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Comparison · ai-assistants
Khoj vs Ollama
A side-by-side editorial comparison of Khoj and Ollama — release velocity, themes, recent moves, and the top alternatives to consider.
Khoj vs Ollama: at a glance
What is Khoj?
Khoj gave its assistant long-term memory, then started winding down its own cloud.
The 2.0 beta line is doing two things at once. In February it gave Khoj long-term memories, moving the assistant from per-conversation context to knowledge that persists across sessions. Six weeks later it began deprecating Khoj cloud — a banner warning hosted users, and the subscribe option removed from the web app's settings page. The same release upgraded the web app to Next.js 15 and fixed the research agent stopping earlier than it should.
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.
Khoj vs Ollama: editorial side-by-side
Khoj
0.0AI-ASSISTANTS
Khoj gave its assistant long-term memory, then started winding down its own cloud.
◆ Current state
The 2.0 beta line is doing two things at once. In February it gave Khoj long-term memories, moving the assistant from per-conversation context to knowledge that persists across sessions. Six weeks later it began deprecating Khoj cloud — a banner warning hosted users, and the subscribe option removed from the web app's settings page. The same release upgraded the web app to Next.js 15 and fixed the research agent stopping earlier than it should.
◆ Where it's heading
Khoj is consolidating around the self-hosted product and the model layer beneath it, and stepping back from running the hosted service. Model support has been broadening steadily — Gemini Pro 3, Minimax M2, Nano Banana image editing, configurable fallback models with admin-set priority — while Stability AI image generation was dropped. The client work follows the same logic: Obsidian batch sync, file query filter autocomplete, reference copying, all aimed at people running their own instance against their own files.
◆ Prediction
With subscriptions already disabled and a deprecation banner live, the next step for the hosted service is a shutdown date. The entries stop in late March 2026, so whether 2.0 has left beta since is not visible here.
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 Khoj 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 Khoj 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.
Recent activity from Khoj 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)
- 7mo agoKhoj2.0.0-beta.28: two small web app fixes
- 7mo agoKhoj2.0.0-beta.27: page templates fixed for Starlette 1.0.0
- 7mo agoKhoj2.0.0-beta.26 starts deprecating Khoj cloud ⚡
- 8mo agoKhoj2.0.0-beta.25 gives Khoj long-term memory ⚡
- 10mo agoKhoj2.0.0-beta.20 adds Nano Banana image editing and model fallbacks
- 10mo agoKhoj2.0.0-beta.21 drops Stability AI image generation
Frequently asked questions
What is the difference between Khoj and Ollama?
They serve adjacent needs but don't currently overlap on shipped themes. Ollama is currently shipping more aggressively (velocity 6.3 vs 0.0), 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 Khoj 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 0.0), 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 Khoj?
Top Khoj alternatives in ai-assistants are ranked by recent ship velocity. Browse the "Khoj alternatives" section above for the current picks, or visit /alternatives/khoj 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.