Skipper
Skipper adds RFC 9421 HTTP Message Signatures and delivers 21% RouteGroup load time improvement
A side-by-side editorial comparison of Snort 3 and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
Snort 3's release train is almost entirely appid: identifying traffic it can no longer read.
Every release in this window is dominated by two threads. The first is appid, the application identification engine, which keeps gaining ways to classify traffic that encryption has closed off: a QUIC extractor, preferring QUIC appid over SSL, midstream service discovery, SSL detection during midstream, and a fix for detection when the SNI is spoofed. The second is a sustained memory-safety campaign across dce_rpc, dce_smb, and appid, with use-after-frees, leaks, underflows, and out-of-bounds reads closed release after release.
ToolJet bundles MCP, multi-LLM switching, and PATs in a single beta — shifting from app builder to AI development platform
ToolJet v3.21.71-beta landed the platform's most consequential feature batch in recent memory: Personal Access Tokens, two-factor authentication, LLM provider switching with AI query transformation, MCP authentication via PATs, OneNote integration, CSV import into ToolJet DB, multi-model build support with a redesigned model picker, OTel observability on semantic conventions, and an AI-powered content generation option. The LTS branch ships more conservatively, receiving MCP bundling in the EE image and AI build cancellation support.
Every release in this window is dominated by two threads. The first is appid, the application identification engine, which keeps gaining ways to classify traffic that encryption has closed off: a QUIC extractor, preferring QUIC appid over SSL, midstream service discovery, SSL detection during midstream, and a fix for detection when the SNI is spoofed. The second is a sustained memory-safety campaign across dce_rpc, dce_smb, and appid, with use-after-frees, leaks, underflows, and out-of-bounds reads closed release after release.
Snort is adapting an inspection engine built for readable traffic to a network where most of it is not. The investment is in inferring application identity from what remains visible, and in doing so on flows the sensor joined late. Alongside that, output is becoming more machine-consumable, with appid in alert_json, binary flow state dumps, and new DNS counters. The C codebase is being hardened continuously, which suggests fuzzing and sanitizer work running behind the feature stream.
QUIC handling has moved from an extractor to an appid preference in consecutive releases while midstream detection keeps widening; extending the same treatment to more encrypted protocols is the clearest continuation these entries support.
ToolJet v3.21.71-beta landed the platform's most consequential feature batch in recent memory: Personal Access Tokens, two-factor authentication, LLM provider switching with AI query transformation, MCP authentication via PATs, OneNote integration, CSV import into ToolJet DB, multi-model build support with a redesigned model picker, OTel observability on semantic conventions, and an AI-powered content generation option. The LTS branch ships more conservatively, receiving MCP bundling in the EE image and AI build cancellation support.
ToolJet is repositioning from a low-code internal tool builder to an AI-native development platform. The MCP integration and multi-LLM provider switching indicate they're building for a world where AI agents are first-class citizens in app logic. The PAT + MCP combination creates a developer-facing API surface that third-party tools can call against ToolJet-managed apps, which is a meaningfully different product direction.
The beta's LLM-switching and MCP foundation will likely surface as a differentiated 'AI workflows' tier in a future pricing change, separating standard app-building from agentic AI features that consume LLM credits.
Other Infra & APIs 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 Snort 3 or ToolJet.
Skipper adds RFC 9421 HTTP Message Signatures and delivers 21% RouteGroup load time improvement
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See all Snort 3 alternatives → · See all ToolJet alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. ToolJet is currently shipping more aggressively (velocity 7.5 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ToolJet is currently shipping more aggressively (velocity 7.5 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 Infra & APIs products to evaluate alongside.
Top Snort 3 alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Snort 3 alternatives" section above for the current picks, or visit /alternatives/snort for the full list with editorial commentary on each.
Top ToolJet alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ToolJet alternatives" section above for the current picks, or visit /alternatives/tooljet for the full list with editorial commentary on each.