aiming-lab/AutoResearchClaw

Fully autonomous & self-evolving research from idea to paper. Chat an Idea. Get a Paper. 🦞

14kStars on the repository
45Mods indexed here, across every type
13d agoLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

a-evolve

01

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Apply A-Evolve's agentic evolution methodology to improve AI agent performance across runs. Use when the user wants to diagnose agent failures, generate targeted skills from error patterns, evolve system prompts, or accumulate episodic knowledge. Works standalone or inside AutoResearchClaw pipelines. Triggers on…

14k 13d ago A 100 tokens original MIT

biology-biopython

02

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Bioinformatics with Biopython for sequence manipulation, file parsing, BLAST, and phylogenetics. Use when working with DNA/RNA/protein sequences or biological databases.

14k 13d ago A 40 tokens original MIT

chemistry-rdkit

03

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Computational chemistry with RDKit for molecular analysis, descriptors, fingerprints, and substructure search. Use when working with SMILES, drug discovery, or cheminformatics tasks.

14k 13d ago A 41 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Structured scientific hypothesis generation from observations. Use when formulating testable hypotheses, competing explanations, or experimental predictions.

14k 13d ago A 27 tokens original MIT

literature-search

05

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Systematic literature review methodology including search strategy, screening, and synthesis. Use when conducting literature reviews or writing background sections.

14k 13d ago A 28 tokens original MIT

researchclaw

06

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Run the ResearchClaw autonomous research pipeline from a topic, config, and output directory.

14k 13d ago A 22 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Publication-ready scientific figure design with matplotlib and seaborn. Use when creating journal submission figures with proper formatting, accessibility, and statistical annotations.

14k 13d ago A 33 tokens original MIT

scientific-writing

08

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Academic manuscript writing with IMRAD structure, citation formatting, and reporting guidelines. Use when drafting or revising research papers.

14k 13d ago A 28 tokens original MIT

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Statistical test selection, assumption checking, and APA-formatted reporting. Use when analyzing experimental results or writing results sections.

14k 13d ago A 29 tokens original MIT

fba-simulator

10

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.

14k 13d ago A 69 tokens original MIT

flux-analyzer

11

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.

14k 13d ago A 44 tokens original MIT

gsmm-builder

12

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.

14k 13d ago A 45 tokens original MIT

gsmm-validator

13

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.

14k 13d ago A 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…

14k 13d ago A 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.

14k 13d ago A 56 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.

14k 13d ago A 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.

14k 13d ago A 36 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.

14k 13d ago A 41 tokens original MIT

cv-classification

22

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

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

14k 13d ago A 26 tokens original MIT

cv-detection

23

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Best practices for object detection tasks. Use when working on COCO, VOC, or detection architectures like YOLO and DETR.

14k 13d ago A 30 tokens original MIT

nlp-alignment

24

aiming-lab/AutoResearchClaw

Skill Claude CodeCodex

Best practices for LLM alignment techniques including RLHF, DPO, and instruction tuning. Use when working on alignment or safety.

14k 13d ago A 31 tokens original MIT