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Comparison · Infra & APIs
FoRecoML vs mod_auth_openidc
A side-by-side editorial comparison of FoRecoML and mod_auth_openidc — release velocity, themes, recent moves, and the top alternatives to consider.
FoRecoML vs mod_auth_openidc: at a glance
What is FoRecoML?
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
FoRecoML brings machine-learning approaches to forecast reconciliation across cross-sectional, temporal, and cross-temporal frameworks through csrml(), terml(), and ctrml(). It reached CRAN in April 2026 and has since spent both releases integrating with FoReco rather than expanding its own method set: results are now FoReco's foreco objects, and print() and summary() report framework, approach, problem dimensions, features, training sample size, combination matrix, and trained models.
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.
FoRecoML vs mod_auth_openidc: editorial side-by-side
FoRecoML
0.0INFRA · APIS
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
◆ Current state
FoRecoML brings machine-learning approaches to forecast reconciliation across cross-sectional, temporal, and cross-temporal frameworks through csrml(), terml(), and ctrml(). It reached CRAN in April 2026 and has since spent both releases integrating with FoReco rather than expanding its own method set: results are now FoReco's foreco objects, and print() and summary() report framework, approach, problem dimensions, features, training sample size, combination matrix, and trained models.
◆ Where it's heading
This package is being built as a satellite, not a competitor. Adopting FoReco's exported new_foreco_class() constructor within days of that class appearing means FoRecoML results drop straight into the same print, summary, plot, and components methods as analytically reconciled ones — which is what makes machine-learning and classical reconciliation directly comparable in a single workflow. The 1.1.1 argument-validation work landed in the same minute as the equivalent change in FoReco, so the two are being maintained as one release train.
◆ Prediction
With the integration work done, the next release is more likely to add or expose machine-learning approaches than to keep reshaping output; the structured summary already enumerates features and trained models, which suggests inspection tooling is where attention has been.
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 FoRecoML 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 FoRecoML 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 FoRecoML alternatives → · See all mod_auth_openidc alternatives →
Recent activity from FoRecoML 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 agoFoRecoMLStructured print and summary for fitted reconciliation models
- 1mo agomod_auth_openidcOut-of-bounds read and write fixed in the state-cookie parser
- 1mo agoFoRecoMLAdopts FoReco's foreco class for all reconciliation output
- 2mo agomod_auth_openidcFixes core dumps under threaded MPM startup load
- 3mo agoFoRecoMLMachine-learning forecast reconciliation arrives on CRAN ⚡
- 5mo agomod_auth_openidcFixes claims-based authorization regression in OAuth RS mode
Frequently asked questions
What is the difference between FoRecoML 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 FoRecoML 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 FoRecoML?
Top FoRecoML alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "FoRecoML alternatives" section above for the current picks, or visit /alternatives/forecoml 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.