FoRecoML
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
A side-by-side editorial comparison of EDAForge and Greenbone Vulnerability Manager — release velocity, themes, recent moves, and the top alternatives to consider.
EDAForge is a data-quality auditor renamed mid-flight, still finding its CRAN footing.
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
Greenbone's scanner daemon is growing a web-application scanning class beside its network roots.
gvmd releases every week or two, and the changelog splits cleanly in three: a sustained build-out of web application scanning, a rewrite of how reports are modeled and exported, and a long tail of memory-management fixes in the C core. Recent versions added web application scanner preferences, scanner verification, and a Web Application VT subtype with a database migration. The report work moved from ad-hoc XML toward a structured report model addressable through new GMP commands.
EDAForge's release feed shows a package changing identity between its first two tags. The v0.1.0 notes describe DataAudit, a data-quality auditing package built around audit_data(), reusable audit_rules() and audit_score(), with install instructions still pointing at vinodhpmd/DataAudit, while the repository now serves EDAForge. Only three tags exist, one of which is a bare compare link with no notes, and the most recent is a CRAN-policy cleanup rather than feature work.
The substance so far is all in the DataAudit-named 0.1.0: more than a dozen check families spanning missing values, duplicates, ranges, patterns, dependencies and grouped sequences, wrapped in a structured report object with print and summary methods. The 0.1.1 that follows removes a default output path, moves examples to tempdir() and adds an introductory vignette, which is the standard shape of a package being made acceptable to CRAN. The public identity is currently ahead of the release notes, so a reader arriving at the feed cannot tell from it what EDAForge does.
Expect the next tag to align the notes with the EDAForge name and add exploratory-analysis functions alongside the auditing core; the compliance pass in 0.1.1 points at a CRAN submission as the near-term goal.
gvmd releases every week or two, and the changelog splits cleanly in three: a sustained build-out of web application scanning, a rewrite of how reports are modeled and exported, and a long tail of memory-management fixes in the C core. Recent versions added web application scanner preferences, scanner verification, and a Web Application VT subtype with a database migration. The report work moved from ad-hoc XML toward a structured report model addressable through new GMP commands.
Greenbone is widening what gvmd can orchestrate. Network and container scanning were the existing surface; web application scanning is being brought to parity, with its own VT class, preferences, validation, and verification path. In parallel the GMP protocol is gaining first-class report retrieval commands, which makes report data consumable by tooling rather than only renderable. The bug-fix stream is dominated by frees and cleanup in long-lived report paths, the signature of a codebase under memory pressure at scale.
Web Application VTs now have a subtype, a migration, and scanner verification, but the audit and scan report commands were added separately; expect the report model work to fold web application results into the same structured retrieval path rather than leaving a parallel one.
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 EDAForge or Greenbone Vulnerability Manager.
The machine-learning arm of a forecast reconciliation toolkit, four months old and already sharing its sibling's plumbing.
Forecast reconciliation with a real object model, five years after it started returning bare matrices.
A textbook data package whose whole job is to stay installable, and whose releases prove how much work that is.
A graph-centrality package that spent 2026 making its existing measures usable at scale, then went quiet.
A test-theory package that grew into a graphical-model toolkit, now spending its releases paying down the API debt that growth created.
nuggets keeps compounding on the 2.0 rewrite — more pattern families, lighter install.
See all EDAForge alternatives → · See all Greenbone Vulnerability Manager alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Greenbone Vulnerability Manager is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Greenbone Vulnerability Manager is currently shipping more aggressively (velocity 6.3 vs 5.0), 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.
Top EDAForge alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "EDAForge alternatives" section above for the current picks, or visit /alternatives/edaforge for the full list with editorial commentary on each.
Top Greenbone Vulnerability Manager alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "Greenbone Vulnerability Manager alternatives" section above for the current picks, or visit /alternatives/greenbone-gvmd for the full list with editorial commentary on each.