Mattermost
Mattermost v11.11 adds data spillage exposure tracking as v12.0 breaking changes loom
A side-by-side editorial comparison of Circle and Softr — release velocity, themes, recent moves, and the top alternatives to consider.
Circle rebuilt itself around an AI that runs the community, and now builds its landing pages too.
Circle ships a dated monthly release covering web, iOS, Android and its branded-app product, and the last six months have all pointed one direction. Circle Eclipse, announced in June and opened to every customer in late July, re-skinned both member and admin surfaces and brought an AI layer with memory, roughly fifty domain-specific skills and project workspaces. August extends that AI outward: it now builds complete pages from a prompt or an existing URL — homepages, sales pages, event pages in the operator's brand — generating copy and images and running SEO audits inside the builder. The rest of the release is retention plumbing: a Get Started onboarding checklist on web and mobile, live emoji reactions in chats and rooms, customizable member directory filters, and native mobile video recording.
Softr ships MCP and embedded agents, making no-code apps AI-orchestratable
Softr has added two substantial capability layers in rapid succession: autonomous agents embedded directly into user apps (August 26), and full MCP integration that makes every platform surface controllable via Claude, ChatGPT, or any MCP-compatible client (September 6–8). Both ship on all plans with no additional AI credits required. The platform still centers on visual no-code building, but these moves position it as infrastructure for AI-driven workflows rather than a pure visual builder.
Circle ships a dated monthly release covering web, iOS, Android and its branded-app product, and the last six months have all pointed one direction. Circle Eclipse, announced in June and opened to every customer in late July, re-skinned both member and admin surfaces and brought an AI layer with memory, roughly fifty domain-specific skills and project workspaces. August extends that AI outward: it now builds complete pages from a prompt or an existing URL — homepages, sales pages, event pages in the operator's brand — generating copy and images and running SEO audits inside the builder. The rest of the release is retention plumbing: a Get Started onboarding checklist on web and mobile, live emoji reactions in chats and rooms, customizable member directory filters, and native mobile video recording.
The community platform keeps being reframed as a business-operations platform: Discover 2.0 supplies member demand, Circle AI does the structuring work, Circle Studios sells the operating labor outright. The page builder fills the one gap in that loop — the acquisition surface an operator previously built somewhere else — and shipping SEO audits with it says Circle intends to own how communities get found, not just how they run. Circle MCP in April remains the tell that the operator was always expected to be an agent. Underneath, the retention items this month are the unglamorous half of the same funnel argument.
The fifty Circle AI skills are the surface most likely to open next, either to operator-authored skills or to skills invoked through Circle MCP rather than only in the Circle UI. Expect page building and Discover to connect, so a generated sales page feeds the marketplace listing directly.
Softr has added two substantial capability layers in rapid succession: autonomous agents embedded directly into user apps (August 26), and full MCP integration that makes every platform surface controllable via Claude, ChatGPT, or any MCP-compatible client (September 6–8). Both ship on all plans with no additional AI credits required. The platform still centers on visual no-code building, but these moves position it as infrastructure for AI-driven workflows rather than a pure visual builder.
Softr is converging on a model where apps built on its platform are simultaneously human-navigable and machine-orchestratable. The MCP rollout — announced as a multi-day series of drops — indicates they are treating AI interoperability as a primary product surface, not a feature add-on. The logical extension is multi-step agentic chains that span data sources and scheduled workflows, which their August agent launch already scaffolds.
Softr will likely expand scheduled agents into more complex multi-step automation chains, and extend MCP coverage to user-management and permission APIs. The remaining MCP drops telegraphed for the week of September 6 will reveal how far they are willing to expose internal platform primitives to external AI orchestration.
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 Circle or Softr.
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See all Circle alternatives → · See all Softr alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
Both compete on the same themes — ai-agents, mcp — within Collab. Softr is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Softr is currently shipping more aggressively (velocity 7.5 vs 6.3), with 2 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.
Top Circle alternatives in Collab are ranked by recent ship velocity. Browse the "Circle alternatives" section above for the current picks, or visit /alternatives/circle for the full list with editorial commentary on each.
Top Softr alternatives in Collab are ranked by recent ship velocity. Browse the "Softr alternatives" section above for the current picks, or visit /alternatives/softr for the full list with editorial commentary on each.