Jackett
Jackett ships daily tracker maintenance with no architectural changes in sight.
A side-by-side editorial comparison of ToolJet and Volatility — release velocity, themes, recent moves, and the top alternatives to consider.
ToolJet bundles MCP into its EE image and adds PAT auth, making the AI builder addressable by external agents
ToolJet is shipping two tracks simultaneously: an LTS track (v3.20.x) that incrementally extends PAT-based API access to workflows, group management, and plugin specs, and a beta track (v3.21.x) moving faster with multi-LLM support, PAT authentication for MCP, 2FA, and CSV import. The most directional release is v3.20.227-lts, which bundled tooljet-mcp into the EE production image — making ToolJet's AI builder directly addressable by external MCP clients without requiring separate server setup.
Volatility 3 caught up with Volatility 2, then started reorganising itself.
The 2.26.0 release was explicitly aimed at functional parity with the archived Volatility 2, landing around twenty plugins at once across Linux, macOS and Windows. Since then the work has shifted from filling gaps to structuring what exists: malware-specific plugins moved under a malware namespace with the old names deprecated, an arrow/parquet output renderer added, volshell given breakpoints, and per-release additions like sockscan, process_spoofing, pebmasquerade and etwpatch.
ToolJet is shipping two tracks simultaneously: an LTS track (v3.20.x) that incrementally extends PAT-based API access to workflows, group management, and plugin specs, and a beta track (v3.21.x) moving faster with multi-LLM support, PAT authentication for MCP, 2FA, and CSV import. The most directional release is v3.20.227-lts, which bundled tooljet-mcp into the EE production image — making ToolJet's AI builder directly addressable by external MCP clients without requiring separate server setup.
ToolJet is evolving from an app builder with AI features into a programmable internal-tool platform that participates in multi-agent workflows. The PAT expansion across workflows, groups, themes, user management, and now MCP builds a coherent API surface; bundling MCP into the EE image makes that surface reachable from external orchestrators. Multi-LLM switching in the beta track removes single-provider lock-in. The combination points toward ToolJet as a callable, model-agnostic component in agentic stacks.
With PAT+MCP shipped and multi-LLM in beta, the next move is likely PAT usage limits and LLM cost attribution at the workspace level, giving enterprise IT the control plane they need before broad rollout.
The 2.26.0 release was explicitly aimed at functional parity with the archived Volatility 2, landing around twenty plugins at once across Linux, macOS and Windows. Since then the work has shifted from filling gaps to structuring what exists: malware-specific plugins moved under a malware namespace with the old names deprecated, an arrow/parquet output renderer added, volshell given breakpoints, and per-release additions like sockscan, process_spoofing, pebmasquerade and etwpatch.
Two things are happening at once. The plugin catalogue keeps growing on the Linux side in particular — tracing, kallsyms, ftrace, VMA scanning, smearing protection — reflecting where memory forensics currently has the least coverage. And the framework is being made into something other tools consume: structured output formats, a shipped Windows executable, a namespaced plugin taxonomy with a year-long deprecation window. The project is treating plugin names as an interface it owes users stability on.
Expect the malware namespace migration to complete as the deprecated names age out, and the Linux plugin surface to keep taking the bulk of new additions, with output-format work continuing to open the framework to automated pipelines.
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 ToolJet or Volatility.
Jackett ships daily tracker maintenance with no architectural changes in sight.
Skipper adds native RFC 9421 HTTP Message Signatures while shipping multiple patch releases per day
Copilot doubles down on agentic workflows as GitHub phases out older AI models
Infisical launches Agent Vault: credential-free secret injection for AI agents.
Railway GA's Sandboxes, ships one-click Postgres major upgrades, and lets anyone deploy without an account — a PaaS going full agent-native.
Ably ships LiveObjects as production-ready and expands its AI Transport SDK to cover Temporal durable workflows.
See all ToolJet alternatives → · See all Volatility 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 8.8 vs 0.0), 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. ToolJet is currently shipping more aggressively (velocity 8.8 vs 0.0), with 2 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 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.
Top Volatility alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Volatility alternatives" section above for the current picks, or visit /alternatives/volatility for the full list with editorial commentary on each.