aiming-lab

82 mods across 3 repositories, 24k stars between them.

fba-runner

01

aiming-lab/AutoResearchClaw

Agent Claude Code

FBA simulation agent. Runs standard FBA, parsimonious FBA, Flux Variability Analysis, and gene/reaction knockout simulations using COBRApy. Use after a validated metabolic model is available and the user wants to compute growth rates, flux distributions, or knockout phenotypes.

not rated 15k +48 1mo ago A 62 tokens original MIT

flux-analyzer

02

aiming-lab/AutoResearchClaw

Agent Claude Code

Metabolic flux analysis agent. Performs gene essentiality analysis, phenotypic phase plane construction, flux sampling, and subsystem-level pathway analysis. Use after FBA simulations are complete and the user wants deeper phenotypic characterisation or to identify metabolic engineering targets.

not rated 15k +48 1mo ago A 56 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Metabolic phenotype interpretation and publication figure agent. Compares wild-type vs. mutant flux distributions, predicts maximum theoretical product yields, identifies metabolic bottlenecks, and generates publication-quality metabolic maps and charts. Use after flux analysis is complete and the user needs…

not rated 15k +48 1mo ago A 64 tokens original MIT

model-builder

04

aiming-lab/AutoResearchClaw

Agent Claude Code

Genome-scale metabolic model builder. Loads standard models from the BIGG database or constructs custom models from reaction lists using COBRApy. Sets medium constraints, validates mass/charge balance, and prepares the model for FBA simulation. Use when the user specifies an organism, BIGG model ID, or a custom set of…

not rated 15k +48 1mo ago A 69 tokens original MIT

fba-simulator

05

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Run Flux Balance Analysis (FBA) and related constraint-based simulations using COBRApy. Covers standard FBA, parsimonious FBA (pFBA), Flux Variability Analysis (FVA), loopless FBA, gene/reaction knockouts, and carbon source swapping. Outputs flux distributions and CSV files.

not rated 15k +48 1mo ago A SkillSpector: pass 69 tokens original MIT

flux-analyzer

06

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Analyse FBA flux distributions to extract biological insights. Covers gene essentiality, phenotypic phase planes, flux sampling, pathway-level aggregation, secretion product prediction, and production of publication- quality figures.

not rated 15k +48 1mo ago A SkillSpector: pass 44 tokens original MIT

gsmm-builder

07

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Build or load a genome-scale metabolic model (GSMM) using COBRApy. Covers loading from BIGG, constructing minimal models from scratch, setting medium constraints, and exporting validated .json model files.

not rated 15k +48 1mo ago A SkillSpector: pass 45 tokens original MIT

gsmm-validator

08

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Validate a COBRApy genome-scale metabolic model for mass/charge balance, stoichiometric consistency, biomass producibility, dead-end metabolites, thermodynamic loops, and GPR rule formatting. Outputs a structured validation report with errors and warnings.

not rated 15k +48 1mo ago A SkillSpector: pass 52 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Plan publishable constraint-based metabolic modelling studies when the user has a broad biological or metabolic-engineering topic but no concrete dataset, organism, model, or hypothesis. Selects feasible BiGG/COBRA models, objectives, perturbations, analyses, metrics, figures, and risk controls before FBA code is…

not rated 15k +48 1mo ago A SkillSpector: pass 69 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Orchestrate the full metabolic flux analysis pipeline from model loading to phenotype prediction and publication figures. Triggers when the user provides an organism name, BIGG model ID, or custom reaction list and wants end-to-end metabolic modelling run automatically.

not rated 15k +48 1mo ago A SkillSpector: pass 56 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical comparison agent. Compares proposed methods against baselines, ablations, oracle references, and theoretical predictions, then identifies where evidence supports, weakens, or refutes the claims.

not rated 15k +48 1mo ago A 45 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical experiment designer and executor. Designs simulations, empirical studies, perturbations, diagnostics, and evaluation protocols that test the formulation, method proposal, and theoretical predictions.

not rated 15k +48 1mo ago A 39 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical method proposal agent. Proposes candidate methods, baselines, variants, diagnostics, and ablations that directly address the formal problem formulation.

not rated 15k +48 1mo ago A 34 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical problem formulation agent. Converts a prompt, topic file, paper idea, or dataset description into a rigorous mathematical/statistical problem statement with notation, data model, estimand, assumptions, hypotheses, evaluation criteria, and theory targets.

not rated 15k +48 1mo ago A 53 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical research quality auditor. Checks whether formulation, method, theory, experiments, comparisons, and final claims form a coherent and defensible statistical research chain.

not rated 15k +48 1mo ago A 37 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical result synthesis agent. Writes the final research narrative, combining formulation, proposed method, theory, experiments, comparisons, and limitations into a coherent report.

not rated 15k +48 1mo ago A 38 tokens original MIT

aiming-lab/AutoResearchClaw

Agent Claude Code

Statistical theory analysis agent. Derives or sketches theoretical properties of the proposed methods, including identifiability, bias, variance, consistency, asymptotic behavior, coverage, error bounds, robustness, and limitations under stated assumptions.

not rated 15k +48 1mo ago A 52 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Orchestrate a statistical research pipeline centered on formal problem formulation, method proposal, theoretical analysis, experimental evaluation, comparison, and final result synthesis.

not rated 15k +48 1mo ago A SkillSpector: pass 36 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Validate statistical research outputs for formulation quality, method-to- problem alignment, theory presence, experimental evidence, fair comparison, artifact completeness, and final-claim consistency.

not rated 15k +48 1mo ago A SkillSpector: pass 36 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Design and run statistical experiments that test the formal problem, proposed methods, theoretical predictions, baselines, and ablations.

not rated 15k +48 1mo ago A SkillSpector: pass 31 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Design statistical methods, baselines, diagnostics, variants, and ablations that directly address a formal problem formulation.

not rated 15k +48 1mo ago A SkillSpector: pass 27 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Formulate statistical research problems with formal notation, target parameters, assumptions, hypotheses, evaluation criteria, and theory targets.

not rated 15k +48 1mo ago A SkillSpector: pass 30 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Analyze theoretical properties of statistical methods under the formal formulation: identifiability, bias, variance, consistency, asymptotics, coverage, error bounds, robustness, and limitations.

not rated 15k +48 1mo ago A SkillSpector: pass 41 tokens original MIT

cv-classification

24

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Best practices for image classification tasks. Use when working on CIFAR, ImageNet, or other classification benchmarks.

not rated 15k +48 1mo ago A SkillSpector: pass 26 tokens original MIT

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