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Comparison · Infra & APIs

ClamAV vs FoRecoML

A side-by-side editorial comparison of ClamAV and FoRecoML — release velocity, themes, recent moves, and the top alternatives to consider.

ClamAV vs FoRecoML: at a glance

FeatureClamAVFoRecoML
SectorInfra & APIsInfra & APIs
Velocity score5.00.0
Sparks · 30d00
Top themesantivirus, cve patches, file parsers, dual branchforecasting, machine-learning, hierarchical-reconciliation, time-series
Last editorial update11d ago57m ago
WebsiteVisit →Visit →

What is ClamAV?

Eight CVEs in one August batch — ClamAV's parser surface is the whole story.

ClamAV runs two supported lines, 1.5.x and 1.4.x, and publishes near-identical patch releases seconds apart whenever vulnerabilities land. The August pair is the largest yet in this window: eight CVEs in 1.5.4, six of them backported to 1.4.6, spanning the ZIP catalogue, GPT partition, PESpin, PDF, Mach-O and XAR parsers. Several reach back a decade or more — the PESpin overflow affects builds from 0.90 onward.

Read the full ClamAV trajectory →

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.

Read the full FoRecoML trajectory →

ClamAV vs FoRecoML: editorial side-by-side

C
ClamAV
INFRA · APIS
5.0

Eight CVEs in one August batch — ClamAV's parser surface is the whole story.

◆ Current state

ClamAV runs two supported lines, 1.5.x and 1.4.x, and publishes near-identical patch releases seconds apart whenever vulnerabilities land. The August pair is the largest yet in this window: eight CVEs in 1.5.4, six of them backported to 1.4.6, spanning the ZIP catalogue, GPT partition, PESpin, PDF, Mach-O and XAR parsers. Several reach back a decade or more — the PESpin overflow affects builds from 0.90 onward.

◆ Where it's heading

Feature work has been paused since 1.5.0 last October; everything since is patch traffic against the file format parsers, and the batches are growing rather than shrinking. The August release widens the surface beyond parsing for the first time here, with a clamd STATS thread-safety bug that could disclose process memory or crash the daemon. Reporter credits increasingly come from automated discovery — Atuin, GitHub Security Lab, Trail of Bits — which suggests the find rate tracks the tooling pointed at this codebase, not new code being written.

◆ Prediction

Expect the dual-branch pattern to continue and per-batch CVE counts to stay high while automated fuzzing keeps sweeping the parser surface. These entries give no indication of a 1.6 line opening — there has been no development release since the 1.5.0 cycle.

F
FoRecoML
INFRA · APIS
0.0

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.

Alternatives to ClamAV and FoRecoML

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 ClamAV or FoRecoML.

See all ClamAV alternatives → · See all FoRecoML alternatives →

Recent activity from ClamAV and FoRecoML

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 11d agoClamAVEight parser CVEs and a clamd STATS disclosure fix
  2. 11d agoClamAV1.4 branch takes six of the eight parser CVEs
  3. 1mo agoFoRecoMLStructured print and summary for fitted reconciliation models
  4. 1mo agoClamAVPESpin use-after-free and PE overflow patched
  5. 1mo agoClamAVSame PE fixes backported to the 1.4 line
  6. 1mo agoFoRecoMLAdopts FoReco's foreco class for all reconciliation output
  7. 3mo agoFoRecoMLMachine-learning forecast reconciliation arrives on CRAN
  8. 5mo agoClamAVHTML parser crash fixed; Rust floor raised again
  9. 5mo agoClamAV1.4 branch takes the HTML and TIFF parser fixes

Frequently asked questions

What is the difference between ClamAV and FoRecoML?

They serve adjacent needs but don't currently overlap on shipped themes. ClamAV is currently shipping more aggressively (velocity 5.0 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 ClamAV better than FoRecoML?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. ClamAV is currently shipping more aggressively (velocity 5.0 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 ClamAV?

Top ClamAV alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "ClamAV alternatives" section above for the current picks, or visit /alternatives/clamav for the full list with editorial commentary on each.

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.