Skipper
Skipper adds RFC 9421 HTTP Message Signatures and delivers 21% RouteGroup load time improvement
A side-by-side editorial comparison of Inspektor Gadget and ToolJet — release velocity, themes, recent moves, and the top alternatives to consider.
Inspektor Gadget v0.56 adds Kubernetes multi-tenancy and GPU telemetry groundwork
Inspektor Gadget is expanding from a cluster-admin debugging tool toward a multi-tenant eBPF observability platform. v0.56 ships Kubernetes multi-tenancy (experimental), authenticating gadget requests via TokenReview and scoping them to namespaces authorized by RBAC — the first time the tool can be deployed safely in shared clusters without granting cluster-wide access. v0.55 laid GPU observability groundwork with a userspace daemon publishing telemetry through pinned BPF maps, and expanded eBPF program type support (SockOps, SkSKB, SkMsg).
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.
Inspektor Gadget is expanding from a cluster-admin debugging tool toward a multi-tenant eBPF observability platform. v0.56 ships Kubernetes multi-tenancy (experimental), authenticating gadget requests via TokenReview and scoping them to namespaces authorized by RBAC — the first time the tool can be deployed safely in shared clusters without granting cluster-wide access. v0.55 laid GPU observability groundwork with a userspace daemon publishing telemetry through pinned BPF maps, and expanded eBPF program type support (SockOps, SkSKB, SkMsg).
Inspektor Gadget is building toward production-grade eBPF observability that can operate safely in multi-tenant Kubernetes environments without requiring cluster-admin. The RBAC-scoped multi-tenancy in v0.56, combined with rootless image commands and stripped Go binary uprobes (which now work on production kubelets), shows a team deliberately removing the prerequisites that blocked enterprise adoption. GPU telemetry is early-stage but positions the tool for AI workload observability before competitors have native eBPF coverage there.
The Kubernetes multi-tenancy mode will graduate from experimental to stable in the next 1-2 releases as the SubjectAccessReview enforcement path gets broader testing. GPU telemetry will gain actual gadget consumers once the bridge daemon interface stabilizes.
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 Inspektor Gadget or ToolJet.
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See all Inspektor Gadget 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 6.3), with 1 editorial sparks in the last 30 days against 1. 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 6.3), with 1 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
Top Inspektor Gadget alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Inspektor Gadget alternatives" section above for the current picks, or visit /alternatives/inspektor-gadget 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.