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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 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 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.
Dify vs Ollama: 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.
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 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.
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
Recent activity from Dify and Ollama
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 23h 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)
- 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 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 Dify 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 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.