exametrika
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
A side-by-side editorial comparison of DatoCMS and eratosthenes — release velocity, themes, recent moves, and the top alternatives to consider.
| Feature | DatoCMS | eratosthenes |
|---|---|---|
| Sector | Infra & APIs | Infra & APIs |
| Velocity score | 0.0 | 2.5 |
| Sparks · 30d | 0 | 0 |
| Top themes | headless-cms, mcp, agent-access, media-pipeline | archaeology, bayesian-inference, mcmc, input-validation |
| Last editorial update | 1d ago | 58m ago |
| Website | — | Visit → |
DatoCMS is opening the CMS to agents while hardening the media pipeline.
Two bodies of work sit side by side. The dated entries through spring covered developer onboarding - OAuth project linking, an npx CLI that works without setup, plugin scaffolds in the starter kits, a raised CMA limit - plus automatic antivirus scanning on every Media Area upload. The undated stream since then has been agent access and editing surface: DatoCMS Agent Skills, a Remote MCP Server, Visual Editing and its sidebar previews, a media editor covering video, and responsive images that size themselves across every SDK.
eratosthenes spends 0.1.0 hardening inputs rather than adding chronology methods.
eratosthenes does Bayesian estimation of archaeological chronologies from relative sequences, absolute constraints and artifact assemblages. The 0.0.9 line built out the inference diagnostics — traceplots, histograms, batch-means MCSE reporting, displacement estimation — and then consolidated artifact probability-density estimation into a single gibbs_ad_type(). The 0.1.0 tag turns outward instead, adding validators for every user-supplied structure and replacing seq_check() with a more informative seq_diag().
Two bodies of work sit side by side. The dated entries through spring covered developer onboarding - OAuth project linking, an npx CLI that works without setup, plugin scaffolds in the starter kits, a raised CMA limit - plus automatic antivirus scanning on every Media Area upload. The undated stream since then has been agent access and editing surface: DatoCMS Agent Skills, a Remote MCP Server, Visual Editing and its sidebar previews, a media editor covering video, and responsive images that size themselves across every SDK.
DatoCMS is making the CMS addressable by something other than a human in the dashboard. Agent Skills and the Remote MCP Server give agents a defined way in; the CLI and CMA work over the preceding months removed the setup rituals that made programmatic access awkward; Visual Editing pulls the editing surface out to where content is rendered. The media pipeline is being hardened on a parallel track - antivirus by default, asset collection permissions, focal points, video frame selection - which is the part that turns up in enterprise procurement. Neither thread has slowed.
With Agent Skills and MCP shipped, the natural follow-up is scoping and permissions for agent access - the equivalent of asset collection permissions applied to what an agent may read or write - since DatoCMS has already built the roles machinery to hang it on.
eratosthenes does Bayesian estimation of archaeological chronologies from relative sequences, absolute constraints and artifact assemblages. The 0.0.9 line built out the inference diagnostics — traceplots, histograms, batch-means MCSE reporting, displacement estimation — and then consolidated artifact probability-density estimation into a single gibbs_ad_type(). The 0.1.0 tag turns outward instead, adding validators for every user-supplied structure and replacing seq_check() with a more informative seq_diag().
The package is moving from research code to something a non-author can run. Consolidating estimation behind one function, then wrapping every input class in a validator, are the two steps that make failures legible instead of cryptic, and the diagnostics added earlier serve the same end for the sampler itself. Nothing in the window changes the underlying model; the work is all about making it usable and its output checkable.
With inputs validated and diagnostics in place, the next release is more likely to extend the constraint or assemblage modelling than to keep reworking the interface, though the feed's three sparse tags give little to read a cadence from.
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 DatoCMS or eratosthenes.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
projoint spent a year on CRAN paperwork, then shipped a correctness fix it flagged itself.
dqcheckr adds drift analysis, then removes the YAML a user had to hand-write.
An actuarial mainstay spends its releases on CI plumbing, not on new mathematics.
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
See all DatoCMS alternatives → · See all eratosthenes alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. eratosthenes is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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. eratosthenes is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 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 DatoCMS alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "DatoCMS alternatives" section above for the current picks, or visit /alternatives/datocms for the full list with editorial commentary on each.
Top eratosthenes alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "eratosthenes alternatives" section above for the current picks, or visit /alternatives/eratosthenes for the full list with editorial commentary on each.