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Comparison · ai-assistants
Dify vs Khoj
A side-by-side editorial comparison of Dify and Khoj — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:self-hosted
Dify vs Khoj: at a glance
What is Dify?
Dify 1.18 lets Agents pick the next workflow branch and adds a CLI for building apps.
Dify 1.18.0 lets an Agent node choose which workflow branch runs next through Output Routes, packages apps with their Agents, Skills and files into one portable .ifpkg file, and lets users drill into nested workflow runs. It also adds an opt-in Agent Knowledge Base beta and a difyctl CLI over a new OpenAPI, with a bundled skill for coding agents that build Dify apps. Upgrades are heavy: Agent components must move together, the run protocol changes, and source installs need Python 3.13.
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.
Dify vs Khoj: editorial side-by-side
Dify
3.8AI-ASSISTANTS
Dify 1.18 lets Agents pick the next workflow branch and adds a CLI for building apps.
◆ Current state
Dify 1.18.0 lets an Agent node choose which workflow branch runs next through Output Routes, packages apps with their Agents, Skills and files into one portable .ifpkg file, and lets users drill into nested workflow runs. It also adds an opt-in Agent Knowledge Base beta and a difyctl CLI over a new OpenAPI, with a bundled skill for coding agents that build Dify apps. Upgrades are heavy: Agent components must move together, the run protocol changes, and source installs need Python 3.13.
◆ Where it's heading
Each major release since 1.13 has moved more control from fixed workflow graphs to agents: human-in-the-loop pauses, a sandboxed agent runtime, and now agents that decide the route. difyctl and the bundled skill also make Dify something other agents can operate, not just a visual builder.
◆ Prediction
Expect Agent Knowledge Base to reach Dify Cloud and leave beta, and follow-up 1.18.x patches to smooth the protocol and sandbox-token upgrade.
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.
Alternatives to Dify and Khoj
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 Khoj.
Ollama
Ollama v0.40.11 adds local speech output on macOS, with an OpenAI-compatible audio endpoint.
Claude
Claude Duet opens a proactive-agent app to Pro and Max, the first move after the 5.5 rollout.
opencode
opencode's feed goes quiet after V2 took over, with only CI and animation tags.
DocsBot AI
DocsBot publishes an e-commerce case study while waiting for its November launch week.
Baseten
Baseten now auto-revokes API keys unused for 30 days, tightening a plan announced at 90.
Recent activity from Dify and Khoj
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 4d agoDifyv1.18.0 — Smarter Agent Routing, Portable Apps, Deeper Workflow Visibility ⚡
- 1mo agoDifyv1.17.1 - Bug Fixes and Improvements
- 3mo 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
- 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 ⚡
- 9mo agoKhoj2.0.0-beta.20 adds Nano Banana image editing and model fallbacks
- 9mo agoKhoj2.0.0-beta.21 drops Stability AI image generation
Frequently asked questions
What is the difference between Dify and Khoj?
Both compete on the same themes — self-hosted — within ai-assistants. Dify is currently shipping more aggressively (velocity 3.8 vs 0.0), with 1 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 Khoj?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Dify is currently shipping more aggressively (velocity 3.8 vs 0.0), with 1 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 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.