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Comparison · Collab

Kagi Search vs Document360

A side-by-side editorial comparison of Kagi Search and Document360 — release velocity, themes, recent moves, and the top alternatives to consider.

Kagi Search vs Document360: at a glance

FeatureKagi SearchDocument360
SectorCollabCollab
Velocity score0.06.3
Sparks · 30d01
Top themesprivacy-search, ai-assistant, translation, small-webknowledge base, mcp, eddy-ai, documentation
Last editorial update1mo ago11d ago
Website

What is Kagi Search?

Expanding from a paid search engine into a privacy-first product family — Translate apps, Small Web platform, Maps.

Kagi is running a wide product surface in lockstep: Search continues weekly bug-fix and lens refinements (academic lens, slop reporting, location settings), Assistant has consolidated into Quick and Research modes with continuous model rotation, Translate has graduated to standalone iOS and Android apps with 248-language support and viral marketing moments (LinkedIn Speak), Small Web has reached 30,000 feeds with browser extensions and mobile apps, and Maps gained a Popular Areas data layer. The first Kagi Hub physical space opened in Belgrade.

Read the full Kagi Search trajectory →

What is Document360?

Document360 is betting its docs platform on Eddy AI and an increasingly agentic MCP server.

Document360 ships monthly, and the throughline is AI: the Eddy AI assistant and an MCP server that keeps gaining reach. The latest release lets the MCP server publish, unpublish, and manage workflows, so a connected assistant can run the full content lifecycle. Around that, releases stack governance, multilingual, security (JWT, CSP, SCIM), and analytics improvements.

Read the full Document360 trajectory →

Kagi Search vs Document360: editorial side-by-side

K0.0

Expanding from a paid search engine into a privacy-first product family — Translate apps, Small Web platform, Maps.

◆ Current state

Kagi is running a wide product surface in lockstep: Search continues weekly bug-fix and lens refinements (academic lens, slop reporting, location settings), Assistant has consolidated into Quick and Research modes with continuous model rotation, Translate has graduated to standalone iOS and Android apps with 248-language support and viral marketing moments (LinkedIn Speak), Small Web has reached 30,000 feeds with browser extensions and mobile apps, and Maps gained a Popular Areas data layer. The first Kagi Hub physical space opened in Belgrade.

◆ Where it's heading

Kagi is intentionally turning into a portfolio company — Search alone is no longer the product. Translate's mobile launch and viral moment, Small Web's app and extension push, the Hub physical space, and aggressive Specials partnerships (Windscribe, Addy.io, Notesnook, Ente, EasyOptOuts) suggest a deliberate strategy to be the brand for paying privacy-first internet users across categories. The cadence of bi-weekly changelogs surfacing dozens of community-reported issues suggests a healthy community-driven QA loop that few subscription competitors match.

◆ Prediction

Expect more standalone apps spun out of Kagi's product surface (Maps and News mobile likely next polish targets), additional Hub locations in 2026 to make the physical space a real channel, and continued partnership-stack growth via Specials. Watch for Small Web monetization or creator economics — the platform is large enough now to need a sustainability story.

D6.3

Document360 is betting its docs platform on Eddy AI and an increasingly agentic MCP server.

◆ Current state

Document360 ships monthly, and the throughline is AI: the Eddy AI assistant and an MCP server that keeps gaining reach. The latest release lets the MCP server publish, unpublish, and manage workflows, so a connected assistant can run the full content lifecycle. Around that, releases stack governance, multilingual, security (JWT, CSP, SCIM), and analytics improvements.

◆ Where it's heading

Two reinforcing threads: Eddy AI across authoring, search, and analytics, and an MCP server that has gone from introduction in March to full publication control in June. The supporting cadence is enterprise hardening — SSO/SCIM, JWT configs, CSP, permission inheritance, multilingual workflows. Document360 is positioning a knowledge base that AI both writes into and operates, aimed at larger, governed documentation teams.

◆ Prediction

Expect the MCP surface to keep widening toward fuller authoring and analytics actions, with Eddy AI features and enterprise governance continuing as the steady backdrop.

Alternatives to Kagi Search and Document360

Other Collab 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 Kagi Search or Document360.

See all Kagi Search alternatives → · See all Document360 alternatives →

Recent activity from Kagi Search and Document360

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 12d agoDocument360MCP server gains publish, unpublish, and workflow controls
  2. 28d agoDocument360Multiple JWT configs and an MCP analytics dashboard
  3. 2mo agoDocument360Multilingual guides, CSP controls, cross-workspace widgets
  4. 2mo agoKagi Search- Tuning the Orchestra #
  5. 3mo agoDocument360SCIM provisioning and the first MCP server integration
  6. 3mo agoKagi Search- Small Web Expansion and Translate goes viral #
  7. 3mo agoDocument360Stale-state article reviews and governance controls
  8. 3mo agoDocument360Editorial workflow, table editing, and SEO refinements
  9. 4mo agoKagi Search- Smoothing the edges #
  10. 4mo agoKagi Search- Kagi Translate on Android & iOS: translate anything, anywhere #
  11. 5mo agoKagi Search- Assistant reliability upgrades and Search refinements #
  12. 5mo agoKagi Search- New Year tune-up: smoother everything! #

Frequently asked questions

What is the difference between Kagi Search and Document360?

They serve adjacent needs but don't currently overlap on shipped themes. Document360 is currently shipping more aggressively (velocity 6.3 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 Kagi Search better than Document360?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Document360 is currently shipping more aggressively (velocity 6.3 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 Collab products to evaluate alongside.

What are the best alternatives to Kagi Search?

Top Kagi Search alternatives in Collab are ranked by recent ship velocity. Browse the "Kagi Search alternatives" section above for the current picks, or visit /alternatives/kagi for the full list with editorial commentary on each.

What are the best alternatives to Document360?

Top Document360 alternatives in Collab are ranked by recent ship velocity. Browse the "Document360 alternatives" section above for the current picks, or visit /alternatives/document360 for the full list with editorial commentary on each.