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Comparison · Infra & APIs
FoReco vs mod_auth_openidc
A side-by-side editorial comparison of FoReco and mod_auth_openidc — release velocity, themes, recent moves, and the top alternatives to consider.
FoReco vs mod_auth_openidc: 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 mod_auth_openidc?
mod_auth_openidc audited itself, found eight holes, and broke every session on the way out
The Apache OIDC module is in the middle of the most consequential ten days in this window: 2.4.20 on August 1 rebuilt session and cookie encryption around PBKDF2-HMAC-SHA256 key stretching and invalidated every existing session, 2.4.20.1 on August 9 disclosed eight security issues found in an internal audit, and 2.4.20.2 the next morning walked back part of the fallout. The audit findings are not peripheral — the most serious lets a client inject headers that a protected backend trusts as authenticated identity claims on paths the module answers without authenticating. The 2.4.19.x line before it had already shipped an out-of-bounds read and write in the state-cookie parser.
FoReco vs mod_auth_openidc: 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.
mod_auth_openidc
6.3INFRA · APIS
mod_auth_openidc audited itself, found eight holes, and broke every session on the way out
◆ Current state
The Apache OIDC module is in the middle of the most consequential ten days in this window: 2.4.20 on August 1 rebuilt session and cookie encryption around PBKDF2-HMAC-SHA256 key stretching and invalidated every existing session, 2.4.20.1 on August 9 disclosed eight security issues found in an internal audit, and 2.4.20.2 the next morning walked back part of the fallout. The audit findings are not peripheral — the most serious lets a client inject headers that a protected backend trusts as authenticated identity claims on paths the module answers without authenticating. The 2.4.19.x line before it had already shipped an out-of-bounds read and write in the state-cookie parser.
◆ Where it's heading
The project has shifted from feature work to hardening its own attack surface, and it is doing so on its own initiative rather than in response to external reports. That posture has a cost operators are absorbing directly: two backwards-incompatible session format changes in six months, both of which log every user out on upgrade. The 2.4.20.2 release also shows the hardening overshooting and being corrected — unconditional secret masking made debugging impossible, so an opt-in escape hatch was added with a startup warning attached, and a derived-object cache tier added only weeks earlier was removed outright.
◆ Prediction
Expect the 2.4.20.x line to keep absorbing follow-up fixes from the same audit, and any further hardening to arrive with an explicit opt-out after the masking reversal showed operators cannot troubleshoot a protocol exchange they cannot read.
Alternatives to FoReco and mod_auth_openidc
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 mod_auth_openidc.
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 mod_auth_openidc alternatives →
Recent activity from FoReco and mod_auth_openidc
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9d agomod_auth_openidcOIDCDebugMaskSecrets reopens debug logs, cache tier removed
- 9d agomod_auth_openidcInternal audit turns up eight security issues, including an identity-header bypass ⚡
- 18d agomod_auth_openidcPBKDF2 key stretching invalidates all existing sessions
- 1mo agoFoRecoStrict argument validation and a pruned help index
- 1mo agomod_auth_openidcOut-of-bounds read and write fixed in the state-cookie parser
- 1mo agoFoRecoEvery reconciliation function now returns a shared foreco object ⚡
- 2mo agomod_auth_openidcFixes core dumps under threaded MPM startup load
- 3mo agoFoRecoBootstrap functions gain xreg; simulate() argument bug fixed
- 5mo agoFoRecoGaussian and sample-based probabilistic reconciliation added
- 5mo agomod_auth_openidcFixes claims-based authorization regression in OAuth RS mode
- 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 mod_auth_openidc?
They serve adjacent needs but don't currently overlap on shipped themes. mod_auth_openidc 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 FoReco better than mod_auth_openidc?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. mod_auth_openidc 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 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 mod_auth_openidc?
Top mod_auth_openidc alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "mod_auth_openidc alternatives" section above for the current picks, or visit /alternatives/mod-auth-openidc for the full list with editorial commentary on each.