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Compare biological models, docking engines, and computational workflows side-by-side. Filter by access model, compute footprint, and category to reach an actionable decision table in under a minute.
| Attribute | Scientific ML Libraries & Supporting Tools Rosetta macromolecular modeling suiteResearch / method authors | ＋ Add tool | ||
|---|---|---|---|---|
| Category | Scientific ML Libraries & Supporting Tools | Scientific ML Libraries & Supporting Tools | Scientific ML Libraries & Supporting Tools | — |
| Subcategory | Conventional or Statistical Baselines | Conventional or Statistical Baselines | Conventional or Statistical Baselines | — |
| Company | Research / method authors | Research / method authors | Research / method authors | — |
| Access mode | Confirm distribution and exact release | Confirm distribution and exact release | Confirm distribution and exact release | — |
| Licence conditions | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Compute requirements | Version and data dependent | Version and data dependent | Version and data dependent | — |
| Biological application | Not recorded | Not recorded | Not recorded | — |
| Research workflow | Not recorded | Not recorded | Not recorded | — |
| Evidence level | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | PEER_REVIEWED_METHOD_OR_CONFERENCE | — |
| Commercial eligibility | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | NOT_INDEPENDENTLY_AUDITED | — |
| Price | Verify access and licence | Verify access and licence | Verify access and licence | — |
| Availability ⓘ | Method paper or official documentation | Method paper or official documentation | Method paper or official documentation | — |
| Features | Rosetta macromolecular modeling suite scientific method, Protein structures and appropriate score function and design constraints, Energy-optimized structural/design candidates | HMMER 3 scientific method, Query sequences or profile HMM and sequence database, Profile HMM hits and statistical homology significance | MMseqs2 scientific method, Amino acid queries and reference sequence database, Sequence matches, clusters and alignment results | — |
| Entry type | Classical/statistical scientific method | Classical/statistical scientific method | Classical/statistical scientific method | — |
| AI role | NON_AI_PHYSICS_BASED | NON_AI_CLASSICAL | NON_AI_CLASSICAL | — |
| Input data | Protein structures and appropriate score function and design constraints | Query sequences or profile HMM and sequence database | Amino acid queries and reference sequence database | — |
| Output data | Energy-optimized structural/design candidates | Profile HMM hits and statistical homology significance | Sequence matches, clusters and alignment results | — |
| Validation | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | Published method scope; no independent BioAtlas execution or benchmark | — |
| Type | Not recorded | Not recorded | Not recorded | — |
| Intended use | Not recorded | Not recorded | Not recorded | — |
| Compatibility | Not recorded | Not recorded | Not recorded | — |