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Comparison · Infra & APIs
FoReco vs SuperTokens
A side-by-side editorial comparison of FoReco and SuperTokens — release velocity, themes, recent moves, and the top alternatives to consider.
FoReco vs SuperTokens: at a glance
What is FoReco?
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
FoReco reconciles hierarchical forecasts across cross-sectional, temporal, and cross-temporal frameworks, and now covers both point and probabilistic reconciliation. The 1.3.0 release gave every reconciliation function a shared foreco S3 class carrying framework, function, forecast type, and reconciliation metadata, which replaced the loose attribute-and-helper pattern the package had used since 1.0.0. The follow-up 1.3.1 turned the same attention on the API's edges: strict argument validation with errors that name the expected and supplied values, and a help index pruned down to user-facing functions only.
What is SuperTokens?
SuperTokens is hardening SAML and building a migration path off other auth providers.
SuperTokens is an open-source authentication service, and its core repo is running a 12.0 canary line alongside stable patches. The work in this window falls into two piles: SAML security — XML signature wrapping protection in 12.0.2-canary, further hardening in the 12.0.10 release — and migration mode, where new core-user-data records can be created as MIGRATED and the transition is now blocked while inconsistent users exist. Release notes are thin, usually a PR title or two per tag.
FoReco vs SuperTokens: editorial side-by-side
FoReco
0.0INFRA · APIS
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
◆ Current state
FoReco reconciles hierarchical forecasts across cross-sectional, temporal, and cross-temporal frameworks, and now covers both point and probabilistic reconciliation. The 1.3.0 release gave every reconciliation function a shared foreco S3 class carrying framework, function, forecast type, and reconciliation metadata, which replaced the loose attribute-and-helper pattern the package had used since 1.0.0. The follow-up 1.3.1 turned the same attention on the API's edges: strict argument validation with errors that name the expected and supplied values, and a help index pruned down to user-facing functions only.
◆ Where it's heading
The package is completing a reversal it started in 1.0.0. That release simplified outputs to plain matrices and pushed metadata into attributes reachable via recoinfo(); 1.3.0 removed recoinfo() outright and put the structure back as a class with components(), summary(), and plot() methods. The direction is toward being infrastructure rather than a function library — the class is exported through new_foreco_class() and a sibling package has already adopted it. Method coverage has meanwhile broadened from optimal combination into non-negative algorithms, bounded reconciliation, and Gaussian and sample-based probabilistic variants.
◆ Prediction
The soft-deprecated res2matrix() is flagged for removal, so a subsequent release should finish that cleanup; with the class now exported, expect more methods to hang off foreco objects rather than more top-level functions.
SuperTokens
2.5INFRA · APIS
SuperTokens is hardening SAML and building a migration path off other auth providers.
◆ Current state
SuperTokens is an open-source authentication service, and its core repo is running a 12.0 canary line alongside stable patches. The work in this window falls into two piles: SAML security — XML signature wrapping protection in 12.0.2-canary, further hardening in the 12.0.10 release — and migration mode, where new core-user-data records can be created as MIGRATED and the transition is now blocked while inconsistent users exist. Release notes are thin, usually a PR title or two per tag.
◆ Where it's heading
Migration mode plus account-linking exploration is the tell: this is infrastructure for importing an existing user base from another provider without breaking identity linkage mid-flight, and the guard added in 12.0.5-canary shows they hit the inconsistent-state case in practice. The SAML work runs in parallel because enterprise SAML is what a team is usually migrating toward. Also worth noting: an automated contributor, supertokens-agent-runner, opened its first PRs in this window, so part of the fix and test volume is now agent-authored.
◆ Prediction
A stable 12.x release consolidating the canary migration-mode work is the readable next step, likely once the MIGRATED transition guards have run without incident. More SAML hardening should be expected given two separate fixes landed in this window alone.
Alternatives to FoReco and SuperTokens
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 FoReco or SuperTokens.
forestploter
A forest plot package that keeps handing users control of one more graphical detail.
ggInterval
Interval-valued data plotting, spending 2026 making its function names and examples survive CRAN.
rgm
A microbiome network model that got itself un-archived by deleting the dependency that killed it.
contagionchannels
Three releases in ten days, every one of them a CRAN reviewer's correction rather than a code change.
tidyaudit
Pipeline provenance for tidyverse workflows, recording what changed at each step without keeping the data.
See all FoReco alternatives → · See all SuperTokens alternatives →
Recent activity from FoReco and SuperTokens
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 13d agoSuperTokensSAML hardening lands on the stable 12.0 line
- 1mo agoFoRecoStrict argument validation and a pruned help index
- 1mo agoSuperTokensMigration mode blocks transition while inconsistent users exist
- 1mo agoSuperTokens12.0.4-canary ships with no described changes
- 1mo agoSuperTokensActivity log table put into use
- 1mo agoFoRecoEvery reconciliation function now returns a shared foreco object ⚡
- 2mo agoSuperTokensSAML gains XML signature wrapping protection
- 2mo agoSuperTokensNew core user data records can be created as MIGRATED
- 3mo agoFoRecoBootstrap functions gain xreg; simulate() argument bug fixed
- 5mo agoFoRecoGaussian and sample-based probabilistic reconciliation added
- 1y agoFoRecoBounded reconciliation and an oracle shrunk covariance estimator
- 1y agoFoRecoBreaking rename: cs, te and ct prefixes across all functions
Frequently asked questions
What is the difference between FoReco and SuperTokens?
They serve adjacent needs but don't currently overlap on shipped themes. SuperTokens 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.
Is FoReco better than SuperTokens?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. SuperTokens 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.
What are the best alternatives to FoReco?
Top FoReco alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "FoReco alternatives" section above for the current picks, or visit /alternatives/foreco for the full list with editorial commentary on each.
What are the best alternatives to SuperTokens?
Top SuperTokens alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "SuperTokens alternatives" section above for the current picks, or visit /alternatives/supertokens for the full list with editorial commentary on each.