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Comparison · ai-assistants
Flowise vs Ollama
A side-by-side editorial comparison of Flowise and Ollama — release velocity, themes, recent moves, and the top alternatives to consider.
Flowise vs Ollama: 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 Ollama?
Ollama's v0.40.6 candidates fix proxied registry downloads after Nemotron landed on MLX.
Ollama has moved to v0.40.6 release candidates. rc1 makes model pulls work behind proxies when the registry redirects to a CDN, deferring redirect DNS to the proxy, and fixes a crash in blob downloads; rc0 switches the CLI's --ask mode to stable question identifiers. The v0.40.5 candidates before them added Nemotron 3.5 Super on MLX and broader NVFP4 imports, and v0.40.4 added Kev decision scoring and usage-credit spending from launch.
Flowise vs Ollama: 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.
Ollama
6.3AI-ASSISTANTS
Ollama's v0.40.6 candidates fix proxied registry downloads after Nemotron landed on MLX.
◆ Current state
Ollama has moved to v0.40.6 release candidates. rc1 makes model pulls work behind proxies when the registry redirects to a CDN, deferring redirect DNS to the proxy, and fixes a crash in blob downloads; rc0 switches the CLI's --ask mode to stable question identifiers. The v0.40.5 candidates before them added Nemotron 3.5 Super on MLX and broader NVFP4 imports, and v0.40.4 added Kev decision scoring and usage-credit spending from launch.
◆ Where it's heading
MLX remains where new model families land first, with each point release pairing one model-support addition with maintenance. Download and CLI plumbing is getting attention for corporate networks and scripted use, while the launch command is gradually tied to paid usage credits.
◆ Prediction
Expect stables for v0.40.4 through v0.40.6 to consolidate the Nemotron, Kev and proxy fixes. The entries don't show what the next model addition will be.
Alternatives to Flowise and Ollama
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 Ollama.
opencode
opencode retires its separate beta repo as V2 becomes the main line.
Baseten
Baseten adds Reflection's 1M-context Beam-1.0, its third new model API in eight days.
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 Ollama alternatives →
Recent activity from Flowise and Ollama
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoOllamav0.40.6-rc1 fixes model pulls behind proxies
- 1d agoOllamav0.40.6-rc0 uses stable ids for --ask mode questions
- 2d agoOllamav0.40.5-rc2 bumps llama.cpp
- 2d agoOllamav0.40.5-rc1: Nemotron 3.5 Super on MLX, NVFP4 import fixes
- 4d agoOllamaOllama v0.40.4-rc2 lets launch use usage credits without upgrading
- 4d agoOllamav0.40.4-rc1: Add Kev decision scoring to MLX (#18976)
- 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 Ollama?
They serve adjacent needs but don't currently overlap on shipped themes. Ollama 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 Ollama?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Ollama 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 Ollama?
Top Ollama alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Ollama alternatives" section above for the current picks, or visit /alternatives/ollama for the full list with editorial commentary on each.