rewire.it
Method

COBRApy

COBRApy supports constraint-based analysis of metabolic networks, including flux balance and gene-deletion analyses.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

0 evaluations · 0 metric rows

How it worksCOBRApy workflow
COBRApy workflow1. Metabolic network. Then: 2. Constraints and objective. Then: 3. Optimization solver. Then: 4. Flux or perturbation analysisCOBRApy workflow1. Metabolic network. Then: 2. Constraints and objective. Then: 3. Optimization solver. Then: 4. Flux or perturbation analysisCOBRApy workflow1. Metabolic network. Then: 2. Constraints and objective. Then: 3. Optimization solver. Then: 4. Flux or perturbation analysis

Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

At a glance

Inputs

A metabolic reconstruction, reaction constraints and an analysis objective.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

Outputs

Flux solutions, feasible flux ranges and outputs of configured perturbation/essentiality analyses.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

Source reviewed · Automated source review, 2026-09-16. All specifications and missing details

Evaluations and results

Release 2026-09-17-d277315f7d76 · 0 evaluations · 0 metric rows. Different protocols are not a single leaderboard.

No evaluations linked in this release.

How it works

How it works

COBRApy supports constraint-based analysis of metabolic networks, including flux balance and gene-deletion analyses. Metabolic network representation coupled to constrained optimization through a selected solver. The documented inputs are A metabolic reconstruction, reaction constraints and an analysis objective. The output consists of flux solutions, feasible flux ranges and outputs of configured perturbation/essentiality analyses.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Versions and reproducibility

COBRApy software and selected metabolic reconstruction must both be versioned. Network size and solver capacity; no sequence context.

Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

Strengths and limitations

Strengths supported by sources

  • One software framework exposes FBA, flux variability analysis and related methods over reusable metabolic models.
    Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License

Limitations and conditions

  • Results depend on the metabolic reconstruction, constraints, objective and solver; a library version alone does not define the biological model.
    Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Profile review details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Stable record: discovery-model-cobrapy

Specifications

Inputs, training, access and other details

Explanatory profile: source reviewed · Automated source review, 2026-09-16. Review applies to the cited claims; unresolved fields are listed below. Numerical results retain their own review status.

Inputs, outputs and configuration
PropertyDescription and evidence
Model typeConstraint-based metabolic modelling software
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
ArchitectureMetabolic network representation coupled to constrained optimization through a selected solver.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
InputsA metabolic reconstruction, reaction constraints and an analysis objective.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
OutputsFlux solutions, feasible flux ranges and outputs of configured perturbation/essentiality analyses.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
ParametersInapplicable as a neural parameter count; reaction bounds and model constraints are scientific inputs. · Not applicable
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Known versionsCOBRApy software and selected metabolic reconstruction must both be versioned.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Training dataNo neural pretraining; the metabolic reconstruction and experimental constraints are supplied separately.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Training cutoffInapplicable to neural pretraining; reference-database and input-data dates must be recorded for each run. · Not applicable
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Context limitsNetwork size and solver capacity; no sequence context.
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Weights licenceInapplicable: no universal neural checkpoint. · Not applicable
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
AccessOfficial project documentation and implementation: https://github.com/opencobra/cobrapy
Sourcesopencobra/cobrapy: README.rst · README.rst: What is COBRApy? and License
Code licenceGPL-2.0-or-later or LGPL-2.0-or-later, at the user’s choice, as stated by the README.
Sourcesopencobra/cobrapy: README.rst · README.rst: License
AssumptionsNot extracted or verified for this record.

Evidence table

Inspect claims, sources and review details

Trace each statement to its source and review. A context-only reference supports the record generally; it does not verify an individual field. Source checking does not reproduce an experiment.

One row per statement and cited source. Multiple citations are not independent evaluations. Shared locators are labelled explicitly.

20 evidence rows matching the loaded filters

Claims, original sources and review scope · Release 2026-09-17-d277315f7d76
Property and statementOriginal source and locationReview and provenance
Diagram caption

Conceptual summary of the documented data flow; optional inputs and configured downstream stages must be reported for a reproducible evaluation.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.diagram.caption

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram steps

["Metabolic network","Constraints and objective","Optimization solver","Flux or perturbation analysis"]

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.diagram.steps

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Diagram title

COBRApy workflow

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.diagram.title

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Model type

Constraint-based metabolic modelling software

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.0.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Architecture

Metabolic network representation coupled to constrained optimization through a selected solver.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.1.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Access

Official project documentation and implementation: https://github.com/opencobra/cobrapy

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.10.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Code licence

GPL-2.0-or-later or LGPL-2.0-or-later, at the user’s choice, as stated by the README.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.11.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Inputs

A metabolic reconstruction, reaction constraints and an analysis objective.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.2.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Outputs

Flux solutions, feasible flux ranges and outputs of configured perturbation/essentiality analyses.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

source checked

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.3.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Parameters

Inapplicable as a neural parameter count; reaction bounds and model constraints are scientific inputs.

Individual claims
opencobra/cobrapy: README.rst

Original source ↗

README.rst: What is COBRApy? and License

Version: 5aa19300fbf5dd632a9ac5c39ca28c1c621b943d
Retrieved: 2026-09-16T19:46:19.916278+00:00

inapplicable

automated source review · 2026-09-16

Audit details

Inspected pinned official documentation, relevant implementation files and named primary-paper sections. Claims are limited to those artifacts. Remaining field extraction and identity conflicts are explicit; no new performance claims, model runs or human review are implied.

Field: attributes.profile.facts.4.value

Source artifact SHA-256: ae2da4ad3ae1d822e0010b6c023b26ef1d02b97007e17611dd4b1e22c70d4998

Hash scope: SHA-256 of retrieved original artifact bytes

Format: original_artifact

Inspected artifact

Sources and history

Release 2026-09-17-d277315f7d76 · Record review: discovered

2 source records and release historyDownload this release
Technical metadata and extraction receipts

Stable ID: discovery-model-cobrapy

areas
mechanistic-biology
access
official_source_linked
benchmark applicability
candidate; not evidence of a reported evaluation
candidate benchmark ids
None recorded
entity level
method
reported name
COBRApy
version
Not reported
historical missing metadata
checkpoint: unextracted; code licence: unextracted; parameters: unextracted; training cutoff: unextracted; training data: unextracted; version: unextracted; weights licence: unextracted
metadata review scope
historical_missing_metadata preserves the original discovery state. Current descriptive evidence and missingness are recorded in profile.facts; numerical-result review is separate.
legacy kinds
model
entity classification
review date: 2026-09-17; rationale: The cited architecture/procedure describes an algorithm, representation recipe or software toolkit, rather than a single released learned biological model. Fitted models, selected reference databases and concrete runs remain separate configurations.; source ids: evidence-official-eb328c1926fbe500f86b; source locator: README.rst: What is COBRApy? and License; ambiguities: None recorded
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