opencode
opencode retires its separate beta repo as V2 becomes the main line.
Comparison · ai-assistants
Flowise vs LobeChat
A side-by-side editorial comparison of Flowise and LobeChat — release velocity, themes, recent moves, and the top alternatives to consider.
Flowise vs LobeChat: at a glance
What is Flowise?
Flowise spent 2026 paying down the security debt of a multi-tenant agent builder
Flowise ships from GitHub on a roughly monthly minor cadence, and since 3.1.0 in March the release notes read less like a feature log than a hardening program. 3.1.2 and 3.1.4 are dominated by cross-workspace authorization fixes, tenant validation, credential-leak repairs and sanitization work, much of it filed by Workday-affiliated contributors. The one clear capability move in the window is 3.1.3 turning a chatflow into an MCP server.
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.
Flowise vs LobeChat: editorial side-by-side
Flowise
2.5AI-ASSISTANTS
Flowise spent 2026 paying down the security debt of a multi-tenant agent builder
◆ Current state
Flowise ships from GitHub on a roughly monthly minor cadence, and since 3.1.0 in March the release notes read less like a feature log than a hardening program. 3.1.2 and 3.1.4 are dominated by cross-workspace authorization fixes, tenant validation, credential-leak repairs and sanitization work, much of it filed by Workday-affiliated contributors. The one clear capability move in the window is 3.1.3 turning a chatflow into an MCP server.
◆ Where it's heading
The project is converting from a self-hosted hobby flow builder into something a large organization can run with multiple tenants on one instance. 3.1.0 made that explicit by enabling HTTP security checks and an internal-address deny list by default — a breaking change accepted in exchange for SSRF protection. Feature work continues on AgentFlow (rich-text content editing, form input filtering, canvas actions), but it is now secondary to isolation guarantees.
◆ Prediction
The concentration of workspace-boundary fixes suggests the next releases keep auditing the same seam — expect more tenant-scoped endpoint checks and MCP configuration controls rather than a new authoring surface.
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 Flowise 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 Flowise 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 Flowise alternatives → · See all LobeChat alternatives →
Recent activity from Flowise and LobeChat
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 21h 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
- 2mo agoFlowise3.1.4 tightens tenant isolation and gates MCP stdio commands
- 3mo agoFlowise3.1.3 turns any chatflow into an MCP server ⚡
- 6mo agoFlowise3.1.2 fixes credential leak, CORS wildcard and cross-workspace disclosure
- 6mo agoFlowiseflowise-ui tagged 3.1.2 alongside the main release
- 6mo agoFlowiseflowise-components tagged 3.1.2 alongside the main release
- 6mo agoFlowise3.1.1 adds an AgentFlow rich text editor and Weaviate v3 client
Frequently asked questions
What is the difference between Flowise 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 Flowise 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 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.
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.