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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 v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.
Ollama keeps a weekly rhythm of model additions plus agent-host plumbing. v0.40.16 adds Ripple Preview, a 65B dense model for agentic coding, cuts Qwen3.8 Flash Next memory use on Apple silicon by about 27 GiB, makes `ollama launch claude` always route Claude Code to the selected model, and stops /v1/responses from silently truncating. A v0.40.17 candidate has started with an MLX version bump.
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 v0.40.16 adds the 65B Ripple Preview coding model and cuts Qwen3.8 Flash memory on Macs.
◆ Current state
Ollama keeps a weekly rhythm of model additions plus agent-host plumbing. v0.40.16 adds Ripple Preview, a 65B dense model for agentic coding, cuts Qwen3.8 Flash Next memory use on Apple silicon by about 27 GiB, makes `ollama launch claude` always route Claude Code to the selected model, and stops /v1/responses from silently truncating. A v0.40.17 candidate has started with an MLX version bump.
◆ Where it's heading
Each release pairs a new open coding model with fixes for how Ollama behaves behind other agents, from Claude Code routing to OpenAI-compatible endpoints. The MLX runner keeps getting attention, which points at Apple silicon as a priority platform.
◆ Prediction
Expect v0.40.17 within a week with another model addition and more MLX runner work.
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.
Lambda Labs
Lambda adds IAM to its GPU cloud and plans a $33 billion Alabama data center.
LobeChat
LobeHub v2.3.3 gives every agent an inbox, an address and its own reply rules.
Snorkel AI
Snorkel AI turns its coding benchmark on Fable 5.2 and finds the terminal failures mostly gone.
vLLM
vLLM opens its 0.34 cycle by moving more models onto the Transformers backend
Recall
Recall becomes an official Claude connector, so your saved library feeds Claude's answers.
See all Flowise alternatives → · See all Ollama alternatives →
Recent activity from Flowise and Ollama
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 3d agoOllamav0.40.17-rc0: MLX version bump
- 4d agoOllamav0.40.16: Ripple Preview model, 27 GiB less memory for Qwen3.8 Flash
- 6d agoOllamav0.40.16-rc0: Ripple Preview support in MLX runner
- 8d agoOllamav0.40.15: MiMo V2.6, AutoTrust models, Kimi Code CLI launch
- 8d agoOllamav0.40.15-rc2: Kimi Code CLI support in launch
- 9d agoOllamav0.40.15-rc1: llama.cpp: version bump b12111 (#19530)
- 3mo agoFlowise3.1.4 tightens tenant isolation and gates MCP stdio commands
- 4mo agoFlowise3.1.3 turns any chatflow into an MCP server ⚡
- 7mo agoFlowise3.1.2 fixes credential leak, CORS wildcard and cross-workspace disclosure
- 7mo agoFlowiseflowise-ui tagged 3.1.2 alongside the main release
- 7mo agoFlowiseflowise-components tagged 3.1.2 alongside the main release
- 7mo 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.