humind
The MSNI humanitarian needs framework as code, rewritten and re-broken every year
Comparison · Infra & APIs
incident.io vs smam
A side-by-side editorial comparison of incident.io and smam — release velocity, themes, recent moves, and the top alternatives to consider.
incident.io vs smam: at a glance
What is incident.io?
Nexus does the diagnosis; the agent is now reaching into the status page too.
Investigations went generally available earlier this month, with Nexus posting a root-cause hypothesis and its evidence into the incident channel within minutes of declaration. The releases since have been the operational surround: a 24/7 schedule coverage policy that flags gaps before someone is missing from a rotation, more filtering in Insights, escalation reassignment, and now status page updates written by the agent alongside Pingdom uptime metrics and self-serve language settings.
What is smam?
Animal-movement models in R, where new stochastic processes arrive years apart.
smam fits statistical models of animal movement, covering moving-resting processes with and without measurement error, moving-resting-handling, and moving-moving processes, with simulation, point estimation and variance estimation for each. The last three releases are pure upkeep: guarding Rf_error calls after an Rcpp update, a maintainer email change, and a compiler warning fix. The substantive work in this window is 0.7.0, which added estimate and vcov generics across all fit functions, and 0.6.0, which added the moving-moving process.
incident.io vs smam: editorial side-by-side
incident.io
6.3INFRA · APIS
Nexus does the diagnosis; the agent is now reaching into the status page too.
◆ Current state
Investigations went generally available earlier this month, with Nexus posting a root-cause hypothesis and its evidence into the incident channel within minutes of declaration. The releases since have been the operational surround: a 24/7 schedule coverage policy that flags gaps before someone is missing from a rotation, more filtering in Insights, escalation reassignment, and now status page updates written by the agent alongside Pingdom uptime metrics and self-serve language settings.
◆ Where it's heading
Two threads are converging. Nexus started inside the incident channel doing diagnosis, and it is now writing the customer-facing artifact as well — the status page is the first place its output leaves the responder's view and reaches the people affected. The rest is steady on-call plumbing: coverage policies, escalation routing, workflow secrets and signing. That split is consistent, with the agent taking judgment work and the platform hardening the mechanics around it.
◆ Prediction
Expect the agent to keep moving along the incident's outward path — customer comms, post-incident drafting — now that it writes to the status page, and expect more policy checks of the schedule-coverage kind that catch gaps before an incident finds them.
smam
0.0INFRA · APIS
Animal-movement models in R, where new stochastic processes arrive years apart.
◆ Current state
smam fits statistical models of animal movement, covering moving-resting processes with and without measurement error, moving-resting-handling, and moving-moving processes, with simulation, point estimation and variance estimation for each. The last three releases are pure upkeep: guarding Rf_error calls after an Rcpp update, a maintainer email change, and a compiler warning fix. The substantive work in this window is 0.7.0, which added estimate and vcov generics across all fit functions, and 0.6.0, which added the moving-moving process.
◆ Where it's heading
This package grows by adding process models, and it does so rarely. Between the moving-moving process in 2021 and now, the only interface-level change has been the 0.7.0 generics that gave every fit function a common way to retrieve estimates and their covariance, which is consolidation of an accumulated collection rather than expansion of it. The three releases since are entirely reactive to toolchain and CRAN pressure, and they arrive in step with the maintainer's other package coga, which received the same Rcpp guard within twenty minutes on the same day.
◆ Prediction
Expect further releases to be CRAN and Rcpp maintenance unless a new movement process is published, which is what has historically prompted a minor version here. The generics added in 0.7.0 give any future process model a ready-made interface to slot into.
Alternatives to incident.io and smam
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 incident.io or smam.
inlabru
A Bayesian spatial modelling package rebuilding its foundations one breaking release at a time
afcharts
UK government chart styling in ggplot2, chasing ggplot2 v4 and stretching its palette to five.
coga
A gamma-convolution density package that reached completion in 2018 and has coasted since.
baseq
A basic DNA and RNA sequence toolkit that went quiet for three years, then jumped to 2.0.
pakret
Package citation for R documents, quietly growing to meet Quarto.
See all incident.io alternatives → · See all smam alternatives →
Recent activity from incident.io and smam
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 2d agoincident.ioAgent-written status updates, Pingdom metrics, and language self-serve
- 9d agoincident.io24/7 schedule coverage policy
- 15d agoincident.ioInvestigations now available, powered by Nexus ⚡
- 16d agoincident.ioFlexible filtering in Insights
- 23d agoincident.ioReassign escalations
- 1mo agoincident.ioWorkflows gain secrets, request signing, and alert triggers
- 5mo agosmamRcpp attributes regenerated to guard Rf_error calls
- 2y agosmamMaintainer email updated
- 2y agosmamCompiler format-security warning resolved
- 3y agosmamestimate and vcov generics unify all fit functions
- 5y agosmamMoving-moving process added with simulation and estimation ⚡
- 5y agosmamVariance estimators adjusted; example dataset added
Frequently asked questions
What is the difference between incident.io and smam?
They serve adjacent needs but don't currently overlap on shipped themes. incident.io is currently shipping more aggressively (velocity 6.3 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.
Is incident.io better than smam?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. incident.io is currently shipping more aggressively (velocity 6.3 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.
What are the best alternatives to incident.io?
Top incident.io alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "incident.io alternatives" section above for the current picks, or visit /alternatives/incident-io for the full list with editorial commentary on each.
What are the best alternatives to smam?
Top smam alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "smam alternatives" section above for the current picks, or visit /alternatives/smam for the full list with editorial commentary on each.