Rowan is a cloud-native molecular modeling and medicinal-chemistry workflow platform with a Python API. Use for pKa and macropKa prediction, conformer and tautomer ensembles, docking and analogue docking, protein-ligand cofolding, MSA generation, molecular dynamics, permeability, descriptor workflows, and related small-molecule or protein modeling tasks. Ideal for programmatic batch screening, multi-step chemistry pipelines, and workflows that would otherwise require maintaining local HPC/GPU infrastructure.
○ declared by the publisher, as-is
Safety
BB: 4 or more lows, or any medium1 severity-bearing
Safety · gate= 92ace75 · assessed 2w ago
B1 severity-bearing
Graded from 1 severity-bearing finding on this release.
A gate; it passes or fails, never weighed against price or quality.
Reliability & Quality
n/anot yet graded
Reliability & Quality= 92ace75 · assessed 2w ago
n/anot yet graded
Rows exist, but none carries a severity; no grade has been earned yet.
Findings with severity, graded on the same letter scale as safety.
Cost
n/anot assessed
Cost= 92ace75 · assessed 2w ago
n/anot assessed
Not assessed; no producer has emitted into this category. An absence, not a zero.
Declared external service dependencies. Never a monetary figure.
not assessed
Popularity
4335Forks
Popularity · not a figure= 92ace75 · assessed 2w ago
4335Forks
Read off the linked repository, not off this record. It carries no verdict and enters no grade.
Context read off the linked repository. It enters no ranking and no grade.
Performance tested for◌ not assessed
no controlled task evaluation on this release
Repo★ 48.2k○·4.3k forks·203 watchers·23 open issues·last commit 4d old when scanned
◌Internal reference resolution completednothing foundAll body-referenced paths under references/, scripts/, and assets/ resolved in the bundle.vettd · scan · 2wnothing found
Not assessed; no producer has emitted into cost for this asset. That is different from a check that ran and found nothing, which the record would carry as a row of its own.
▪Declared environment assumptionsreadvettd · scan · 2wPython 3.12+ with rowan-python and its RDKit/stjames dependencies. Requires network access and ROWAN_API_KEY for hosted workflows.
▲References external URL — review for indirect prompt injection riskMedium
◌Secrets scan passednothing found
◌behavioral scan passednothing found
◌Name validation passednothing found
Reliability & Quality
◌Internal reference resolution completednothing found
▪Checklist patternabsent
▪Description usage contextpresent
▪Examplespresent
▪Gotchas sectionabsent
▪Step-by-step workflowpresent
▪Validation looppresent
Performance
▪Progressive disclosurepresent
●Static context tokens3819
Compatibility
▪Declared environment assumptionsPython 3.12+ with rowan-python and its RDKit/stjames dependencies. Requires network access and ROWAN_API_KEY for hosted workflows.
assessed2w ago · Cisco AI Defense · Vettd core● current
source stateThe source matches what was scanned. No changes detected.Up to date
re-check policyre-checked against the upstream source on the scheduler's cadencenext check in 4h
re-run whena new release ships, the upstream source changes, or the scanner ruleset is revisedauto-scheduled
Limitations & open conflicts
limitationCost is not assessed: behaviour there is unmeasured, not clean△ gap
limitationReliability & Quality carries rows but no severity-bearing one: nothing has been graded there△ gap
conflictno two sources report the same quantity on this record
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What record f2e26f63-9861-476c-adc0-ca318b8ca67a covers
scannerv11● current
validityassessed 2w ago · Up to date
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How this record comparesagainst other published records · full comparison →
Signal kinds
▲ finding: something to act on, carries a severity● measurement: a reproducible quantityƒ estimate: inferred from a sample▪ fact: read directly off the artifact◆ classification: assigned from a taxonomy◌ nothing found: a producer looked and emitted no object◇ context only: described, never graded
Custody marks
◐ computed by vettd○ declared by the publisher, as-is△ not assessed: nothing looked
Weigh rowan against other published skills: the safety grade, its finding counts and each category’s verdict, one row apiece. The full comparison page carries every signal and framework coverage.