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Comparison · ai-assistants
Dify vs Ollama
A side-by-side editorial comparison of Dify and Ollama — release velocity, themes, recent moves, and the top alternatives to consider.
Dify vs Ollama: at a glance
What is Dify?
Dify is rebuilding itself around a sandboxed agent runtime, with the workflow builder as the legacy layer.
Dify still ships as an LLM app platform — visual workflows, a knowledge base with vector retrieval, and self-hosted Docker deployment. But the last two release cycles have moved the center of gravity: a sandboxed Linux agent runtime, a Skill Editor for packaging reusable capabilities, and a Human Input node that lets a workflow pause for review. Between those, the releases are patch work: tenant isolation fixes, self-hosted SECRET_KEY hardening, and workflow-editor ergonomics.
What is Ollama?
Ollama becomes a gateway provider for Claude Desktop — and this feed missed the release that says so.
This feed carries only release-candidate tags, and the last three shipped releases are absent from it: v0.33.0 (21 August), v0.33.1 (26 August) and v0.33.2 (27 August) are all live on GitHub and none was crawled. That matters because v0.33.0 is where the direction is stated — Claude Desktop can be configured to use Ollama as a third-party gateway provider — alongside a substantial prefill-caching correctness pass: cancelled prefills now keep every restore point they crossed, restore points no longer claim coverage they lack, and Claude Code's token-countdown system message was disabled because Ollama moved it to the front of the prompt and broke the KV cache on every request. The rc tags visible here carry only commit subjects, so what is stored is the shape of the work, not its substance.
Dify vs Ollama: editorial side-by-side
Dify
6.3AI-ASSISTANTS
Dify is rebuilding itself around a sandboxed agent runtime, with the workflow builder as the legacy layer.
◆ Current state
Dify still ships as an LLM app platform — visual workflows, a knowledge base with vector retrieval, and self-hosted Docker deployment. But the last two release cycles have moved the center of gravity: a sandboxed Linux agent runtime, a Skill Editor for packaging reusable capabilities, and a Human Input node that lets a workflow pause for review. Between those, the releases are patch work: tenant isolation fixes, self-hosted SECRET_KEY hardening, and workflow-editor ergonomics.
◆ Where it's heading
The arc from 1.13 to 1.16 is a conversion from graph-first to agent-first. HITL came first, making the workflow engine tolerant of pauses and external decisions; then the agent runtime arrived to fill those graphs with something that plans rather than follows edges. Dify Agent shipping as an explicit experiment — with a warning to expose it only to trusted users — signals the sandbox isolation is not yet production-grade, which is why the surrounding releases spend so much effort on tenant scoping and credential permissions.
◆ Prediction
Expect Dify Agent to leave experimental status in a 1.17 or 1.18 release once the sandbox and credential-scoping work lands, with Skills becoming a shareable artifact alongside the existing app DSL export.
Ollama
5.0AI-ASSISTANTS
Ollama becomes a gateway provider for Claude Desktop — and this feed missed the release that says so.
◆ Current state
This feed carries only release-candidate tags, and the last three shipped releases are absent from it: v0.33.0 (21 August), v0.33.1 (26 August) and v0.33.2 (27 August) are all live on GitHub and none was crawled. That matters because v0.33.0 is where the direction is stated — Claude Desktop can be configured to use Ollama as a third-party gateway provider — alongside a substantial prefill-caching correctness pass: cancelled prefills now keep every restore point they crossed, restore points no longer claim coverage they lack, and Claude Code's token-countdown system message was disabled because Ollama moved it to the front of the prompt and broke the KV cache on every request. The rc tags visible here carry only commit subjects, so what is stored is the shape of the work, not its substance.
◆ Where it's heading
Ollama has moved from a runtime you call to the place a user's local and cloud models are organised for other clients to consume, and the gateway-provider framing in v0.33.0 is the clearest statement of it so far. The caching work points the same way: the bugs being fixed are the ones that only appear when a long-running agent client sits on top, cancelling and retrying prefills. Underneath, the MLX backend keeps gaining models and structured output support. Treat any read of this product from the feed alone as partial until the release entries are crawled.
◆ Prediction
The three missing GA releases are the immediate gap, and until the crawler picks up the releases rather than the rc tags this feed will keep describing 0.33 as unreleased. On the product itself, the gateway work suggests further client configurations rather than depth on Claude Desktop alone.
Alternatives to Dify 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 Dify or Ollama.
Qodo
Qodo is arguing that AI code review needs governance, not better instruction files
D-ID
D-ID's feed is a content-marketing engine, not a changelog
Pictory
Pictory publishes daily search content, not a changelog.
GitHub Copilot
The Agents window now opens without a GitHub sign-in, if you bring an Anthropic key.
Dosu
The OSS terms change takes effect today, under a steady drumbeat of agent-memory explainers.
Recent activity from Dify and Ollama
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 6d agoOllamaApp lists cloud account models for Claude
- 6d agoOllamamacOS app handoff synchronization
- 7d agoOllamaLinux llama.cpp Docker build restored
- 7d agoOllamaMLX backend adds Qwen3.8 Flash Next
- 7d agoOllamaProxy preserves string content during image fallback
- 8d agoOllamaClaude Desktop model mappings land in the app
- 1mo agoDifyRelease v1.16.1 - Bug Fixes and Security Enhancements
- 1mo agoDifyDify Agent: a sandboxed shell agent you build from Skills ⚡
- 3mo agoDifyv1.14.2 - Security fixes, agent groundwork, workflow reliability, and deployment updates
- 3mo agoDifyv1.14.1 - Security hardening, workflow stability, and cleaner self-hosted deployments
- 6mo agoDifySandboxed agent runtime and a Skill Editor arrive in 1.14.0-rc1 ⚡
- 6mo agoDify1.13.0 - Human-in-the-Loop and Workflow Execution Upgrades ⚡
Frequently asked questions
What is the difference between Dify and Ollama?
They serve adjacent needs but don't currently overlap on shipped themes. Dify is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 Ollama?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dify is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 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.