scanning alerts across the codebase, at GA.
InvokeAI
InvokeAI 7 alpha 2 adds MySQL/MariaDB backends and per-project boards to the new workbench.
Claude
Claude completes the 5.5 family in 15 days and starts paying subscribers to build on its API
See all Dify alternatives → · See all LobeChat alternatives →
Recent activity from Dify and LobeChat
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 20h agoLobeChatCanary.7 runs Codex on connected devices and adds a task board
- 2d agoLobeChatDesktop test build for PR #20458
- 2d agoLobeChatDesktop test build for PR #20447
- 2d agoLobeChatDesktop test build for PR #20820
- 2d agoLobeChatDesktop test build for PR #20458
- 2d agoLobeChatDesktop test build for PR #20820
- 1mo agoDifyv1.17.1 - Bug Fixes and Improvements
- 2mo agoDifyRelease v1.16.1 - Bug Fixes and Security Enhancements
- 3mo agoDifyDify Agent: sandboxed Linux runtime ships in experimental ⚡
- 5mo agoDifyv1.14.2 - Security fixes, agent groundwork, workflow reliability, and deployment updates
- 5mo agoDifyv1.14.1 - Security hardening, workflow stability, and cleaner self-hosted deployments
- 8mo agoDify1.14.0-rc1: New Agent x Skills for Production Workflows ⚡
Frequently asked questions
What is the difference between Dify and LobeChat?
They serve adjacent needs but don't currently overlap on shipped themes. LobeChat is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 LobeChat?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. LobeChat is currently shipping more aggressively (velocity 6.3 vs 2.5), 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 LobeChat?
Top LobeChat alternatives in ai-assistants are ranked by recent ship velocity. Browse the "LobeChat alternatives" section above for the current picks, or visit /alternatives/lobe-chat for the full list with editorial commentary on each.