Windmill
Windmill let its AI build deployable drafts, then handed two paid runtimes to the free tier.
Comparison · Infra & APIs
NetBox vs Expo
A side-by-side editorial comparison of NetBox and Expo — release velocity, themes, recent moves, and the top alternatives to consider.
NetBox vs Expo: at a glance
| Feature | NetBox | Expo |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 5.0 | 6.3 |
| Sparks · 30d | 0 | 1 |
| Top themes | dcim, ipam, network-automation, graphql | react-native, eas, mcp, ci-cd |
| Last editorial update | 1h ago | 16h ago |
| Website | Visit → | — |
What is NetBox?
NetBox ships fortnightly, and the headline work is query performance rather than new surface
NetBox is on a steady two-week release rhythm through the 4.6 line, and each drop follows the same structure: a handful of modelling enhancements, a block of performance improvements, then bug fixes. Recent additions are practical rather than expansive — bulk VLAN creation, VLAN scoping to a device's cluster, MDC and MU fiber connector types, colored badges for custom field choices, a header_safe Jinja2 filter, Korean language support. The most recent release, 4.6.7, contains no new features at all.
What is Expo?
Expo shut down its own coding agent and kept the MCP server — it wants to be the substrate.
Two SDK releases landed in quick succession, 56 in May and 57 at the end of June, alongside steady EAS work: Maestro test insights with flake detection, automated iOS device registration in Workflows, and a general availability date for EAS Observe. On the AI side the direction reversed — the Expo MCP Server became available on the free plan in May, and in July the Expo Agent closed beta ended with the project wound down. Entry bodies in this feed are thin, so specifics beyond the headlines are limited.
NetBox vs Expo: editorial side-by-side
NetBox
5.0INFRA · APIS
NetBox ships fortnightly, and the headline work is query performance rather than new surface
◆ Current state
NetBox is on a steady two-week release rhythm through the 4.6 line, and each drop follows the same structure: a handful of modelling enhancements, a block of performance improvements, then bug fixes. Recent additions are practical rather than expansive — bulk VLAN creation, VLAN scoping to a device's cluster, MDC and MU fiber connector types, colored badges for custom field choices, a header_safe Jinja2 filter, Korean language support. The most recent release, 4.6.7, contains no new features at all.
◆ Where it's heading
The performance section is where the direction shows. Release after release removes extraneous database queries from the GraphQL API — custom field data, rack reservation units, IP and prefix family lookups — and adds prefetch hints and serializer caching to list endpoints. That is the profile of a tool whose users have grown their datasets past what the original query patterns handled, so the work has moved from modelling more infrastructure to serving existing models faster. The enhancement stream continues in parallel, filling in connector types and bulk operations as operators hit gaps.
◆ Prediction
Expect the 4.6 line to continue on its fortnightly cadence with further GraphQL and list-endpoint query optimisation, alongside incremental modelling additions driven by operator requests.
Expo
6.3INFRA · APIS
Expo shut down its own coding agent and kept the MCP server — it wants to be the substrate.
◆ Current state
Two SDK releases landed in quick succession, 56 in May and 57 at the end of June, alongside steady EAS work: Maestro test insights with flake detection, automated iOS device registration in Workflows, and a general availability date for EAS Observe. On the AI side the direction reversed — the Expo MCP Server became available on the free plan in May, and in July the Expo Agent closed beta ended with the project wound down. Entry bodies in this feed are thin, so specifics beyond the headlines are limited.
◆ Where it's heading
Expo is consolidating around the build, test, and observe pipeline it already owns and stepping back from competing on the agent itself. Making the MCP server free while retiring Expo Agent puts the company underneath whichever assistant a developer already uses, rather than asking them to adopt another one. EAS is where the commercial weight sits, and the recent releases all reduce the manual work between a commit and a working build on a device.
◆ Prediction
Expect EAS Observe's August general availability to anchor the next stretch, with AI effort staying on the MCP surface that connects outside assistants to Expo projects.
Alternatives to NetBox and Expo
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 NetBox or Expo.
Prowler
Prowler's agentic defender arrives — and it lives entirely behind the subscription line
MinIO
MinIO narrows its open build to a storage engine and points paying users at AiStor
ElevenLabs
ElevenLabs is giving voice agents a git workflow - branches, rebases, and merge previews.
Auth0
Auth0 is building identity for agents before the rest of the category admits it needs one.
ToolJet
ToolJet is wiring AI query generation into every connector while the LTS train ships hotfixes.
Recent activity from NetBox and Expo
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 17h agoNetBoxNetBox 4.6.7 is a pure performance and bug-fix release
- 2d agoNetBoxNetBox 4.6.6 adds cluster-scoped VLANs and an any-tag filter
- 10d agoExpoExpo Agent: ending the closed beta and winding the project down ⚡
- 11d agoExpoEAS Observe moves to general availability on August 20
- 17d agoNetBoxNetBox 4.6.5 adds script-module REST updates and Korean support
- 1mo agoExpoExpo SDK 57
- 1mo agoNetBoxNetBox 4.6.4 renders schema enums as dropdowns and enriches event payloads
- 1mo agoExpoMaestro testing: insights, clearer results, and faster retries
- 1mo agoNetBoxNetBox 4.6.3 adds bulk VLAN creation and constant-time token checks
- 1mo agoExpoAutomate iOS device registration for internal builds in EAS Workflows
- 1mo agoNetBoxNetBox 4.6.2 adds unit preferences and moves list filtering to HTMX
- 2mo agoExpoThe Expo MCP Server is now available on the Free plan
Frequently asked questions
What is the difference between NetBox and Expo?
They serve adjacent needs but don't currently overlap on shipped themes. Expo is currently shipping more aggressively (velocity 6.3 vs 5.0), 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 NetBox better than Expo?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Expo is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
What are the best alternatives to NetBox?
Top NetBox alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "NetBox alternatives" section above for the current picks, or visit /alternatives/netbox for the full list with editorial commentary on each.
What are the best alternatives to Expo?
Top Expo alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Expo alternatives" section above for the current picks, or visit /alternatives/expo for the full list with editorial commentary on each.